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Fujita M, Gao Z, Zeng L, McCabe C, White CC, Ng B, Green GS, Rozenblatt-Rosen O, Phillips D, Amir-Zilberstein L, Lee H, Pearse RV, Khan A, Vardarajan BN, Kiryluk K, Ye CJ, Klein HU, Wang G, Regev A, Habib N, Schneider JA, Wang Y, Young-Pearse T, Mostafavi S, Bennett DA, Menon V, De Jager PL. Cell subtype-specific effects of genetic variation in the Alzheimer's disease brain. Nat Genet 2024; 56:605-614. [PMID: 38514782 DOI: 10.1038/s41588-024-01685-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/08/2024] [Indexed: 03/23/2024]
Abstract
The relationship between genetic variation and gene expression in brain cell types and subtypes remains understudied. Here, we generated single-nucleus RNA sequencing data from the neocortex of 424 individuals of advanced age; we assessed the effect of genetic variants on RNA expression in cis (cis-expression quantitative trait loci) for seven cell types and 64 cell subtypes using 1.5 million transcriptomes. This effort identified 10,004 eGenes at the cell type level and 8,099 eGenes at the cell subtype level. Many eGenes are only detected within cell subtypes. A new variant influences APOE expression only in microglia and is associated with greater cerebral amyloid angiopathy but not Alzheimer's disease pathology, after adjusting for APOEε4, providing mechanistic insights into both pathologies. Furthermore, only a TMEM106B variant affects the proportion of cell subtypes. Integration of these results with genome-wide association studies highlighted the targeted cell type and probable causal gene within Alzheimer's disease, schizophrenia, educational attainment and Parkinson's disease loci.
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Affiliation(s)
- Masashi Fujita
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Zongmei Gao
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Lu Zeng
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Charles C White
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Bernard Ng
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Gilad Sahar Green
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Genentech, South San Francisco, CA, USA
| | - Devan Phillips
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Genentech, South San Francisco, CA, USA
| | | | - Hyo Lee
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Richard V Pearse
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Atlas Khan
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Badri N Vardarajan
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, College of Physicians and Surgeons, Columbia University, New York, NY, USA
- Department of Neurology, College of Physicians and Surgeons, Columbia University and the New York Presbyterian Hospital, New York, NY, USA
- The Gertrude H. Sergievsky Center, College of Physicians and Surgeons, Columbia University, New York, NY, USA
| | - Krzysztof Kiryluk
- Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY, USA
| | - Chun Jimmie Ye
- Institute for Human Genetics, University of California, San Francisco, CA, USA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Hans-Ulrich Klein
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Gao Wang
- Department of Neurology, College of Physicians and Surgeons, Columbia University and the New York Presbyterian Hospital, New York, NY, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- Genentech, South San Francisco, CA, USA
| | - Naomi Habib
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Yanling Wang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Tracy Young-Pearse
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Sara Mostafavi
- Department of Statistics, Centre for Molecular Medicine and Therapeutics, British Columbia Children's Hospital, University of British Columbia, Vancouver, British Columbia, Canada
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Vilas Menon
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA.
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Zeng L, Fujita M, Gao Z, White CC, Green GS, Habib N, Menon V, Bennett DA, Boyle P, Klein HU, De Jager PL. A Single-Nucleus Transcriptome-Wide Association Study Implicates Novel Genes in Depression Pathogenesis. Biol Psychiatry 2023:S0006-3223(23)01787-0. [PMID: 38141910 DOI: 10.1016/j.biopsych.2023.12.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 12/01/2023] [Accepted: 12/17/2023] [Indexed: 12/25/2023]
Abstract
BACKGROUND Depression, a common psychiatric illness and global public health problem, remains poorly understood across different life stages, which hampers the development of novel treatments. METHODS To identify new candidate genes for therapeutic development, we performed differential gene expression analysis of single-nucleus RNA sequencing data from the dorsolateral prefrontal cortex of older adults (n = 424) in relation to antemortem depressive symptoms. Additionally, we integrated genome-wide association study results for depression (n = 500,199) along with genetic tools for inferring the expression of 14,048 unique genes in 7 cell types and 52 cell subtypes to perform a transcriptome-wide association study of depression followed by Mendelian randomization. RESULTS Our single-nucleus transcriptome-wide association study analysis identified 68 candidate genes for depression and showed the greatest number being in excitatory and inhibitory neurons. Of the 68 genes, 53 were novel compared to previous studies. Notably, gene expression in different neuronal subtypes had varying effects on depression risk. Traits with high genetic correlations with depression, such as neuroticism, shared more transcriptome-wide association study genes than traits that were not highly correlated with depression. Complementing these analyses, differential gene expression analysis across 52 neocortical cell subtypes showed that genes such as KCNN2, SCAI, WASF3, and SOCS6 were associated with late-life depressive symptoms in specific cell subtypes. CONCLUSIONS These 2 sets of analyses illustrate the utility of large single-nucleus RNA sequencing data both to uncover genes whose expression is altered in specific cell subtypes in the context of depressive symptoms and to enhance the interpretation of well-powered genome-wide association studies so that we can prioritize specific susceptibility genes for further analysis and therapeutic development.
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Affiliation(s)
- Lu Zeng
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Masashi Fujita
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Zongmei Gao
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Charles C White
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Gilad S Green
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Naomi Habib
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Vilas Menon
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - David A Bennett
- Rush Alzheimer Disease Center, Rush University Medical Center, Chicago, Illinois; Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois
| | - Patricia Boyle
- Rush Alzheimer Disease Center, Rush University Medical Center, Chicago, Illinois; Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, Illinois
| | - Hans-Ulrich Klein
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, New York.
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Cain A, Taga M, McCabe C, Green GS, Hekselman I, White CC, Lee DI, Gaur P, Rozenblatt-Rosen O, Zhang F, Yeger-Lotem E, Bennett DA, Yang HS, Regev A, Menon V, Habib N, De Jager PL. Multicellular communities are perturbed in the aging human brain and Alzheimer's disease. Nat Neurosci 2023; 26:1267-1280. [PMID: 37336975 PMCID: PMC10789499 DOI: 10.1038/s41593-023-01356-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 05/10/2023] [Indexed: 06/21/2023]
Abstract
The role of different cell types and their interactions in Alzheimer's disease (AD) is a complex and open question. Here, we pursued this question by assembling a high-resolution cellular map of the aging frontal cortex using single-nucleus RNA sequencing of 24 individuals with a range of clinicopathologic characteristics. We used this map to infer the neocortical cellular architecture of 638 individuals profiled by bulk RNA sequencing, providing the sample size necessary for identifying statistically robust associations. We uncovered diverse cell populations associated with AD, including a somatostatin inhibitory neuronal subtype and oligodendroglial states. We further identified a network of multicellular communities, each composed of coordinated subpopulations of neuronal, glial and endothelial cells, and we found that two of these communities are altered in AD. Finally, we used mediation analyses to prioritize cellular changes that might contribute to cognitive decline. Thus, our deconstruction of the aging neocortex provides a roadmap for evaluating the cellular microenvironments underlying AD and dementia.
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Affiliation(s)
- Anael Cain
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Mariko Taga
- Center for Translational & Computational Immunology, Department of Neurology and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gilad S Green
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Idan Hekselman
- Department of Clinical Biochemistry and Pharmacology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | | | - Dylan I Lee
- Center for Translational & Computational Immunology, Department of Neurology and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Pallavi Gaur
- Center for Translational & Computational Immunology, Department of Neurology and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Genentech, South San Francisco, CA, USA
| | - Feng Zhang
- Broad Institute, Cambridge, MA, USA
- Department of Brain and Cognitive Sciences, McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Esti Yeger-Lotem
- Department of Clinical Biochemistry and Pharmacology, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
- National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Hyun-Sik Yang
- Broad Institute, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biology, Koch Institute of Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Genentech, South San Francisco, CA, USA
| | - Vilas Menon
- Center for Translational & Computational Immunology, Department of Neurology and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA.
| | - Naomi Habib
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel.
| | - Philip L De Jager
- Center for Translational & Computational Immunology, Department of Neurology and Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA.
- Broad Institute, Cambridge, MA, USA.
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Zeng L, White CC, Bennett DA, Klein HU, De Jager PL. Genetic insights into the association between inflammatory bowel disease and Alzheimer's disease. medRxiv 2023:2023.04.17.23286845. [PMID: 37131588 PMCID: PMC10153331 DOI: 10.1101/2023.04.17.23286845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Background Myeloid cells, including monocytes, macrophages, microglia, dendritic cells and neutrophils are a part of innate immunity, playing a major role in orchestrating innate and adaptive immune responses. Microglia are the resident myeloid cells of the central nervous system, and many Alzheimer's disease (AD) risk loci are found in or near genes that are highly or sometimes uniquely expressed in myeloid cells. Similarly, inflammatory bowel disease (IBD) loci are also enriched for genes expressed by myeloid cells. However, the extent to which there is overlap between the effects of AD and IBD susceptibility loci in myeloid cells remains poorly described, and the substantial IBD genetic maps may help to accelerate AD research. Methods Here, we leveraged summary statistics from large-scale genome-wide association studies (GWAS) to investigate the causal effect of IBD (including ulcerative colitis and Crohn's disease) variants on AD and AD endophenotypes. Microglia and monocyte expression Quantitative Trait Locus (eQTLs) were used to examine the functional consequences of IBD and AD risk variants enrichment in two different myeloid cell subtypes. Results Our results showed that, while PTK2B is implicated in both diseases and both sets of risk loci are enriched for myeloid genes, AD and IBD susceptibility loci largely implicate distinct sets of genes and pathways. AD loci are significantly more enriched for microglial eQTLs than IBD. We also found that genetically determined IBD is associated with a lower risk of AD, which may driven by a negative effect on the accumulation of neurofibrillary tangles (beta=-1.04, p=0.013). In addition, IBD displayed a significant positive genetic correlation with psychiatric disorders and multiple sclerosis, while AD showed a significant positive genetic correlation with amyotrophic lateral sclerosis. Conclusion To our knowledge, this is the first study to systematically contrast the genetic association between IBD and AD, our findings highlight a possible genetically protective effect of IBD on AD even if the majority of effects on myeloid cell gene expression by the two sets of disease variants are distinct. Thus, IBD myeloid studies may not help to accelerate AD functional studies, but our observation reinforces the role of myeloid cells in the accumulation of tau proteinopathy and provides a new avenue for discovering a protective factor.
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Affiliation(s)
- Lu Zeng
- Center for Translational and Computational Neuroimmunology, Department of Neurology and the Taub Institute for Research on Alzheimer's disease and the Aging brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Charles C White
- Center for Translational and Computational Neuroimmunology, Department of Neurology and the Taub Institute for Research on Alzheimer's disease and the Aging brain, Columbia University Irving Medical Center, New York, NY, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Hans-Ulrich Klein
- Center for Translational and Computational Neuroimmunology, Department of Neurology and the Taub Institute for Research on Alzheimer's disease and the Aging brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology and the Taub Institute for Research on Alzheimer's disease and the Aging brain, Columbia University Irving Medical Center, New York, NY, USA
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Colón LF, White CC, Miles DT, Wilson AW, Salazar O, Patel P, Miller J. Transversus Abdominis Plane Block as Part of a Multimodal Analgesic Regimen in Patients Undergoing Anterior Lumbar Interbody Fusion: A Retrospective Cohort Study. Int J Spine Surg 2023:8442. [PMID: 37028801 DOI: 10.14444/8442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/09/2023] Open
Abstract
BACKGROUND Opioids are a mainstay for pain control in patients undergoing lumbar spine surgery but are associated with a high risk of dependence and significant adverse effects. Efforts continue to be made to utilize non-narcotic agents such as regional nerve block for pain control as part of a multimodal analgesia regimen. Recently, transversus abdominis plane (TAP) blocks have proven beneficial for patients undergoing lumbar fusion procedures. The purpose of this study is to evaluate the efficacy of TAP blocks for postoperative pain control and the effect on opioid consumption and hospital length of stay (LOS) in patients undergoing anterior lumbar interbody fusion (ALIF). METHODS A retrospective review of patients undergoing elective ALIF included collection of data on demographics, LOS, pain scores using visual analog scale (VAS), opioid consumption using morphine milligram equivalents (MME) from postoperative day (POD) 0 to 5, and any complications. Patients who underwent primary ALIF or ALIF with concomitant posterolateral lumbar fusion were included. RESULTS A total of 99 patients met inclusion criteria; 47 had a preoperative TAP block and 52 did not. Demographic data and number of levels fused were equally distributed between the groups. The TAP group had significantly lower MME consumption postoperatively during POD 0 to 2 and 0 to 5. VAS pain scores were lower for TAP block patients on POD 3 and 4; otherwise, there was no significant difference. LOS and complication rates were not significantly different. A multiple regression analysis found male sex to be a predictor of increased postoperative MME, while age and TAP block were significant predictors of decreased MME. CONCLUSIONS The use of TAP block for patients undergoing ALIF was associated with less cumulative MME consumption in the immediate postoperative period. TAP block may be an effective tool for reducing postoperative opioid consumption in patients undergoing ALIF. CLINICAL RELEVANCE The data in this study provide clinical relevance supporting the use of TAP blocks for patients undergoing ALIF procedures. LEVEL OF EVIDENCE: 3
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Affiliation(s)
- Luis Felipe Colón
- Department of Orthopaedic Surgery, University of Tennessee College of Medicine Chattanooga, Chattanooga, TN, USA
| | - Charles C White
- Department of Orthopaedic Surgery, University of Tennessee College of Medicine Chattanooga, Chattanooga, TN, USA
| | - Daniel T Miles
- Department of Orthopaedic Surgery, University of Tennessee College of Medicine Chattanooga, Chattanooga, TN, USA
| | - Andrew W Wilson
- Department of Orthopaedic Surgery, University of Tennessee College of Medicine Chattanooga, Chattanooga, TN, USA
| | - Oscar Salazar
- Anesthesiology Consultants Exchange, Erlanger Hospital, Chattanooga, TN, USA
| | - Prayash Patel
- Erlanger Neurosurgery and Spine, Erlanger Hospital, Chattanooga, TN, USA
| | - Joseph Miller
- Erlanger Neurosurgery and Spine, Erlanger Hospital, Chattanooga, TN, USA
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Zeng L, Fujita M, Gao Z, White CC, Green GS, Habib N, Menon V, Bennett DA, Boyle PA, Klein HU, De Jager PL. A single-nucleus transcriptome-wide association study implicates novel genes in depression pathogenesis. medRxiv 2023:2023.03.27.23286844. [PMID: 37034737 PMCID: PMC10081415 DOI: 10.1101/2023.03.27.23286844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Background Depression is a common psychiatric illness and global public health problem. However, our limited understanding of the biological basis of depression has hindered the development of novel treatments and interventions. Methods To identify new candidate genes for therapeutic development, we examined single-nucleus RNA sequencing (snucRNAseq) data from the dorsolateral prefrontal cortex (N=424) in relation to ante-mortem depressive symptoms. To complement these direct analyses, we also used genome-wide association study (GWAS) results for depression (N=500,199) along with genetic tools for inferring the expression of 22,159 genes in 7 cell types and 55 cell subtypes to perform transcriptome-wide association studies (TWAS) of depression followed by Mendelian randomization (MR). Results Our single-nucleus TWAS analysis identified 71 causal genes in depression that have a role in specific neocortical cell subtypes; 59 of 71 genes were novel compared to previous studies. Depression TWAS genes showed a cell type specific pattern, with the greatest enrichment being in both excitatory and inhibitory neurons as well as astrocytes. Gene expression in different neuron subtypes have different directions of effect on depression risk. Compared to lower genetically correlated traits (e.g. body mass index) with depression, higher correlated traits (e.g., neuroticism) have more common TWAS genes with depression. In parallel, we performed differential gene expression analysis in relation to depression in 55 cortical cell subtypes, and we found that genes such as ANKRD36, MADD, TAOK3, SCAI and CHUK are associated with depression in specific cell subtypes. Conclusions These two sets of analyses illustrate the utility of large snucRNAseq data to uncover both genes whose expression is altered in specific cell subtypes in the context of depression and to enhance the interpretation of well-powered GWAS so that we can prioritize specific susceptibility genes for further analysis and therapeutic development.
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Affiliation(s)
- Lu Zeng
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Masashi Fujita
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Zongmei Gao
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Charles C. White
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Gilad S. Green
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Naomi Habib
- Edmond & Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Vilas Menon
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - David A. Bennett
- Rush Alzheimer Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois
| | - Patricia A. Boyle
- Rush Alzheimer Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, Illinois
| | - Hans-Ulrich Klein
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip L. De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, USA
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Green GS, Fujita M, Yang HS, Taga M, McCabe C, Cain A, White CC, Schmidtner AK, Zeng L, Wang Y, Regev A, Menon V, Bennett DA, Habib N, De Jager PL. Cellular dynamics across aged human brains uncover a multicellular cascade leading to Alzheimer's disease. bioRxiv 2023:2023.03.07.531493. [PMID: 36945609 PMCID: PMC10028913 DOI: 10.1101/2023.03.07.531493] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Abstract
Alzheimer's Disease (AD) is a progressive neurodegenerative disease seen with advancing age. Recent studies have revealed diverse AD-associated cell states, yet when and how they impact the causal chain leading to AD remains unknown. To reconstruct the dynamics of the brain's cellular environment along the disease cascade and to distinguish between AD and aging effects, we built a comprehensive cell atlas of the aged prefrontal cortex from 1.64 million single-nucleus RNA-seq profiles. We associated glial, vascular and neuronal subpopulations with AD-related traits for 424 aging individuals, and aligned them along the disease cascade using causal modeling. We identified two distinct lipid-associated microglial subpopulations, one contributed to amyloid-β proteinopathy while the other mediated the effect of amyloid-β in accelerating tau proteinopathy, as well as an astrocyte subpopulation that mediated the effect of tau on cognitive decline. To model the coordinated dynamics of the entire cellular environment we devised the BEYOND methodology which uncovered two distinct trajectories of brain aging that are defined by distinct sequences of changes in cellular communities. Older individuals are engaged in one of two possible trajectories, each associated with progressive changes in specific cellular communities that end with: (1) AD dementia or (2) alternative brain aging. Thus, we provide a cellular foundation for a new perspective of AD pathophysiology that could inform the development of new therapeutic interventions targeting cellular communities, while designing a different clinical management for those individuals on the path to AD or to alternative brain aging.
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Huang N, Miles DT, Read CR, White CC, Murray RD, Wilson AW, Doty JF. Postoperative Infection and Revision Surgery Rates in Foot and Ankle Surgery Without Routine Prescription of Prophylactic Antibiotics. J Am Acad Orthop Surg Glob Res Rev 2023; 7:01979360-202303000-00005. [PMID: 36888925 PMCID: PMC9997784 DOI: 10.5435/jaaosglobal-d-23-00015] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 01/22/2023] [Indexed: 03/10/2023]
Abstract
INTRODUCTION Surgical site infections (SSIs) are associated with patient morbidity and increased healthcare costs. Limited literature in foot and ankle surgery provides guidance about routine administration of postoperative antibiotic prophylaxis. The purpose of this study was to examine the incidence and revision surgery rates of SSI in outpatient foot and ankle surgeries in patients not receiving oral postoperative antibiotic prophylaxis. METHODS A retrospective review of all outpatient surgeries (n = 1517) conducted by a single surgeon in a tertiary referral academic center was conducted through electronic medical records. Incidence of SSI, revision surgery rate, and associated risk factors were determined. The median follow-up was 6 months. RESULTS Postoperative infection occurred in 2.9% (n = 44) of the surgeries conducted, with 0.9% of patients (n = 14) requiring return to the operating room. Thirty patients (2.0%) were diagnosed with simple superficial infections, which resolved with local wound care and oral antibiotics. Diabetes (adjusted odds ratio, 2.09; 95% confidence interval, 1.00 to 4.38; P = 0.049) and increasing age (adjusted odds ratio, 1.02; 95% confidence interval, 1.00 to 1.04; P = 0.016) were significantly associated with postoperative infection. DISCUSSION This study demonstrated low postoperative infection and revision surgery rates without the routine prescription of prophylactic postoperative antibiotics. Increasing age and diabetes are signficant risk factors for developing a postoperative infection.
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Jansen MAK, Barnes PW, Bornman JF, Rose KC, Madronich S, White CC, Zepp RG, Andrady AL. The Montreal Protocol and the fate of environmental plastic debris. Photochem Photobiol Sci 2023:10.1007/s43630-023-00372-x. [PMID: 36705849 DOI: 10.1007/s43630-023-00372-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 01/13/2023] [Indexed: 01/28/2023]
Abstract
Microplastics (MPs) are an emerging class of pollutants in air, soil and especially in all aquatic environments. Secondary MPs are generated in the environment during fragmentation of especially photo-oxidised plastic litter. Photo-oxidation is mediated primarily by solar UV radiation. The implementation of the Montreal Protocol and its Amendments, which have resulted in controlling the tropospheric UV-B (280-315 nm) radiation load, is therefore pertinent to the fate of environmental plastic debris. Due to the Montreal Protocol high amounts of solar UV-B radiation at the Earth's surface have been avoided, retarding the oxidative fragmentation of plastic debris, leading to a slower generation and accumulation of MPs in the environment. Quantifying the impact of the Montreal Protocol in reducing the abundance of MPs in the environment, however, is complicated as the role of potential mechanical fragmentation of plastics under environmental mechanical stresses is poorly understood.
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Affiliation(s)
- M A K Jansen
- School of Biological, Earth and Environmental Sciences, Environmental Research Institute, University College Cork, Cork, Ireland.
| | - P W Barnes
- Biological Sciences and Environmental Program, Loyola University New Orleans, New Orleans, LA, USA
| | - J F Bornman
- Food Futures Institute, Murdoch University, Perth, Australia
| | - K C Rose
- Biological Sciences, Rensselaer Polytechnic Institute, Troy, USA
| | - S Madronich
- Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research, Boulder, CO, USA
| | - C C White
- Exponent, Inc, Bowie, MD, 20715, USA
| | - R G Zepp
- ORD/CEMM, US Environmental Protection Agency, Athens, GA, USA
| | - A L Andrady
- Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC, USA
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10
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Andrady AL, Barnes PW, Bornman JF, Gouin T, Madronich S, White CC, Zepp RG, Jansen MAK. Oxidation and fragmentation of plastics in a changing environment; from UV-radiation to biological degradation. Sci Total Environ 2022; 851:158022. [PMID: 35970458 PMCID: PMC9765214 DOI: 10.1016/j.scitotenv.2022.158022] [Citation(s) in RCA: 39] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 08/09/2022] [Accepted: 08/10/2022] [Indexed: 05/26/2023]
Abstract
Understanding the fate of plastics in the environment is of critical importance for the quantitative assessment of the biological impacts of plastic waste. Specially, there is a need to analyze in more detail the reputed longevity of plastics in the context of plastic degradation through oxidation and fragmentation reactions. Photo-oxidation of plastic debris by solar UV radiation (UVR) makes material prone to subsequent fragmentation. The fragments generated following oxidation and subsequent exposure to mechanical stresses include secondary micro- or nanoparticles, an emerging class of pollutants. The paper discusses the UV-driven photo-oxidation process, identifying relevant knowledge gaps and uncertainties. Serious gaps in knowledge exist concerning the wavelength sensitivity and the dose-response of the photo-fragmentation process. Given the heterogeneity of natural UV irradiance varying from no exposure in sediments to full UV exposure of floating, beach litter or air-borne plastics, it is argued that the rates of UV-driven degradation/fragmentation will also vary dramatically between different locations and environmental niches. Biological phenomena such as biofouling will further modulate the exposure of plastics to UV radiation, while potentially also contributing to degradation and/or fragmentation of plastics independent of solar UVR. Reductions in solar UVR in many regions, consequent to the implementation of the Montreal Protocol and its Amendments for protecting stratospheric ozone, will have consequences for global UV-driven plastic degradation in a heterogeneous manner across different geographic and environmental zones. The interacting effects of global warming, stratospheric ozone and UV radiation are projected to increase UV irradiance at the surface in localized areas, mainly because of decreased cloud cover. Given the complexity and uncertainty of future environmental conditions, this currently precludes reliable quantitative predictions of plastic persistence on a global scale.
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Affiliation(s)
- A L Andrady
- Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC, USA
| | - P W Barnes
- Biological Sciences and Environmental Program, Loyola University New Orleans, New Orleans, LA, USA
| | - J F Bornman
- Food Futures Institute, Murdoch University, Perth, Australia
| | - T Gouin
- TG Environmental Research, Sharnbrook, Bedfordshire, UK
| | - S Madronich
- Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research, Boulder, CO, USA
| | | | - R G Zepp
- ORD/CEMM, US Environmental Protection Agency, Athens, GA, USA
| | - M A K Jansen
- School of BEES, Environmental Research Institute, University College Cork, Cork, Ireland.
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11
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Barnes PW, Robson TM, Neale PJ, Williamson CE, Zepp RG, Madronich S, Wilson SR, Andrady AL, Heikkilä AM, Bernhard GH, Bais AF, Neale RE, Bornman JF, Jansen MAK, Klekociuk AR, Martinez-Abaigar J, Robinson SA, Wang QW, Banaszak AT, Häder DP, Hylander S, Rose KC, Wängberg SÅ, Foereid B, Hou WC, Ossola R, Paul ND, Ukpebor JE, Andersen MPS, Longstreth J, Schikowski T, Solomon KR, Sulzberger B, Bruckman LS, Pandey KK, White CC, Zhu L, Zhu M, Aucamp PJ, Liley JB, McKenzie RL, Berwick M, Byrne SN, Hollestein LM, Lucas RM, Olsen CM, Rhodes LE, Yazar S, Young AR. Environmental effects of stratospheric ozone depletion, UV radiation, and interactions with climate change: UNEP Environmental Effects Assessment Panel, Update 2021. Photochem Photobiol Sci 2022; 21:275-301. [PMID: 35191005 PMCID: PMC8860140 DOI: 10.1007/s43630-022-00176-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 01/14/2022] [Indexed: 12/07/2022]
Abstract
The Environmental Effects Assessment Panel of the Montreal Protocol under the United Nations Environment Programme evaluates effects on the environment and human health that arise from changes in the stratospheric ozone layer and concomitant variations in ultraviolet (UV) radiation at the Earth’s surface. The current update is based on scientific advances that have accumulated since our last assessment (Photochem and Photobiol Sci 20(1):1–67, 2021). We also discuss how climate change affects stratospheric ozone depletion and ultraviolet radiation, and how stratospheric ozone depletion affects climate change. The resulting interlinking effects of stratospheric ozone depletion, UV radiation, and climate change are assessed in terms of air quality, carbon sinks, ecosystems, human health, and natural and synthetic materials. We further highlight potential impacts on the biosphere from extreme climate events that are occurring with increasing frequency as a consequence of climate change. These and other interactive effects are examined with respect to the benefits that the Montreal Protocol and its Amendments are providing to life on Earth by controlling the production of various substances that contribute to both stratospheric ozone depletion and climate change.
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Affiliation(s)
- P W Barnes
- Biological Sciences and Environment Program, Loyola University New Orleans, New Orleans, USA
| | - T M Robson
- Organismal and Evolutionary Biology (OEB), Viikki Plant Science Centre (ViPS), University of Helsinki, Helsinki, Finland
| | - P J Neale
- Smithsonian Environmental Research Center, Edgewater, USA
| | | | - R G Zepp
- ORD/CEMM, US Environmental Protection Agency, Athens, GA, USA
| | - S Madronich
- Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research, Boulder, USA
| | - S R Wilson
- School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, Australia
| | - A L Andrady
- Chemical and Biomolecular Engineering, North Carolina State University, Apex, USA
| | - A M Heikkilä
- Finnish Meteorological Institute, Helsinki, Finland
| | | | - A F Bais
- Laboratory of Atmospheric Physics, Department of Physics, Aristotle University, Thessaloniki, Greece
| | - R E Neale
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - J F Bornman
- Food Futures Institute, Murdoch University, Perth, Australia.
| | | | - A R Klekociuk
- Antarctic Climate Program, Australian Antarctic Division, Kingston, Australia
| | - J Martinez-Abaigar
- Faculty of Science and Technology, University of La Rioja, La Rioja, Logroño, Spain
| | - S A Robinson
- Securing Antarctica's Environmental Future, Global Challenges Program and School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, Australia
| | - Q-W Wang
- Institute of Applied Ecology, Chinese Academy of Sciences (CAS), Shenyang, China
| | - A T Banaszak
- Unidad Académica De Sistemas Arrecifales, Universidad Nacional Autónoma De México, Puerto Morelos, Mexico
| | - D-P Häder
- Department of Biology, Friedrich-Alexander University, Möhrendorf, Germany
| | - S Hylander
- Centre for Ecology and Evolution in Microbial Model Systems-EEMiS, Linnaeus University, Kalmar, Sweden.
| | - K C Rose
- Biological Sciences, Rensselaer Polytechnic Institute, Troy, USA
| | - S-Å Wängberg
- Marine Sciences, University of Gothenburg, Gothenburg, Sweden
| | - B Foereid
- Environment and Natural Resources, Norwegian Institute of Bioeconomy Research, Ås, Norway
| | - W-C Hou
- Environmental Engineering, National Cheng Kung University, Tainan, Taiwan
| | - R Ossola
- Environmental System Science (D-USYS), ETH Zürich, Zürich, Switzerland
| | - N D Paul
- Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - J E Ukpebor
- Chemistry Department, Faculty of Physical Sciences, University of Benin, Benin City, Nigeria
| | - M P S Andersen
- Department of Chemistry and Biochemistry, California State University, Northridge, USA
- Department of Chemistry, University of Copenhagen, Copenhagen, Denmark
| | - J Longstreth
- The Institute for Global Risk Research, LLC, Bethesda, USA
| | - T Schikowski
- Research Group of Environmental Epidemiology, Leibniz Institute of Environmental Medicine, Düsseldorf, Germany
| | - K R Solomon
- Centre for Toxicology, School of Environmental Sciences, University of Guelph, Guelph, Canada
| | - B Sulzberger
- Academic Guest, Swiss Federal Institute of Aquatic Science and Technology, 8600, Dübendorf, Switzerland
| | - L S Bruckman
- Materials Science and Engineering, Case Western Reserve University, Cleveland, USA
| | - K K Pandey
- Wood Processing Division, Institute of Wood Science and Technology, Bangalore, India
| | - C C White
- Polymer Science and Materials Chemistry (PSMC), Exponent, Bethesda, USA
| | - L Zhu
- College of Materials Science and Engineering, Donghua University, Shanghai, China
| | - M Zhu
- State Key Laboratory for Modification of Chemical Fibers and Polymer Materials, Donghua University, Shanghai, China
| | - P J Aucamp
- Ptersa Environmental Consultants, Pretoria, South Africa
| | - J B Liley
- National Institute of Water and Atmospheric Research, Alexandra, New Zealand
| | - R L McKenzie
- National Institute of Water and Atmospheric Research, Alexandra, New Zealand
| | - M Berwick
- Internal Medicine, University of New Mexico, Albuquerque, USA
| | - S N Byrne
- Applied Medical Science, University of Sydney, Sydney, Australia
| | - L M Hollestein
- Department of Dermatology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - R M Lucas
- National Centre for Epidemiology and Population Health, Australian National University, Canberra, Australia
| | - C M Olsen
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - L E Rhodes
- Photobiology Unit, Dermatology Research Centre, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
| | - S Yazar
- Garvan Institute of Medical Research, Sydney, Australia
| | - A R Young
- St John's Institute of Dermatology, King's College London (KCL), London, UK
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12
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Davis EJ, Solsberg CW, White CC, Miñones-Moyano E, Sirota M, Chibnik L, Bennett DA, De Jager PL, Yokoyama JS, Dubal DB. Sex-Specific Association of the X Chromosome With Cognitive Change and Tau Pathology in Aging and Alzheimer Disease. JAMA Neurol 2021; 78:1249-1254. [PMID: 34424272 PMCID: PMC8383157 DOI: 10.1001/jamaneurol.2021.2806] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 06/25/2021] [Indexed: 12/28/2022]
Abstract
Importance The X chromosome represents 5% of the human genome in women and men, and its influence on cognitive aging and Alzheimer disease (AD) is largely unknown. Objective To determine whether the X chromosome is associated with sex-specific cognitive change and tau pathology in aging and AD. Design, Setting, Participants This study examined differential gene expression profiling of the X chromosome from an RNA sequencing data set of the dorsolateral prefrontal cortex obtained from autopsied, elderly individuals enrolled in the Religious Orders Study and Rush Memory and Aging Project joint cohorts. Samples were collected from the cohort study with enrollment from 1994 to 2017. Data were last analyzed in May 2021. Main Outcomes and Measures The main analysis examined whether X chromosome gene expression measured by RNA sequencing of the dorsolateral prefrontal cortex was associated with cognitive change during aging and AD, independent of AD pathology and at the transcriptome-wide level in women and men. Whether X chromosome gene expression was associated with neurofibrillary tangle burden, a measure of tau pathology that influences cognition, in women and men was also explored. Results Samples for RNA sequencing of the dorsolateral prefrontal cortex were obtained from 508 individuals (mean [SD] age at death, 88.4 [6.6] years; 315 [62.0%] were female; 197 [38.8%] had clinical diagnosis of AD at death; 293 [58.2%] had pathological diagnosis of AD at death) enrolled in the Religious Orders Study and Rush Memory and Aging Project joint cohorts and were followed up annually for a mean (SD) of 6.3 (3.9) years. X chromosome gene expression (29 genes), adjusted for age at death, education, and AD pathology, was significantly associated with cognitive change at the genome-wide level in women but not men. In the majority of identified X genes (19 genes), increased expression was associated with slower cognitive decline in women. In contrast with cognition, X chromosome gene expression (3 genes), adjusted for age at death and education, was associated with neuropathological tau burden at the genome-wide level in men but not women. Conclusions and Relevance In this study, the X chromosome was associated with cognitive trajectories and neuropathological tau burden in aging and AD in a sex-specific manner. This is important because specific X chromosome factors could contribute risk or resilience to biological pathways of aging and AD in women, men, or both.
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Affiliation(s)
- Emily J. Davis
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco
| | - Caroline W. Solsberg
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco
- Pharmaceutical Sciences and Pharmacogenetics Graduate Program, University of California, San Francisco, San Francisco
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco
- Memory and Aging Center, University of California, San Francisco, San Francisco
| | - Charles C. White
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York
| | - Elena Miñones-Moyano
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco
- Department of Pediatrics, University of California, San Francisco, San Francisco
| | - Lori Chibnik
- Biostatistics Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, Massachusetts
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois
| | - Philip L. De Jager
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York
| | - Jennifer S. Yokoyama
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco
- Memory and Aging Center, University of California, San Francisco, San Francisco
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco
| | - Dena B. Dubal
- Department of Neurology, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco
- Associate Editor, JAMA Neurology
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13
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Davis EJ, Broestl L, Abdulai-Saiku S, Worden K, Bonham LW, Miñones-Moyano E, Moreno AJ, Wang D, Chang K, Williams G, Garay BI, Lobach I, Devidze N, Kim D, Anderson-Bergman C, Yu GQ, White CC, Harris JA, Miller BL, Bennett DA, Arnold AP, De Jager PL, Palop JJ, Panning B, Yokoyama JS, Mucke L, Dubal DB. A second X chromosome contributes to resilience in a mouse model of Alzheimer's disease. Sci Transl Med 2021; 12:12/558/eaaz5677. [PMID: 32848093 DOI: 10.1126/scitranslmed.aaz5677] [Citation(s) in RCA: 83] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 01/21/2020] [Indexed: 12/21/2022]
Abstract
A major sex difference in Alzheimer's disease (AD) is that men with the disease die earlier than do women. In aging and preclinical AD, men also show more cognitive deficits. Here, we show that the X chromosome affects AD-related vulnerability in mice expressing the human amyloid precursor protein (hAPP), a model of AD. XY-hAPP mice genetically modified to develop testicles or ovaries showed worse mortality and deficits than did XX-hAPP mice with either gonad, indicating a sex chromosome effect. To dissect whether the absence of a second X chromosome or the presence of a Y chromosome conferred a disadvantage on male mice, we varied sex chromosome dosage. With or without a Y chromosome, hAPP mice with one X chromosome showed worse mortality and deficits than did those with two X chromosomes. Thus, adding a second X chromosome conferred resilience to XY males and XO females. In addition, the Y chromosome, its sex-determining region Y gene (Sry), or testicular development modified mortality in hAPP mice with one X chromosome such that XY males with testicles survived longer than did XY or XO females with ovaries. Furthermore, a second X chromosome conferred resilience potentially through the candidate gene Kdm6a, which does not undergo X-linked inactivation. In humans, genetic variation in KDM6A was linked to higher brain expression and associated with less cognitive decline in aging and preclinical AD, suggesting its relevance to human brain health. Our study suggests a potential role for sex chromosomes in modulating disease vulnerability related to AD.
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Affiliation(s)
- Emily J Davis
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Lauren Broestl
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Samira Abdulai-Saiku
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Kurtresha Worden
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Luke W Bonham
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Memory and Aging Center, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Elena Miñones-Moyano
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Arturo J Moreno
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Dan Wang
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Kevin Chang
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Gina Williams
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Neurosciences Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Bayardo I Garay
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Iryna Lobach
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Nino Devidze
- Gladstone Institute of Neurological Disease, San Francisco, CA 94158, USA
| | - Daniel Kim
- Gladstone Institute of Neurological Disease, San Francisco, CA 94158, USA
| | | | - Gui-Qiu Yu
- Gladstone Institute of Neurological Disease, San Francisco, CA 94158, USA
| | - Charles C White
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY 10032, USA
| | - Julie A Harris
- Allen Institute for Brain Science, Seattle, WA 98109, USA
| | - Bruce L Miller
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Memory and Aging Center, University of California, San Francisco, San Francisco, CA 94158, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA
| | - Arthur P Arnold
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA 90095, USA
| | - Phil L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY 10032, USA
| | - Jorge J Palop
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA.,Neurosciences Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA.,Gladstone Institute of Neurological Disease, San Francisco, CA 94158, USA
| | - Barbara Panning
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jennifer S Yokoyama
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Memory and Aging Center, University of California, San Francisco, San Francisco, CA 94158, USA.,Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Lennart Mucke
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA.,Neurosciences Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA.,Gladstone Institute of Neurological Disease, San Francisco, CA 94158, USA
| | - Dena B Dubal
- Department of Neurology and Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA. .,Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA 94143, USA.,Neurosciences Graduate Program, University of California, San Francisco, San Francisco, CA 94158, USA
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14
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De Jager CH, White CC, Bennett DA, Ma Y. Neuroticism alters the transcriptome of the frontal cortex to contribute to the cognitive decline and onset of Alzheimer's disease. Transl Psychiatry 2021; 11:139. [PMID: 33627625 PMCID: PMC7904919 DOI: 10.1038/s41398-021-01253-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 01/06/2021] [Accepted: 01/28/2021] [Indexed: 12/18/2022] Open
Abstract
Accumulating evidence has suggested that the molecular transcriptional mechanism contributes to Alzheimer's disease (AD) and its endophenotypes of cognitive decline and neuropathological traits, β-amyloid (Aβ) and phosphorylated tangles (TAU). However, it is unknown what is the impact of the AD risk factors, personality characteristics assessed by the NEO Five-Factor Inventory, on the human brain's transcriptome. Using postmortem human brain samples from 466 subjects, we found that neuroticism has a significant overall impact on the brain transcriptome (omnibus P = 0.005) but not the other four personality characteristics. Focused on those cognitive decline related gene co-expressed modules, neuroticism has nominally significant associations (P < 0.05) with four neuronal modules, which are more related to PHFtau than Aβ across all eight brain regions. Furthermore, the effect of neuroticism on cognitive decline and AD might be mediated through the expression of module 7 and TAU pathology (P = 0.008). To conclude, neuroticism has a broad impact on the transcriptome of human brains, and its effect on cognitive decline and AD may be mediated through gene transcription programs related to TAU pathology.
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Affiliation(s)
- Céline H. De Jager
- grid.21729.3f0000000419368729Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032 USA
| | - Charles C. White
- grid.21729.3f0000000419368729Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032 USA ,grid.66859.34Cell Circuits Program, Broad Institute, 415 Main street, Cambridge, MA 02142 USA
| | - David A. Bennett
- grid.240684.c0000 0001 0705 3621Rush Alzheimer Disease Center, RUSH University Medical Center, Chicago, IL 60612 USA
| | - Yiyi Ma
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY, 10032, USA.
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15
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Patrick E, Olah M, Taga M, Klein HU, Xu J, White CC, Felsky D, Agrawal S, Gaiteri C, Chibnik LB, Mostafavi S, Schneider JA, Bennett DA, Bradshaw EM, De Jager PL. A cortical immune network map identifies distinct microglial transcriptional programs associated with β-amyloid and Tau pathologies. Transl Psychiatry 2021; 11:50. [PMID: 33446646 PMCID: PMC7809035 DOI: 10.1038/s41398-020-01175-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 11/16/2020] [Accepted: 12/15/2020] [Indexed: 01/10/2023] Open
Abstract
Microglial dysfunction has been proposed as one of the many cellular mechanisms that can contribute to the development of Alzheimer's disease (AD). Here, using a transcriptional network map of the human frontal cortex, we identify five modules of co-expressed genes related to microglia and assess their role in the neuropathologic features of AD in 540 subjects from two cohort studies of brain aging. Two of these transcriptional programs-modules 113 and 114-relate to the accumulation of β-amyloid, while module 5 relates to tau pathology. We replicate these associations in brain epigenomic data and in two independent datasets. In terms of tau, we propose that module 5, a marker of activated microglia, may lead to tau accumulation and subsequent cognitive decline. We validate our model further by showing that three representative module 5 genes (ACADVL, TRABD, and VASP) encode proteins that are upregulated in activated microglia in AD.
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Affiliation(s)
- Ellis Patrick
- School of Mathematics and Statistics, The University of Sydney, Sydney, NSW, Australia
- The Westmead Institute for Medical Research, The University of Sydney, Sydney, NSW, Australia
| | - Marta Olah
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Mariko Taga
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Hans-Ulrich Klein
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Jishu Xu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | | | - Daniel Felsky
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry & Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Sonal Agrawal
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Chris Gaiteri
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Lori B Chibnik
- Department of Neurology, Massachusetts General Hospital, Charlestown, MA, USA
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, USA
- Stanley Center for Psychiatric Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sara Mostafavi
- Paul Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Elizabeth M Bradshaw
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA.
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY, USA.
- Cell Circuits Program, Broad Institute, Cambridge, MA, USA.
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16
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Neale RE, Barnes PW, Robson TM, Neale PJ, Williamson CE, Zepp RG, Wilson SR, Madronich S, Andrady AL, Heikkilä AM, Bernhard GH, Bais AF, Aucamp PJ, Banaszak AT, Bornman JF, Bruckman LS, Byrne SN, Foereid B, Häder DP, Hollestein LM, Hou WC, Hylander S, Jansen MAK, Klekociuk AR, Liley JB, Longstreth J, Lucas RM, Martinez-Abaigar J, McNeill K, Olsen CM, Pandey KK, Rhodes LE, Robinson SA, Rose KC, Schikowski T, Solomon KR, Sulzberger B, Ukpebor JE, Wang QW, Wängberg SÅ, White CC, Yazar S, Young AR, Young PJ, Zhu L, Zhu M. Environmental effects of stratospheric ozone depletion, UV radiation, and interactions with climate change: UNEP Environmental Effects Assessment Panel, Update 2020. Photochem Photobiol Sci 2021; 20:1-67. [PMID: 33721243 PMCID: PMC7816068 DOI: 10.1007/s43630-020-00001-x] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 11/10/2020] [Indexed: 01/31/2023]
Abstract
This assessment by the Environmental Effects Assessment Panel (EEAP) of the United Nations Environment Programme (UNEP) provides the latest scientific update since our most recent comprehensive assessment (Photochemical and Photobiological Sciences, 2019, 18, 595-828). The interactive effects between the stratospheric ozone layer, solar ultraviolet (UV) radiation, and climate change are presented within the framework of the Montreal Protocol and the United Nations Sustainable Development Goals. We address how these global environmental changes affect the atmosphere and air quality; human health; terrestrial and aquatic ecosystems; biogeochemical cycles; and materials used in outdoor construction, solar energy technologies, and fabrics. In many cases, there is a growing influence from changes in seasonality and extreme events due to climate change. Additionally, we assess the transmission and environmental effects of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), which is responsible for the COVID-19 pandemic, in the context of linkages with solar UV radiation and the Montreal Protocol.
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Affiliation(s)
- R E Neale
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - P W Barnes
- Biological Sciences and Environmental Program, Loyola University New Orleans, New Orleans, LA, USA
| | - T M Robson
- Organismal and Evolutionary Biology (OEB), Viikki Plant Sciences Centre (ViPS), University of Helsinki, Helsinki, Finland
| | - P J Neale
- Smithsonian Environmental Research Center, Maryland, USA
| | - C E Williamson
- Department of Biology, Miami University, Oxford, OH, USA
| | - R G Zepp
- ORD/CEMM, US Environmental Protection Agency, Athens, GA, USA
| | - S R Wilson
- School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, Australia
| | - S Madronich
- Atmospheric Chemistry Observations and Modeling Laboratory, National Center for Atmospheric Research, Boulder, CO, USA
| | - A L Andrady
- Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC, USA
| | - A M Heikkilä
- Finnish Meteorological Institute, Helsinki, Finland
| | - G H Bernhard
- Biospherical Instruments Inc, San Diego, CA, USA
| | - A F Bais
- Department of Physics, Laboratory of Atmospheric Physics, Aristotle University, Thessaloniki, Greece
| | - P J Aucamp
- Ptersa Environmental Consultants, Pretoria, South Africa
| | - A T Banaszak
- Unidad Académica de Sistemas Arrecifales, Universidad Nacional Autónoma de México, Puerto Morelos, México
| | - J F Bornman
- Food Futures Institute, Murdoch University, Perth, Australia.
| | - L S Bruckman
- Department of Materials Science and Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - S N Byrne
- The University of Sydney, School of Medical Sciences, Discipline of Applied Medical Science, Sydney, Australia
| | - B Foereid
- Environment and Natural Resources, Norwegian Institute of Bioeconomy Research, Ås, Norway
| | - D-P Häder
- Department of Biology, Friedrich-Alexander University, Möhrendorf, Germany
| | - L M Hollestein
- Department of Dermatology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - W-C Hou
- Department of Environmental Engineering, National Cheng Kung University, Tainan, Taiwan, Republic of China
| | - S Hylander
- Centre for Ecology and Evolution in Microbial model Systems-EEMiS, Linnaeus University, Kalmar, Sweden.
| | - M A K Jansen
- School of BEES, Environmental Research Institute, University College Cork, Cork, Ireland
| | - A R Klekociuk
- Antarctic Climate Program, Australian Antarctic Division, Kingston, Australia
| | - J B Liley
- National Institute of Water and Atmospheric Research, Lauder, New Zealand
| | - J Longstreth
- The Institute for Global Risk Research, LLC, Bethesda, MD, USA
| | - R M Lucas
- National Centre of Epidemiology and Population Health, Australian National University, Canberra, Australia
| | - J Martinez-Abaigar
- Faculty of Science and Technology, University of La Rioja, Logroño, Spain
| | | | - C M Olsen
- Cancer Control Group, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - K K Pandey
- Department of Wood Properties and Uses, Institute of Wood Science and Technology, Bangalore, India
| | - L E Rhodes
- Photobiology Unit, Dermatology Research Centre, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester, UK
| | - S A Robinson
- Securing Antarctica's Environmental Future, Global Challenges Program and School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, Australia
| | - K C Rose
- Department of Biological Sciences, Rensselaer Polytechnic Institute, Troy, NY, USA
| | - T Schikowski
- IUF-Leibniz Institute of Environmental Medicine, Dusseldorf, Germany
| | - K R Solomon
- Centre for Toxicology, School of Environmental Sciences, University of Guelph, Guelph, Canada
| | - B Sulzberger
- Academic Guest Eawag: Swiss Federal Institute of Aquatic Science and Technology, Duebendorf, Switzerland
| | - J E Ukpebor
- Chemistry Department, Faculty of Physical Sciences, University of Benin, Benin City, Nigeria
| | - Q-W Wang
- Institute of Applied Ecology, Chinese Academy of Sciences (CAS), Shenyang, China
| | - S-Å Wängberg
- Department of Marine Sciences, University of Gothenburg, Gothenburg, Sweden
| | - C C White
- Bee America, 5409 Mohican Rd, Bethesda, MD, USA
| | - S Yazar
- Garvan Institute of Medical Research, Sydney, Australia
| | - A R Young
- St John's Institute of Dermatology, King's College London, London, UK
| | - P J Young
- Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - L Zhu
- Center for Advanced Low-Dimension Materials, Donghua University, Shanghai, China
| | - M Zhu
- State Key Laboratory for Modification of Chemical Fibers and Polymer Materials, Donghua University, Shanghai, China
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17
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Ouellette AR, Neuner SM, Dumitrescu L, Anderson LC, Gatti DM, Mahoney ER, Bubier JA, Churchill G, Peters L, Huentelman MJ, Herskowitz JH, Yang HS, Smith AN, Reitz C, Kunkle BW, White CC, De Jager PL, Schneider JA, Bennett DA, Seyfried NT, Chesler EJ, Hadad N, Hohman TJ, Kaczorowski CC. Cross-Species Analyses Identify Dlgap2 as a Regulator of Age-Related Cognitive Decline and Alzheimer's Dementia. Cell Rep 2020; 32:108091. [PMID: 32877673 PMCID: PMC7502175 DOI: 10.1016/j.celrep.2020.108091] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 02/10/2020] [Accepted: 08/07/2020] [Indexed: 11/27/2022] Open
Abstract
Genetic mechanisms underlying age-related cognitive decline and dementia remain poorly understood. Here, we take advantage of the Diversity Outbred mouse population to utilize quantitative trait loci mapping and identify Dlgap2 as a positional candidate responsible for modifying working memory decline. To evaluate the translational relevance of this finding, we utilize longitudinal cognitive measures from human patients, RNA expression from post-mortem brain tissue, data from a genome-wide association study (GWAS) of Alzheimer's dementia (AD), and GWAS results in African Americans. We find an association between Dlgap2 and AD phenotypes at the variant, gene and protein expression, and methylation levels. Lower cortical DLGAP2 expression is observed in AD and is associated with more plaques and tangles at autopsy and faster cognitive decline. Results will inform future studies aimed at investigating the cross-species role of Dlgap2 in regulating cognitive decline and highlight the benefit of using genetically diverse mice to prioritize novel candidates.
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Affiliation(s)
- Andrew R Ouellette
- The Jackson Laboratory, Bar Harbor, ME 04609, USA; Graduate School of Biomedical Science and Engineering, The University of Maine, Orono, ME 04469, USA
| | - Sarah M Neuner
- The Jackson Laboratory, Bar Harbor, ME 04609, USA; University of Tennessee Health Science Center, Memphis, TN 38163, USA
| | - Logan Dumitrescu
- Vanderbilt Memory and Alzheimer's Center, Department of Neurology, Vanderbilt University Medical Center, Nashville, TN 37240, USA; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | | | | | - Emily R Mahoney
- Vanderbilt Memory and Alzheimer's Center, Department of Neurology, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | | | | | | | - Matthew J Huentelman
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ 85004, USA
| | - Jeremy H Herskowitz
- Center for Neurodegeneration and Experimental Therapeutics and Department of Neurology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Hyun-Sik Yang
- Cell Circuits and Epigenomics Program, Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA; Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Alexandra N Smith
- Vanderbilt Memory and Alzheimer's Center, Department of Neurology, Vanderbilt University Medical Center, Nashville, TN 37240, USA
| | - Christiane Reitz
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Gertrude H. Sergievsky Center, and Departments of Neurology and Epidemiology, College of Physicians and Surgeons, Columbia University, New York, NY 10032, USA
| | - Brian W Kunkle
- Miller School of Medicine, University of Miami, Miami, FL 33136, USA
| | - Charles C White
- Cell Circuits and Epigenomics Program, Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY 10032, USA
| | - Philip L De Jager
- Cell Circuits and Epigenomics Program, Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY 10032, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA
| | - Nicholas T Seyfried
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | | | - Niran Hadad
- The Jackson Laboratory, Bar Harbor, ME 04609, USA.
| | - Timothy J Hohman
- Vanderbilt Memory and Alzheimer's Center, Department of Neurology, Vanderbilt University Medical Center, Nashville, TN 37240, USA; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN 37240, USA.
| | - Catherine C Kaczorowski
- The Jackson Laboratory, Bar Harbor, ME 04609, USA; Graduate School of Biomedical Science and Engineering, The University of Maine, Orono, ME 04469, USA.
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18
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Yang HS, Chhatwal JP, Xu J, White CC, Hanseeuw B, Rabin JS, Papp KV, Buckley RF, Schultz AP, Properzi MJ, Gatchel JR, Amariglio RE, Donovan NJ, Mormino EC, Hedden T, Marshall GA, Rentz DM, Johnson KA, De Jager PL, Sperling RA. An UNC5C Allele Predicts Cognitive Decline and Hippocampal Atrophy in Clinically Normal Older Adults. J Alzheimers Dis 2020; 68:1161-1170. [PMID: 30883345 DOI: 10.3233/jad-180788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND The UNC5C rs3846455G allele has been linked to poor cognitive resilience against age-related neuropathologies, but this association remains to be replicated, and the allele's effect on hippocampal neurodegeneration needs to be examined. OBJECTIVE To further validate the association between rs3846455G and faster cognitive decline, especially among cognitively normal older adults, and to assess whether rs3846455G predicts accelerated hippocampal volume loss in older adults. METHODS We assessed participants in the Harvard Aging Brain Study (HABS), a longitudinal cohort study of older adults who were clinically normal at baseline. To avoid bias from population admixture, analyses were limited to participants of European descent with longitudinal neuroimaging data (n = 174). Linear mixed effect models were used to examine the effect of rs3846455G on longitudinal change of the Preclinical Alzheimer Cognitive Composite (PACC) and MRI-measured bilateral hippocampal volume, adjusting for baseline amyloid-β (Aβ) measured by the cortical Pittsburgh Compound B PET distributed volume ratio. We also tested whether hippocampal atrophy mediates the association between rs3846455G and greater PACC decline through a mediation analysis. RESULTS rs3846455G was associated with greater PACC decline (β= -0.087/year, 95% CI -0.169 to -0.005, p = 0.039) after controlling for baseline Aβ. Further, rs3846455G predicted accelerated hippocampal atrophy after controlling for baseline Aβ (β= -57.3 mm3/year, 95% CI -102.8 to -11.9, p = 0.014). The association between rs3846455G and greater PACC decline was partially mediated by accelerated hippocampal atrophy (mediated effect (relative scale) = -0.014, 95% CI -0.032 to -6.0×10-4, p = 0.039). CONCLUSION UNC5C rs3846455G predicts greater cognitive decline and accelerated hippocampal atrophy in clinically normal older adults.
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Affiliation(s)
- Hyun-Sik Yang
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Cell Circuits Program, Broad Institute of MIT and Harvard, Cambridge, MAs, USA
| | - Jasmeer P Chhatwal
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Jishu Xu
- Cell Circuits Program, Broad Institute of MIT and Harvard, Cambridge, MAs, USA
| | - Charles C White
- Cell Circuits Program, Broad Institute of MIT and Harvard, Cambridge, MAs, USA
| | - Bernard Hanseeuw
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Department of Neurology, Cliniques Universitaires Saint-Luc, Institute of Neurosciences, Université Catholique de Louvain, Brussels, Belgium
| | - Jennifer S Rabin
- Harvard Medical School, Boston, MA, USA.,Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Kathryn V Papp
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Rachel F Buckley
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Florey Institutes of Neuroscience and Mental Health, Melbourne, VIC, Australia.,Melbourne School of Psychological Sciences, University of Melbourne, Melbourne, VIC, Australia
| | - Aaron P Schultz
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael J Properzi
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Jennifer R Gatchel
- Harvard Medical School, Boston, MA, USA.,Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA.,Division of Geriatric Psychiatry, McLean Hospital, Belmont, MA, USA.,Gerontology Research Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Rebecca E Amariglio
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Nancy J Donovan
- Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA.,Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Elizabeth C Mormino
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA, USA
| | - Trey Hedden
- Harvard Medical School, Boston, MA, USA.,Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Gad A Marshall
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Dorene M Rentz
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Keith A Johnson
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Philip L De Jager
- Cell Circuits Program, Broad Institute of MIT and Harvard, Cambridge, MAs, USA.,Department of Neurology, Center for Translational & Computational Neuroimmunology, Columbia University Medical Center, New York, NY, USA
| | - Reisa A Sperling
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.,Department of Neurology, Center for Alzheimer Research and Treatment, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
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19
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Levin SN, Riley CS, Dhand A, White CC, Venkatesh S, Boehm B, Nassif C, Socia L, Onomichi K, Leavitt VM, Levine L, Heyman R, Farber RS, Vargas WS, Xia Z, De Jager PL. Association of social network structure and physical function in patients with multiple sclerosis. Neurology 2020; 95:e1565-e1574. [PMID: 32769139 DOI: 10.1212/wnl.0000000000010460] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 03/18/2020] [Indexed: 02/05/2023] Open
Abstract
OBJECTIVE To test the association between physical function and the social environment in multiple sclerosis (MS), we quantified personal social networks. METHODS In this cross-sectional study, we analyzed data from 2 academic MS centers, with center 1 serving as a discovery group and center 2 as the extension group. We performed a meta-analysis of the centers to extend the analysis. We used responses from a questionnaire to map the structure and health habits of participants' social networks as well as the NIH Patient-Reported Outcomes Measurement Information System (PROMIS) physical function scale (0-100, mean 50 for US general population) as the primary outcome. We applied multivariable models to test the association between network metrics and physical function. RESULTS The discovery cohort included 263 patients with MS: 81% were women, 96% non-Hispanic European, 78% had relapsing MS, average age was 50 (12.4) years, and mean disease duration was 17 (12.3) years. The extension group included 163 patients, who were younger, more racially diverse, and less physically disabled, and had shorter disease duration. In the meta-analysis, higher network constraint, a measure of tightly bound networks, was associated with worse physical function (β = -0.163 ± 0.047, p < 0.001), while larger network effective size, a measure of clustered groups in the network, correlated with better physical function (β = 0.134 ± 0.046, p = 0.003). CONCLUSIONS Our study highlights personal networks as an important environmental factor associated with physical function in MS. Patients with close-knit networks had worse function than those with more open networks. Longitudinal studies are warranted to evaluate a causal relationship between network structure and physical impairment.
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Affiliation(s)
- Seth N Levin
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Claire S Riley
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Amar Dhand
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Charles C White
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Shruthi Venkatesh
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Blake Boehm
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Caren Nassif
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Lauren Socia
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Kaho Onomichi
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Victoria M Leavitt
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Libby Levine
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Rock Heyman
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Rebecca S Farber
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Wendy S Vargas
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Zongqi Xia
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA
| | - Philip L De Jager
- From the Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology (S.N.L., C.S.R., C.N., L.S., K.O., V.M.L., L.L., R.S.F., W.S.V., P.L.D.J.), and The Taub Institute for Alzheimer's Disease Research (P.L.D.J.), Columbia University Irving Medical Center, New York, NY; Department of Neurology (A.D.), Brigham and Women's Hospital, Harvard Medical School; Network Science Institute (A.D.), Northeastern University, Boston; Broad Institute (C.C.W., Z.X., P.L.D.J.), Cell Circuits Program, Cambridge, MA; and Department of Neurology (S.V., B.B., R.H., Z.X.), University of Pittsburgh, PA.
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20
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Yang HS, White CC, Klein HU, Yu L, Gaiteri C, Ma Y, Felsky D, Mostafavi S, Petyuk VA, Sperling RA, Ertekin-Taner N, Schneider JA, Bennett DA, De Jager PL. Genetics of Gene Expression in the Aging Human Brain Reveal TDP-43 Proteinopathy Pathophysiology. Neuron 2020; 107:496-508.e6. [PMID: 32526197 PMCID: PMC7416464 DOI: 10.1016/j.neuron.2020.05.010] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Revised: 03/20/2020] [Accepted: 05/07/2020] [Indexed: 12/14/2022]
Abstract
Here, we perform a genome-wide screen for variants that regulate the expression of gene co-expression modules in the aging human brain; we discover and replicate such variants in the TMEM106B and RBFOX1 loci. The TMEM106B haplotype is known to influence the accumulation of TAR DNA-binding protein 43 kDa (TDP-43) proteinopathy, and the haplotype's large-scale transcriptomic effects include the dysregulation of lysosomal genes and alterations in synaptic gene splicing that are also seen in the pathophysiology of TDP-43 proteinopathy. Further, a variant near GRN, another TDP-43 proteinopathy susceptibility gene, shows concordant effects with the TMEM106B haplotype. Leveraging neuropathology data from the same participants, we also show that TMEM106B and APOE-amyloid-β effects converge to alter myelination and lysosomal gene expression, which then contributes to TDP-43 accumulation. These results advance our mechanistic understanding of the TMEM106B TDP-43 risk haplotype and uncover a transcriptional program that mediates the converging effects of APOE-amyloid-β and TMEM106B on TDP-43 aggregation in older adults.
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Affiliation(s)
- Hyun-Sik Yang
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA 02115, USA; Department of Neurology, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Neurology, Harvard Medical School, Boston, MA 02115, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Charles C White
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Hans-Ulrich Klein
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA
| | - Christopher Gaiteri
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA
| | - Yiyi Ma
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Daniel Felsky
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - Sara Mostafavi
- Department of Statistics, Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada; Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
| | | | - Reisa A Sperling
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA 02115, USA; Department of Neurology, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Neurology, Harvard Medical School, Boston, MA 02115, USA
| | - Nilüfer Ertekin-Taner
- Department of Neurology, Mayo Clinic, Jacksonville, FL 32224, USA; Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA
| | - Philip L De Jager
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, New York, NY 10032, USA; Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Columbia University Irving Medical Center, New York, NY 10032, USA.
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21
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Bernhard GH, Neale RE, Barnes PW, Neale PJ, Zepp RG, Wilson SR, Andrady AL, Bais AF, McKenzie RL, Aucamp PJ, Young PJ, Liley JB, Lucas RM, Yazar S, Rhodes LE, Byrne SN, Hollestein LM, Olsen CM, Young AR, Robson TM, Bornman JF, Jansen MAK, Robinson SA, Ballaré CL, Williamson CE, Rose KC, Banaszak AT, Häder DP, Hylander S, Wängberg SÅ, Austin AT, Hou WC, Paul ND, Madronich S, Sulzberger B, Solomon KR, Li H, Schikowski T, Longstreth J, Pandey KK, Heikkilä AM, White CC. Environmental effects of stratospheric ozone depletion, UV radiation and interactions with climate change: UNEP Environmental Effects Assessment Panel, update 2019. Photochem Photobiol Sci 2020; 19:542-584. [PMID: 32364555 PMCID: PMC7442302 DOI: 10.1039/d0pp90011g] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 03/23/2020] [Indexed: 12/24/2022]
Abstract
This assessment, by the United Nations Environment Programme (UNEP) Environmental Effects Assessment Panel (EEAP), one of three Panels informing the Parties to the Montreal Protocol, provides an update, since our previous extensive assessment (Photochem. Photobiol. Sci., 2019, 18, 595-828), of recent findings of current and projected interactive environmental effects of ultraviolet (UV) radiation, stratospheric ozone, and climate change. These effects include those on human health, air quality, terrestrial and aquatic ecosystems, biogeochemical cycles, and materials used in construction and other services. The present update evaluates further evidence of the consequences of human activity on climate change that are altering the exposure of organisms and ecosystems to UV radiation. This in turn reveals the interactive effects of many climate change factors with UV radiation that have implications for the atmosphere, feedbacks, contaminant fate and transport, organismal responses, and many outdoor materials including plastics, wood, and fabrics. The universal ratification of the Montreal Protocol, signed by 197 countries, has led to the regulation and phase-out of chemicals that deplete the stratospheric ozone layer. Although this treaty has had unprecedented success in protecting the ozone layer, and hence all life on Earth from damaging UV radiation, it is also making a substantial contribution to reducing climate warming because many of the chemicals under this treaty are greenhouse gases.
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Affiliation(s)
- G H Bernhard
- Biospherical Instruments Inc., San Diego, California, USA
| | - R E Neale
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - P W Barnes
- Biological Sciences and Environment Program, Loyola University, New Orleans, USA
| | - P J Neale
- Smithsonian Environmental Research Center, Edgewater, Maryland, USA
| | - R G Zepp
- United States Environmental Protection Agency, Athens, Georgia, USA
| | - S R Wilson
- School of Earth, Atmospheric and Life Sciences, University of Wollongong, Wollongong, Australia
| | - A L Andrady
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, North Carolina, USA
| | - A F Bais
- Department of Physics, Aristotle University of Thessaloniki, Greece
| | - R L McKenzie
- National Institute of Water & Atmospheric Research, Lauder, Central Otago, New Zealand
| | - P J Aucamp
- Ptersa Environmental Consultants, Faerie Glen, South Africa
| | - P J Young
- Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - J B Liley
- National Institute of Water & Atmospheric Research, Lauder, Central Otago, New Zealand
| | - R M Lucas
- National Centre for Epidemiology and Population Health, Australian National University, Canberra, Australia
| | - S Yazar
- Garvan Institute of Medical Research, Sydney, Australia
| | - L E Rhodes
- Faculty of Biology Medicine and Health, University of Manchester, and Salford Royal Hospital, Manchester, UK
| | - S N Byrne
- School of Medical Sciences, University of Sydney, Sydney, Australia
| | - L M Hollestein
- Erasmus MC, University Medical Center Rotterdam, Manchester, The Netherlands
| | - C M Olsen
- Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - A R Young
- St John's Institute of Dermatology, King's College, London, London, UK
| | - T M Robson
- Organismal & Evolutionary Biology, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
| | - J F Bornman
- Food Futures Institute, Murdoch University, Perth, Australia.
| | - M A K Jansen
- School of Biological, Earth and Environmental Sciences, University College Cork, Cork, Ireland
| | - S A Robinson
- Centre for Sustainable Ecosystem Solutions, University of Wollongong, Wollongong, Australia
| | - C L Ballaré
- Faculty of Agronomy and IFEVA-CONICET, University of Buenos Aires, Buenos Aires, Argentina
| | - C E Williamson
- Department of Biology, Miami University, Oxford, Ohio, USA
| | - K C Rose
- Department of Biological Sciences, Rensselaer Polytechnic Institute, Troy, New York, USA
| | - A T Banaszak
- Unidad Académica de Sistemas Arrecifales, Universidad Nacional Autónoma de México, Puerto Morelos, Mexico
| | - D -P Häder
- Department of Biology, Friedrich-Alexander University, Möhrendorf, Germany
| | - S Hylander
- Centre for Ecology and Evolution in Microbial Model Systems, Linnaeus University, Kalmar, Sweden
| | - S -Å Wängberg
- Department of Marine Sciences, University of Gothenburg, Gothenburg, Sweden
| | - A T Austin
- Faculty of Agronomy and IFEVA-CONICET, University of Buenos Aires, Buenos Aires, Argentina
| | - W -C Hou
- Department of Environmental Engineering, National Cheng Kung University, Tainan City, Taiwan, China
| | - N D Paul
- Lancaster Environment Centre, Lancaster University, Lancaster, UK
| | - S Madronich
- National Center for Atmospheric Research, Boulder, Colorado, USA
| | - B Sulzberger
- Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
| | - K R Solomon
- Centre for Toxicology, School of Environmental Sciences, University of Guelph, Guelph, Canada
| | - H Li
- Institute of Atmospheric Environment, Chinese Research Academy of Environmental Sciences, Beijing, China
| | - T Schikowski
- Research Group of Environmental Epidemiology, Leibniz Institute of Environmental Medicine, Düsseldorf, Germany
| | - J Longstreth
- Institute for Global Risk Research, Bethesda, Maryland, USA
| | - K K Pandey
- Institute of Wood Science and Technology, Bengaluru, India
| | - A M Heikkilä
- Finnish Meteorological Institute, Helsinki, Finland
| | - C C White
- , 5409 Mohican Rd, Bethesda, Maryland, USA
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22
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Ma Y, Jun GR, Chung J, Zhang X, Kunkle BW, Naj AC, White CC, Bennett DA, De Jager PL, Mayeux R, Haines JL, Pericak‐Vance MA, Schellenberg GD, Farrer LA, Lunetta KL. CpG-related SNPs in the MS4A region have a dose-dependent effect on risk of late-onset Alzheimer disease. Aging Cell 2019; 18:e12964. [PMID: 31144443 PMCID: PMC6612647 DOI: 10.1111/acel.12964] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Revised: 04/04/2019] [Accepted: 04/13/2019] [Indexed: 01/22/2023] Open
Abstract
CpG‐related single nucleotide polymorphisms (CGS) have the potential to perturb DNA methylation; however, their effects on Alzheimer disease (AD) risk have not been evaluated systematically. We conducted a genome‐wide association study using a sliding‐window approach to measure the combined effects of CGSes on AD risk in a discovery sample of 24 European ancestry cohorts (12,181 cases, 12,601 controls) from the Alzheimer's Disease Genetics Consortium (ADGC) and replication sample of seven European ancestry cohorts (7,554 cases, 27,382 controls) from the International Genomics of Alzheimer's Project (IGAP). The potential functional relevance of significant associations was evaluated by analysis of methylation and expression levels in brain tissue of the Religious Orders Study and the Rush Memory and Aging Project (ROSMAP), and in whole blood of Framingham Heart Study participants (FHS). Genome‐wide significant (p < 5 × 10−8) associations were identified with 171 1.0 kb‐length windows spanning 932 kb in the APOE region (top p < 2.2 × 10−308), five windows at BIN1 (top p = 1.3 × 10−13), two windows at MS4A6A (top p = 2.7 × 10−10), two windows near MS4A4A (top p = 6.4 × 10−10), and one window at PICALM (p = 6.3 × 10‐9). The total number of CGS‐derived CpG dinucleotides in the window near MS4A4A was associated with AD risk (p = 2.67 × 10−10), brain DNA methylation (p = 2.15 × 10−10), and gene expression in brain (p = 0.03) and blood (p = 2.53 × 10−4). Pathway analysis of the genes responsive to changes in the methylation quantitative trait locus signal at MS4A4A (cg14750746) showed an enrichment of methyltransferase functions. We confirm the importance of CGS in AD and the potential for creating a functional CpG dosage‐derived genetic score to predict AD risk.
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Affiliation(s)
- Yiyi Ma
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts
- Center for Translational & Computational Neuroimmunology, Multiple Sclerosis Clinical Care and Research Center, Division of Neuroimmunology, Department of Neurology Columbia University Medical Center New York New York
| | - Gyungah R. Jun
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts
- Department of Biostatistics Boston University School of Public Health Boston Massachusetts
- Department of Ophthalmology Boston University School of Medicine Boston Massachusetts
| | - Jaeyoon Chung
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts
| | - Xiaoling Zhang
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts
- Department of Biostatistics Boston University School of Public Health Boston Massachusetts
| | - Brian W. Kunkle
- John P. Hussman Institute for Human Genomics, Miller School of Medicine University of Miami Miami Florida
| | - Adam C. Naj
- Department of Biostatistics, Epidemiology, and Informatics University of Pennsylvania Perelman School of Medicine Philadelphia Pennsylvania
- Department of Pathology and Laboratory Medicine University of Pennsylvania Philadelphia Pennsylvania
| | - Charles C. White
- Program in Translational NeuroPsychiatric Genomics Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Boston Massachusetts
- Program in Medical and Population Genetics Broad Institute Cambridge Massachusetts
| | - David A Bennett
- Rush Alzheimer’s Disease Center Rush University Medical Center Chicago Illinois
| | - Philip L. De Jager
- Center for Translational & Computational Neuroimmunology, Multiple Sclerosis Clinical Care and Research Center, Division of Neuroimmunology, Department of Neurology Columbia University Medical Center New York New York
- Program in Translational NeuroPsychiatric Genomics Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Boston Massachusetts
- Program in Medical and Population Genetics Broad Institute Cambridge Massachusetts
| | - Richard Mayeux
- Department of Neurology and Sergievsky Center Columbia University New York New York
| | - Jonathan L. Haines
- Department of Epidemiology and Biostatistics Case Western Reserve University Cleveland Ohio
| | - Margaret A. Pericak‐Vance
- John P. Hussman Institute for Human Genomics, Miller School of Medicine University of Miami Miami Florida
| | - Gerard D. Schellenberg
- Department of Pathology and Laboratory Medicine University of Pennsylvania Philadelphia Pennsylvania
| | - Lindsay A. Farrer
- Department of Medicine (Biomedical Genetics) Boston University School of Medicine Boston Massachusetts
- Department of Biostatistics Boston University School of Public Health Boston Massachusetts
- Department of Ophthalmology Boston University School of Medicine Boston Massachusetts
- Department of Neurology Boston University School of Medicine Boston Massachusetts
- Department of Epidemiology Boston University School of Public Health Boston Massachusetts
| | - Kathryn L. Lunetta
- Department of Biostatistics Boston University School of Public Health Boston Massachusetts
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23
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Kunkle BW, Grenier-Boley B, Sims R, Bis JC, Damotte V, Naj AC, Boland A, Vronskaya M, van der Lee SJ, Amlie-Wolf A, Bellenguez C, Frizatti A, Chouraki V, Martin ER, Sleegers K, Badarinarayan N, Jakobsdottir J, Hamilton-Nelson KL, Moreno-Grau S, Olaso R, Raybould R, Chen Y, Kuzma AB, Hiltunen M, Morgan T, Ahmad S, Vardarajan BN, Epelbaum J, Hoffmann P, Boada M, Beecham GW, Garnier JG, Harold D, Fitzpatrick AL, Valladares O, Moutet ML, Gerrish A, Smith AV, Qu L, Bacq D, Denning N, Jian X, Zhao Y, Del Zompo M, Fox NC, Choi SH, Mateo I, Hughes JT, Adams HH, Malamon J, Sanchez-Garcia F, Patel Y, Brody JA, Dombroski BA, Naranjo MCD, Daniilidou M, Eiriksdottir G, Mukherjee S, Wallon D, Uphill J, Aspelund T, Cantwell LB, Garzia F, Galimberti D, Hofer E, Butkiewicz M, Fin B, Scarpini E, Sarnowski C, Bush WS, Meslage S, Kornhuber J, White CC, Song Y, Barber RC, Engelborghs S, Sordon S, Voijnovic D, Adams PM, Vandenberghe R, Mayhaus M, Cupples LA, Albert MS, De Deyn PP, Gu W, Himali JJ, Beekly D, Squassina A, Hartmann AM, Orellana A, Blacker D, Rodriguez-Rodriguez E, Lovestone S, Garcia ME, Doody RS, Munoz-Fernadez C, Sussams R, Lin H, Fairchild TJ, Benito YA, Holmes C, Karamujić-Čomić H, Frosch MP, Thonberg H, Maier W, Roshchupkin G, Ghetti B, Giedraitis V, Kawalia A, Li S, Huebinger RM, Kilander L, Moebus S, Hernández I, Kamboh MI, Brundin R, Turton J, Yang Q, Katz MJ, Concari L, Lord J, Beiser AS, Keene CD, Helisalmi S, Kloszewska I, Kukull WA, Koivisto AM, Lynch A, Tarraga L, Larson EB, Haapasalo A, Lawlor B, Mosley TH, Lipton RB, Solfrizzi V, Gill M, Longstreth WT, Montine TJ, Frisardi V, Diez-Fairen M, Rivadeneira F, Petersen RC, Deramecourt V, Alvarez I, Salani F, Ciaramella A, Boerwinkle E, Reiman EM, Fievet N, Rotter JI, Reisch JS, Hanon O, Cupidi C, Andre Uitterlinden AG, Royall DR, Dufouil C, Maletta RG, de Rojas I, Sano M, Brice A, Cecchetti R, George-Hyslop PS, Ritchie K, Tsolaki M, Tsuang DW, Dubois B, Craig D, Wu CK, Soininen H, Avramidou D, Albin RL, Fratiglioni L, Germanou A, Apostolova LG, Keller L, Koutroumani M, Arnold SE, Panza F, Gkatzima O, Asthana S, Hannequin D, Whitehead P, Atwood CS, Caffarra P, Hampel H, Quintela I, Carracedo Á, Lannfelt L, Rubinsztein DC, Barnes LL, Pasquier F, Frölich L, Barral S, McGuinness B, Beach TG, Johnston JA, Becker JT, Passmore P, Bigio EH, Schott JM, Bird TD, Warren JD, Boeve BF, Lupton MK, Bowen JD, Proitsi P, Boxer A, Powell JF, Burke JR, Kauwe JSK, Burns JM, Mancuso M, Buxbaum JD, Bonuccelli U, Cairns NJ, McQuillin A, Cao C, Livingston G, Carlson CS, Bass NJ, Carlsson CM, Hardy J, Carney RM, Bras J, Carrasquillo MM, Guerreiro R, Allen M, Chui HC, Fisher E, Masullo C, Crocco EA, DeCarli C, Bisceglio G, Dick M, Ma L, Duara R, Graff-Radford NR, Evans DA, Hodges A, Faber KM, Scherer M, Fallon KB, Riemenschneider M, Fardo DW, Heun R, Farlow MR, Kölsch H, Ferris S, Leber M, Foroud TM, Heuser I, Galasko DR, Giegling I, Gearing M, Hüll M, Geschwind DH, Gilbert JR, Morris J, Green RC, Mayo K, Growdon JH, Feulner T, Hamilton RL, Harrell LE, Drichel D, Honig LS, Cushion TD, Huentelman MJ, Hollingworth P, Hulette CM, Hyman BT, Marshall R, Jarvik GP, Meggy A, Abner E, Menzies GE, Jin LW, Leonenko G, Real LM, Jun GR, Baldwin CT, Grozeva D, Karydas A, Russo G, Kaye JA, Kim R, Jessen F, Kowall NW, Vellas B, Kramer JH, Vardy E, LaFerla FM, Jöckel KH, Lah JJ, Dichgans M, Leverenz JB, Mann D, Levey AI, Pickering-Brown S, Lieberman AP, Klopp N, Lunetta KL, Wichmann HE, Lyketsos CG, Morgan K, Marson DC, Brown K, Martiniuk F, Medway C, Mash DC, Nöthen MM, Masliah E, Hooper NM, McCormick WC, Daniele A, McCurry SM, Bayer A, McDavid AN, Gallacher J, McKee AC, van den Bussche H, Mesulam M, Brayne C, Miller BL, Riedel-Heller S, Miller CA, Miller JW, Al-Chalabi A, Morris JC, Shaw CE, Myers AJ, Wiltfang J, O'Bryant S, Olichney JM, Alvarez V, Parisi JE, Singleton AB, Paulson HL, Collinge J, Perry WR, Mead S, Peskind E, Cribbs DH, Rossor M, Pierce A, Ryan NS, Poon WW, Nacmias B, Potter H, Sorbi S, Quinn JF, 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Genetic meta-analysis of diagnosed Alzheimer's disease identifies new risk loci and implicates Aβ, tau, immunity and lipid processing. Nat Genet 2019; 51:414-430. [PMID: 30820047 PMCID: PMC6463297 DOI: 10.1038/s41588-019-0358-2] [Citation(s) in RCA: 1518] [Impact Index Per Article: 303.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Accepted: 01/22/2019] [Indexed: 02/08/2023]
Abstract
Risk for late-onset Alzheimer's disease (LOAD), the most prevalent dementia, is partially driven by genetics. To identify LOAD risk loci, we performed a large genome-wide association meta-analysis of clinically diagnosed LOAD (94,437 individuals). We confirm 20 previous LOAD risk loci and identify five new genome-wide loci (IQCK, ACE, ADAM10, ADAMTS1, and WWOX), two of which (ADAM10, ACE) were identified in a recent genome-wide association (GWAS)-by-familial-proxy of Alzheimer's or dementia. Fine-mapping of the human leukocyte antigen (HLA) region confirms the neurological and immune-mediated disease haplotype HLA-DR15 as a risk factor for LOAD. Pathway analysis implicates immunity, lipid metabolism, tau binding proteins, and amyloid precursor protein (APP) metabolism, showing that genetic variants affecting APP and Aβ processing are associated not only with early-onset autosomal dominant Alzheimer's disease but also with LOAD. Analyses of risk genes and pathways show enrichment for rare variants (P = 1.32 × 10-7), indicating that additional rare variants remain to be identified. We also identify important genetic correlations between LOAD and traits such as family history of dementia and education.
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Affiliation(s)
- Brian W Kunkle
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA.
| | - Benjamin Grenier-Boley
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Rebecca Sims
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Vincent Damotte
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Adam C Naj
- Department of Biostatistics and Epidemiology/Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Anne Boland
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Maria Vronskaya
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Alexandre Amlie-Wolf
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Céline Bellenguez
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Aura Frizatti
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Vincent Chouraki
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Eden R Martin
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Kristel Sleegers
- Neurodegenerative Brain Diseases Group, Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory for Neurogenetics, Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
| | - Nandini Badarinarayan
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | | | - Kara L Hamilton-Nelson
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Sonia Moreno-Grau
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | - Robert Olaso
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Rachel Raybould
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Yuning Chen
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Amanda B Kuzma
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Taniesha Morgan
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Shahzad Ahmad
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Badri N Vardarajan
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Department of Neurology, Columbia University, New York, NY, USA
| | - Jacques Epelbaum
- UMR 894, Center for Psychiatry and Neuroscience, Inserm, Université Paris Descartes, Paris, France
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
- Division of Medical Genetics, University Hospital and Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Merce Boada
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | - Gary W Beecham
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jean-Guillaume Garnier
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Denise Harold
- School of Biotechnology, Dublin City University, Dublin, Ireland
| | - Annette L Fitzpatrick
- Department of Family Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Otto Valladares
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Marie-Laure Moutet
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Amy Gerrish
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Albert V Smith
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Liming Qu
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Delphine Bacq
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Nicola Denning
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Xueqiu Jian
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, TX, USA
| | - Yi Zhao
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Maria Del Zompo
- Section of Neuroscience and Clinical Pharmacology, Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Nick C Fox
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- UK Dementia Research Institute at UCL, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Seung-Hoan Choi
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
| | - Ignacio Mateo
- Neurology Service and CIBERNED, 'Marqués de Valdecilla' University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | - Joseph T Hughes
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Hieab H Adams
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - John Malamon
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Yogen Patel
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Beth A Dombroski
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | | | - Makrina Daniilidou
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | | | | | - David Wallon
- Normandie University, UNIROUEN, Inserm U1245, and Rouen University Hospital, Department of Neurology, Department of Genetics and CNR-MAJ, Normandy Center for Genomic and Personalized Medicine, Rouen, France
| | - James Uphill
- Department of Neurodegenerative Disease, MRC Prion Unit at UCL, Institute of Prion Diseases, London, UK
| | - Thor Aspelund
- Icelandic Heart Association, Kopavogur, Iceland
- Centre for Public Health, University of Iceland, Reykjavik, Iceland
| | - Laura B Cantwell
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Fabienne Garzia
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Daniela Galimberti
- Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Neurodegenerative Diseases Unit, Milan, Italy
- University of Milan, Centro Dino Ferrari, Milan, Italy
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz, Austria
- Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria
| | - Mariusz Butkiewicz
- Institute for Computational Biology, Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Bertrand Fin
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Elio Scarpini
- Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Neurodegenerative Diseases Unit, Milan, Italy
- University of Milan, Centro Dino Ferrari, Milan, Italy
| | - Chloe Sarnowski
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Will S Bush
- Institute for Computational Biology, Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Stéphane Meslage
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Charles C White
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Yuenjoo Song
- Institute for Computational Biology, Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Robert C Barber
- Department of Pharmacology and Neuroscience, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Sebastiaan Engelborghs
- Laboratory for Neurochemistry and Behavior, Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology and Memory Clinic, Hospital Network Antwerp, Antwerp, Belgium
| | - Sabrina Sordon
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Dina Voijnovic
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Perrie M Adams
- Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Rik Vandenberghe
- Laboratory for Cognitive Neurology, Department of Neurology, University Hospital and University of Leuven, Leuven, Belgium
| | - Manuel Mayhaus
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - L Adrienne Cupples
- Framingham Heart Study, Framingham, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Marilyn S Albert
- Department of Neurology, Johns Hopkins University, Baltimore, MD, USA
| | - Peter P De Deyn
- Laboratory for Neurochemistry and Behavior, Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology and Memory Clinic, Hospital Network Antwerp, Antwerp, Belgium
| | - Wei Gu
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Jayanadra J Himali
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Duane Beekly
- National Alzheimer's Coordinating Center, University of Washington, Seattle, WA, USA
| | - Alessio Squassina
- Section of Neuroscience and Clinical Pharmacology, Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Adelina Orellana
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
| | - Deborah Blacker
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Eloy Rodriguez-Rodriguez
- Neurology Service and CIBERNED, 'Marqués de Valdecilla' University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | | | - Melissa E Garcia
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA
| | - Rachelle S Doody
- Alzheimer's Disease and Memory Disorders Center, Baylor College of Medicine, Houston, TX, USA
| | - Carmen Munoz-Fernadez
- Department of Immunology, Hospital Universitario Doctor Negrín, Las Palmas de Gran Canaria, Spain
| | - Rebecca Sussams
- Division of Clinical Neurosciences, School of Medicine, University of Southampton, Southampton, UK
| | - Honghuang Lin
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Thomas J Fairchild
- Office of Strategy and Measurement, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - Yolanda A Benito
- Department of Immunology, Hospital Universitario Doctor Negrín, Las Palmas de Gran Canaria, Spain
| | - Clive Holmes
- Division of Clinical Neurosciences, School of Medicine, University of Southampton, Southampton, UK
| | | | - Matthew P Frosch
- C.S. Kubik Laboratory for Neuropathology, Massachusetts General Hospital, Charlestown, MA, USA
| | - Hakan Thonberg
- Theme Aging, Unit for Hereditary Dementias, Karolinska University Hospital-Solna, Stockholm, Sweden
- Karolinska Institutet, Department of Neurobiology, Care Sciences and Society, Alzheimer Research Center, Division of Neurogeriatrics, Solna, Sweden
| | - Wolfgang Maier
- German Center for Neurodegenerative Diseases, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Gennady Roshchupkin
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Bernardino Ghetti
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, IN, USA
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Amit Kawalia
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Ryan M Huebinger
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Lena Kilander
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, Germany
| | - Isabel Hernández
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | - M Ilyas Kamboh
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, PA, USA
- Alzheimer's Disease Research Center, University of Pittsburgh, Pittsburgh, PA, USA
| | - RoseMarie Brundin
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - James Turton
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Mindy J Katz
- Department of Neurology, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Letizia Concari
- Section of Neuroscience, DIMEC-University of Parma, Parma, Italy
- FERB-Alzheimer Center, Gazzaniga (Bergamo), Italy
| | - Jenny Lord
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Alexa S Beiser
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - C Dirk Keene
- Department of Pathology, University of Washington, Seattle, WA, USA
| | - Seppo Helisalmi
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Iwona Kloszewska
- Elderly and Psychiatric Disorders Department, Medical University of Lodz, Lodz, Poland
| | - Walter A Kukull
- Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Anne Maria Koivisto
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Aoibhinn Lynch
- Mercer's Institute for Research on Aging, St. James's Hospital and Trinity College, Dublin, Ireland
- St. James's Hospital and Trinity College, Dublin, Ireland
| | - Lluís Tarraga
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | - Eric B Larson
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Annakaisa Haapasalo
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Brian Lawlor
- Mercer's Institute for Research on Aging, St. James's Hospital and Trinity College, Dublin, Ireland
- St. James's Hospital and Trinity College, Dublin, Ireland
| | - Thomas H Mosley
- Departments of Medicine, Geriatrics, Gerontology and Neurology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Richard B Lipton
- Department of Neurology, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Vincenzo Solfrizzi
- Interdisciplinary Department of Medicine, Geriatric Medicine and Memory Unity, University of Bari, Bari, Italy
| | - Michael Gill
- Mercer's Institute for Research on Aging, St. James's Hospital and Trinity College, Dublin, Ireland
- St. James's Hospital and Trinity College, Dublin, Ireland
| | - W T Longstreth
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
| | - Thomas J Montine
- Department of Pathology, University of Washington, Seattle, WA, USA
| | - Vincenza Frisardi
- Department of Geriatrics, Center for Aging Brain, University of Bari, Bari, Italy
| | - Monica Diez-Fairen
- Fundació per la Recerca Biomèdica i Social Mútua Terrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdamt, the Netherlands
- Netherlands Consortium on Health Aging and National Genomics Initiative, Leiden, the Netherlands
| | | | - Vincent Deramecourt
- CHU Lille, Memory Center of Lille (Centre Mémoire de Ressources et de Recherche), Lille, France
| | - Ignacio Alvarez
- Fundació per la Recerca Biomèdica i Social Mútua Terrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Francesca Salani
- Department of Clinical and Behavioral Neurology, Experimental Neuropsychobiology Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Antonio Ciaramella
- Department of Clinical and Behavioral Neurology, Experimental Neuropsychobiology Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Eric Boerwinkle
- School of Public Health, Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Eric M Reiman
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
- Arizona Alzheimer's Consortium, Phoenix, AZ, USA
- Banner Alzheimer's Institute, Phoenix, AZ, USA
- Department of Psychiatry, University of Arizona, Phoenix, AZ, USA
| | - Nathalie Fievet
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Joan S Reisch
- Department of Clinical Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Olivier Hanon
- University Paris Descartes, EA 4468, AP-HP, Geriatrics Department, Hôpital Broca, Paris, France
| | - Chiara Cupidi
- Regional Neurogenetic Centre (CRN), ASP Catanzaro, Lamezia Terme, Italy
| | - A G Andre Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdamt, the Netherlands
- Netherlands Consortium on Health Aging and National Genomics Initiative, Leiden, the Netherlands
| | - Donald R Royall
- Departments of Psychiatry, Medicine, Family & Community Medicine, South Texas Veterans Health Administration Geriatric Research Education & Clinical Center (GRECC), UT Health Science Center at San Antonio, San Antonio, TX, USA
| | - Carole Dufouil
- University of Bordeaux, Inserm 1219, Bordeaux, France
- Department of Neurology, Bordeaux University Hospital / CHU de Bordeaux, Bordeaux, France
| | | | - Itziar de Rojas
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | - Mary Sano
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alexis Brice
- Inserm U1127, CNRS UMR 7225, Sorbonne Universités, UPMC Université Paris 06, UMRS 1127, Institut du Cerveau et de la Moelle Épinière, Paris, France
- AP-HP, Department of Genetics, Pitié-Salpêtrière Hospital, Paris, France
| | - Roberta Cecchetti
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Peter St George-Hyslop
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, UK
- Tanz Centre for Research in Neurodegenerative Disease, University of Toronto, Toronto, Ontario, Canada
| | - Karen Ritchie
- Inserm U1061 Neuropsychiatry, La Colombière Hospital, Montpellier, France
- Montpellier University, Montpellier, France
- Department of Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Magda Tsolaki
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Debby W Tsuang
- VA Puget Sound Health Care System/>GRECC, Seattle, WA, USA
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Bruno Dubois
- Institut de la Mémoire et de la Maladie d'Alzheimer and Institut du Cerveau et de la Moelle Épinière, Département de Neurologie, Hôpital de la Pitié-Salpêtrière, Paris, France
- Institut des Neurosciences Translationnelles de Paris, Institut du Cerveau et de la Moelle Épinière, Paris, France
- Inserm, CNRS, UMR-S975, Institut du Cerveau et de la Moelle Epinière, Paris, France
- Sorbonne Universités, Université Pierre et Marie Curie, Hôpital de la Pitié-Salpêtrière, AP-HP, Paris, France
| | - David Craig
- Ageing Group, Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK
| | - Chuang-Kuo Wu
- Departments of Neurology, Pharmacology & Neuroscience, Texas Tech University Health Science Center, Lubbock, TX, USA
| | - Hilkka Soininen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Despoina Avramidou
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Roger L Albin
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
- Geriatric Research, Education and Clinical Center (GRECC), VA Ann Arbor Healthcare System (VAAAHS), Ann Arbor, MI, USA
- Michigan Alzheimer Disease Center, Ann Arbor, MI, USA
| | - Laura Fratiglioni
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Antonia Germanou
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Liana G Apostolova
- Indiana Alzheimer's Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, IN, USA
- Department of Neurology, Indiana University, Indianapolis, IN, USA
- Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA
| | - Lina Keller
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Maria Koutroumani
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Steven E Arnold
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Francesco Panza
- Department of Geriatrics, Center for Aging Brain, University of Bari, Bari, Italy
| | - Olymbia Gkatzima
- Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Sanjay Asthana
- Geriatric Research, Education and Clinical Center (GRECC), University of Wisconsin, Madison, WI, USA
- Department of Medicine, University of Wisconsin, Madison, WI, USA
- Wisconsin Alzheimer's Disease Research Center, Madison, WI, USA
| | - Didier Hannequin
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Patrice Whitehead
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Craig S Atwood
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, IN, USA
- Department of Neurology, Indiana University, Indianapolis, IN, USA
- Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA
| | - Paolo Caffarra
- Alzheimer's Disease Research Center, University of Pittsburgh, Pittsburgh, PA, USA
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Harald Hampel
- AXA Research Fund & Sorbonne University Chair, Paris, France
- Sorbonne University, GRC n° 21, Alzheimer Precision Medicine (APM), AP-HP, Pitié-Salpêtrière Hospital, Paris, France
- Brain & Spine Institute, Inserm U 1127, CNRS UMR 7225, Paris, France
- Institute of Memory and Alzheimer's Disease, Department of Neurology, Pitié-Salpêtrière Hospital, AP-HP, Paris, France
| | - Inés Quintela
- Grupo de Medicina Xenomica, Universidade de Santiago de Compostela, Centro Nacional de Genotipado, Centro de Investigación Biomédica en Red de Enfermedades Raras, Santiago de Compostela, Spain
| | - Ángel Carracedo
- Grupo de Medicina Xenomica, Universidade de Santiago de Compostela, Centro Nacional de Genotipado, Centro de Investigación Biomédica en Red de Enfermedades Raras, Santiago de Compostela, Spain
| | - Lars Lannfelt
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | - David C Rubinsztein
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, UK
- UK Dementia Research Institute, University of Cambridge, Cambridge, UK
| | - Lisa L Barnes
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
- Department of Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Florence Pasquier
- CHU Lille, Memory Center of Lille (Centre Mémoire de Ressources et de Recherche), Lille, France
| | - Lutz Frölich
- Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Sandra Barral
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Department of Neurology, Columbia University, New York, NY, USA
| | - Bernadette McGuinness
- Ageing Group, Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK
| | - Thomas G Beach
- Civin Laboratory for Neuropathology, Banner Sun Health Research Institute, Phoenix, AZ, USA
| | - Janet A Johnston
- Ageing Group, Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK
| | - James T Becker
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Psychology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Peter Passmore
- Ageing Group, Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast, Belfast, UK
| | - Eileen H Bigio
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Mesulam Center for Cognitive Neurology and Alzheimer's Disease, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jonathan M Schott
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Thomas D Bird
- Department of Neurology, University of Washington, Seattle, WA, USA
- VA Puget Sound Health Care System/>GRECC, Seattle, WA, USA
| | - Jason D Warren
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | | | - Michelle K Lupton
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | | | - Petra Proitsi
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Adam Boxer
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - John F Powell
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - James R Burke
- Department of Neurology, Duke University, Durham, NC, USA
| | - John S K Kauwe
- Departments of Biology, Brigham Young University, Provo, UT, USA
| | - Jeffrey M Burns
- University of Kansas Alzheimer's Disease Center, University of Kansas Medical Center, Kansas City, KS, USA
| | - Michelangelo Mancuso
- Department of Experimental and Clinical Medicine, Neurological Institute, University of Pisa, Pisa, Italy
| | - Joseph D Buxbaum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ubaldo Bonuccelli
- Department of Experimental and Clinical Medicine, Neurological Institute, University of Pisa, Pisa, Italy
| | - Nigel J Cairns
- Department of Pathology and Immunology, Washington University, St. Louis, MO, USA
| | | | - Chuanhai Cao
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, FL, USA
| | - Gill Livingston
- Division of Psychiatry, University College London, London, UK
| | - Chris S Carlson
- Department of Medicine, University of Wisconsin, Madison, WI, USA
- Wisconsin Alzheimer's Disease Research Center, Madison, WI, USA
| | - Nicholas J Bass
- Division of Psychiatry, University College London, London, UK
| | | | - John Hardy
- Department of Molecular Neuroscience, UCL, Institute of Neurology, London, UK
| | - Regina M Carney
- Mental Health & Behavioral Science Service, Bruce W. Carter VA Medical Center, Miami, FL, USA
| | - Jose Bras
- UK Dementia Research Institute at UCL, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | | | - Rita Guerreiro
- UK Dementia Research Institute at UCL, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Helena C Chui
- Department of Neurology, University of Southern California, Los Angeles, CA, USA
| | - Elizabeth Fisher
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Carlo Masullo
- Department of Neurology, Catholic University of Rome, Rome, Italy
| | - Elizabeth A Crocco
- Department of Psychiatry and Behavioral Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Charles DeCarli
- Department of Neurology, University of California, Davis, Sacramento, CA, USA
| | - Gina Bisceglio
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Malcolm Dick
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, Irvine, CA, USA
| | - Li Ma
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
| | - Ranjan Duara
- Wien Center for Alzheimer's Disease and Memory Disorders, Mount Sinai Medical Center, Miami Beach, FL, USA
| | | | - Denis A Evans
- Rush Institute for Healthy Aging, Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Angela Hodges
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Kelley M Faber
- Indiana Alzheimer's Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Martin Scherer
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Kenneth B Fallon
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | | | - David W Fardo
- Sanders-Brown Center on Aging, Department of Biostatistics, University of Kentucky, Lexington, KY, USA
| | - Reinhard Heun
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Martin R Farlow
- Department of Neurology, Indiana University, Indianapolis, IN, USA
| | - Heike Kölsch
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Steven Ferris
- Department of Psychiatry, New York University, New York, NY, USA
| | - Markus Leber
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Tatiana M Foroud
- Indiana Alzheimer's Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Isabella Heuser
- Department of Psychiatry and Psychotherapy, Charité University Medicine, Berlin, Germany
| | - Douglas R Galasko
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Marla Gearing
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
- Emory Alzheimer's Disease Center, Emory University, Atlanta, GA, USA
| | - Michael Hüll
- Department of Psychiatry, University of Freiburg, Freiburg, Germany
| | - Daniel H Geschwind
- Neurogenetics Program, University of California, Los Angeles, Los Angeles, CA, USA
| | - John R Gilbert
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - John Morris
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
- Hope Center Program on Protein Aggregation and Neurodegeneration, Washington University School of Medicine, St. Louis, MO, USA
| | - Robert C Green
- Division of Genetics, Department of Medicine and Partners Center for Personalized Genetic Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Kevin Mayo
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
- Department of Neurology, Washington University, St. Louis, MO, USA
- Department of Genetics, Washington University, St. Louis, MO, USA
| | - John H Growdon
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Thomas Feulner
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Ronald L Hamilton
- Department of Pathology (Neuropathology), University of Pittsburgh, Pittsburgh, PA, USA
| | - Lindy E Harrell
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Dmitriy Drichel
- Cologne Center for Genomics, University of Cologne, Cologne, Germany
| | - Lawrence S Honig
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
| | - Thomas D Cushion
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Matthew J Huentelman
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Paul Hollingworth
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | | | - Bradley T Hyman
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Rachel Marshall
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Gail P Jarvik
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
- Department of Medicine (Medical Genetics), University of Washington, Seattle, WA, USA
| | - Alun Meggy
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Erin Abner
- Sanders-Brown Center on Aging, College of Public Health, Department of Epidemiology, University of Kentucky, Lexington, KY, USA
| | - Georgina E Menzies
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Lee-Way Jin
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Ganna Leonenko
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Luis M Real
- Unidad Clínica de Enfermedades Infecciosas y Microbiología, Hospital Universitario de Valme, Sevilla, Spain
| | - Gyungah R Jun
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Clinton T Baldwin
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
| | - Detelina Grozeva
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | | | - Giancarlo Russo
- Functional Genomics Center Zurich, ETH/University of Zurich, Zurich, Switzerland
| | - Jeffrey A Kaye
- Department of Neurology, Oregon Health &Science University, Portland, OR, USA
- Department of Neurology, Portland Veterans Affairs Medical Center, Portland, OR, USA
| | - Ronald Kim
- Department of Pathology and Laboratory Medicine, University of California, Irvine, Irvine, CA, USA
| | - Frank Jessen
- German Center for Neurodegenerative Diseases, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Neil W Kowall
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Pathology, Boston University School of Medicine, Boston University, Boston, MA, USA
| | - Bruno Vellas
- Inserm U558, University of Toulouse, Toulouse, France
| | - Joel H Kramer
- Department of Neuropsychology, University of California San Francisco, San Francisco, CA, USA
| | - Emma Vardy
- Institute for Ageing and Health, Newcastle University, Newcastle upon Tyne, UK
| | - Frank M LaFerla
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, USA
| | - Karl-Heinz Jöckel
- Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, Germany
| | - James J Lah
- Department of Neurology, Emory University, Atlanta, GA, USA
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Munich, Germany
- German Center for Neurodegenerative Diseases, Munich, Germany
| | - James B Leverenz
- Cleveland Clinic Lou Ruvo Center for Brain Health, Cleveland Clinic, Cleveland, OH, USA
| | - David Mann
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | - Allan I Levey
- Department of Neurology, Emory University, Atlanta, GA, USA
| | - Stuart Pickering-Brown
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | | | - Norman Klopp
- Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Munich, Germany
| | - Kathryn L Lunetta
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - H-Erich Wichmann
- Helmholtz Center Munich, Institute of Epidemiology, Neuherberg, Munich, Germany
- Ludwig-Maximilians University Chair of Epidemiology, Munich, Germany
- Joint Biobank Munich and KORA Biobank, Baltimore, MD, USA
| | | | - Kevin Morgan
- Human Genetics, Schools of Life Sciences and Medicine, University of Nottingham, Nottingham, UK
| | - Daniel C Marson
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Kristelle Brown
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Frank Martiniuk
- Department of Medicine-Pulmonary, New York University, New York, NY, USA
| | - Christopher Medway
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Deborah C Mash
- Department of Neurology, University of Miami, Miami, FL, USA
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Eliezer Masliah
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA
| | - Nigel M Hooper
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Manchester, UK
| | | | - Antonio Daniele
- Institute of Neurology, Catholic University of Sacred Hearth, Rome, Italy
| | - Susan M McCurry
- School of Nursing Northwest Research Group on Aging, University of Washington, Seattle, WA, USA
| | - Anthony Bayer
- Institute of Primary Care and Public Health, Cardiff University, University Hospital of Wales, Cardiff, UK
| | - Andrew N McDavid
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, FL, USA
| | - John Gallacher
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Ann C McKee
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Pathology, Boston University School of Medicine, Boston University, Boston, MA, USA
| | - Hendrik van den Bussche
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Marsel Mesulam
- Mesulam Center for Cognitive Neurology and Alzheimer's Disease, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Carol Brayne
- Cambridge Institute of Public Health, University of Cambridge School of Clinical Medicine, Cambridge, UK
| | - Bruce L Miller
- Weill Institute for Neurosciences, Memory and Aging Center, University of California, San Francisco, San Francisco, CA, USA
| | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig, Leipzig, Germany
| | - Carol A Miller
- Department of Pathology, University of Southern California, Los Angeles, CA, USA
| | - Joshua W Miller
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, CA, USA
| | - Ammar Al-Chalabi
- Institute of Psychiatry, Psychology and Neuroscienceó, King's College London, London, UK
| | - John C Morris
- Department of Pathology and Immunology, Washington University, St. Louis, MO, USA
- Department of Neurology, Washington University, St. Louis, MO, USA
| | - Christopher E Shaw
- Institute of Psychiatry, Psychology and Neuroscienceó, King's College London, London, UK
- UK Dementia Research Institute, King's College London, London, UK
| | - Amanda J Myers
- Department of Psychiatry and Behavioral Sciences, Miller School of Medicine, University of Miami, Miami, FL, USA
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Goettingen, Germany
- German Center for Neurodegenerative Diseases, Goettingen, Germany
- IBiMED, Medical Sciences Department, University of Aveiro, Aveiro, Portugal
| | - Sid O'Bryant
- Department of Pharmacology and Neuroscience, University of North Texas Health Science Center, Fort Worth, TX, USA
| | - John M Olichney
- Department of Neurology, University of California, Davis, Sacramento, CA, USA
| | - Victoria Alvarez
- Molecular Genetics Laboratory-Hospital, University of Central Asturias, Oviedo, Spain
| | - Joseph E Parisi
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Andrew B Singleton
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Henry L Paulson
- Department of Neurology, University of Michigan, Ann Arbor, MI, USA
- Michigan Alzheimer Disease Center, Ann Arbor, MI, USA
| | - John Collinge
- Department of Neurodegenerative Disease, MRC Prion Unit at UCL, Institute of Prion Diseases, London, UK
| | - William R Perry
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Simon Mead
- Department of Neurodegenerative Disease, MRC Prion Unit at UCL, Institute of Prion Diseases, London, UK
| | - Elaine Peskind
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - David H Cribbs
- Department of Neurology, University of California, Irvine, Irvine, CA, USA
| | - Martin Rossor
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
| | - Aimee Pierce
- Department of Neurology, University of California, Irvine, Irvine, CA, USA
| | - Natalie S Ryan
- Department of Neurodegenerative Disease, MRC Prion Unit at UCL, Institute of Prion Diseases, London, UK
| | - Wayne W Poon
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, Irvine, CA, USA
| | - Benedetta Nacmias
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
- Centro di Ricerca, Trasferimento e Alta Formazione DENOTHE, University of Florence, Florence, Italy
| | - Huntington Potter
- Department of Neurology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Sandro Sorbi
- Department of Neuroscience, Psychology, Drug Research and Child Health, University of Florence, Florence, Italy
- IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy
| | - Joseph F Quinn
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Eleonora Sacchinelli
- Department of Clinical and Behavioral Neurology, Experimental Neuropsychobiology Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Ashok Raj
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, FL, USA
| | - Gianfranco Spalletta
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
- Division of Neuropsychiatry, Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Murray Raskind
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Carlo Caltagirone
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Paola Bossù
- Department of Clinical and Behavioral Neurology, Experimental Neuropsychobiology Laboratory, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Maria Donata Orfei
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Barry Reisberg
- Department of Psychiatry, New York University, New York, NY, USA
- Alzheimer's Disease Center, New York University, New York, NY, USA
| | - Robert Clarke
- Oxford Healthy Aging Project, Clinical Trial Service Unit, University of Oxford, Oxford, UK
| | - Christiane Reitz
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Department of Epidemiology, Columbia University, New York, NY, USA
| | - A David Smith
- Oxford Project to Investigate Memory and Ageing, University of Oxford, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford, UK
| | - John M Ringman
- Department of Neurology, Keck School of Medicine at the University of Southern California, Los Angeles, Los Angeles, CA, USA
| | - Donald Warden
- Oxford Project to Investigate Memory and Ageing, University of Oxford, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford, UK
| | - Erik D Roberson
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Gordon Wilcock
- Oxford Project to Investigate Memory and Ageing, University of Oxford, Nuffield Department of Clinical Neurosciences, John Radcliffe Hospital, Oxford, UK
| | - Ekaterina Rogaeva
- Tanz Centre for Research in Neurodegenerative Disease, University of Toronto, Toronto, Ontario, Canada
| | | | - Howard J Rosen
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Maura Gallo
- Regional Neurogenetic Centre (CRN), ASP Catanzaro, Lamezia Terme, Italy
| | - Roger N Rosenberg
- Department of Neurology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Yoav Ben-Shlomo
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Mark A Sager
- Department of Medicine, University of Wisconsin, Madison, WI, USA
| | - Patrizia Mecocci
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Andrew J Saykin
- Indiana Alzheimer's Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA
- Department of Neurology, Indiana University, Indianapolis, IN, USA
| | - Pau Pastor
- Fundació per la Recerca Biomèdica i Social Mútua Terrassa, Terrassa, Barcelona, Spain
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Barcelona, Spain
| | - Michael L Cuccaro
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jeffery M Vance
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Julie A Schneider
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
- Department of Pathology (Neuropathology), Rush University Medical Center, Chicago, IL, USA
| | - Lori S Schneider
- Department of Neurology, University of Southern California, Los Angeles, CA, USA
- Department of Psychiatry, University of Southern California, Los Angeles, CA, USA
| | - Susan Slifer
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA
| | - William W Seeley
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Amanda G Smith
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, FL, USA
| | - Joshua A Sonnen
- Department of Pathology, University of Washington, Seattle, WA, USA
| | - Salvatore Spina
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, IN, USA
| | - Robert A Stern
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Russell H Swerdlow
- University of Kansas Alzheimer's Disease Center, University of Kansas Medical Center, Kansas City, KS, USA
| | - Mitchell Tang
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Rudolph E Tanzi
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - John Q Trojanowski
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Juan C Troncoso
- Department of Pathology, Johns Hopkins University, Baltimore, MD, USA
| | - Vivianna M Van Deerlin
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Linda J Van Eldik
- Sanders-Brown Center on Aging, Department of Neuroscience, University of Kentucky, Lexington, KY, USA
| | - Harry V Vinters
- Department of Neurology, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Jean Paul Vonsattel
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Pathology, Columbia University, New York, NY, USA
| | - Sandra Weintraub
- Mesulam Center for Cognitive Neurology and Alzheimer's Disease, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Kathleen A Welsh-Bohmer
- Department of Neurology, Duke University, Durham, NC, USA
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Kirk C Wilhelmsen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jennifer Williamson
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
| | - Thomas S Wingo
- Department of Neurology, Emory University, Atlanta, GA, USA
- Department of Human Genetics, Emory University, Atlanta, GA, USA
| | - Randall L Woltjer
- Department of Pathology, Oregon Health & Science University, Portland, OR, USA
| | - Clinton B Wright
- National Institute of Neurological Disorders and Stroke, Bethesda, MD, USA
| | - Chang-En Yu
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Lei Yu
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Yasaman Saba
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Division of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | - Alberto Pilotto
- Gerontology and Geriatrics Research Laboratory, IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
- Department Geriatric Care, Orthogeriatrics and Rehabilitation, Galliera Hospital, Genova, Italy
| | - Maria J Bullido
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
- IdiPAZ, Instituto de Investigación Sanitaria la Paz, Madrid, Spain
- Centro de Biologia Molecular Severo Ochoa (CSIC-UAM), Madrid, Spain
| | - Oliver Peters
- Department of Psychiatry and Psychotherapy, Charité University Medicine, Berlin, Germany
- German Center for Neurodegenerative Diseases, Berlin, Germany
| | - Paul K Crane
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - David Bennett
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Paola Bosco
- Instituto di Ricovero e Cura a Carattere Scientifico, Associazione Oasi Maria Santissima Srl, Troina, Italy
| | - Eliecer Coto
- Molecular Genetics Laboratory-Hospital, University of Central Asturias, Oviedo, Spain
| | - Virginia Boccardi
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Phil L De Jager
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Alberto Lleo
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University Barcelona, Barcelona, Spain
| | - Nick Warner
- Somerset Partnership NHS Trust, Somerset, UK
| | - Oscar L Lopez
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
- Alzheimer's Disease Research Center, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Neurology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences/Geriatrics, Uppsala University, Uppsala, Sweden
| | | | - Carlos Cruchaga
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
- Hope Center Program on Protein Aggregation and Neurodegeneration, Washington University School of Medicine, St. Louis, MO, USA
| | - Caroline Graff
- Theme Aging, Unit for Hereditary Dementias, Karolinska University Hospital-Solna, Stockholm, Sweden
- Karolinska Institutet, Department of Neurobiology, Care Sciences and Society, Alzheimer Research Center, Division of Neurogeriatrics, Solna, Sweden
| | - Rhian Gwilliam
- The Wellcome Trust Sanger Institute, Hinxton, Cambridge, UK
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, TX, USA
| | - Alison M Goate
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ronald M. Loeb Center for Alzheimer's Disease, Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Pascual Sanchez-Juan
- Neurology Service and CIBERNED, 'Marqués de Valdecilla' University Hospital (University of Cantabria and IDIVAL), Santander, Spain
| | - Patrick G Kehoe
- University of Bristol Medical School, Learning & Research level 2, Southmead Hospital, Bristol, UK
| | - Najaf Amin
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Nilifur Ertekin-Taner
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | - Claudine Berr
- Inserm U1061 Neuropsychiatry, La Colombière Hospital, Montpellier, France
- Montpellier University, Montpellier, France
| | - Stéphanie Debette
- Inserm U1127, CNRS UMR 7225, Sorbonne Universités, UPMC Université Paris 06, UMRS 1127, Institut du Cerveau et de la Moelle Épinière, Paris, France
- AP-HP, Department of Genetics, Pitié-Salpêtrière Hospital, Paris, France
| | - Seth Love
- University of Bristol Medical School, Learning & Research level 2, Southmead Hospital, Bristol, UK
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, MD, USA
| | - Steven G Younkin
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL, USA
- Department of Neurology, Mayo Clinic, Jacksonville, FL, USA
| | | | | | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
- Departments of Radiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | | | - Gael Nicolas
- Normandie University, UNIROUEN, Inserm U1245, and Rouen University Hospital, Department of Neurology, Department of Genetics and CNR-MAJ, Normandy Center for Genomic and Personalized Medicine, Rouen, France
| | - Dominique Campion
- Normandie University, UNIROUEN, Inserm U1245, and Rouen University Hospital, Department of Neurology, Department of Genetics and CNR-MAJ, Normandy Center for Genomic and Personalized Medicine, Rouen, France
- Department of Research Rouvray Psychiatric Hospital, Sotteville-lès-Rouen, France
| | | | - Helena Schmidt
- Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Division of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
- Department of Neurology, Medical University Graz, Graz, Austria
| | - Hakon Hakonarson
- Center for Applied Genomics, Children's Hospital of Philadelphia, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Division of Human Genetics, Department of Pediatrics, The Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jordi Clarimon
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University Barcelona, Barcelona, Spain
| | | | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz, Austria
| | - Lindsay A Farrer
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
- Department of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, MA, USA
- Department of Ophthalmology, Boston University School of Medicine, Boston University, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Christine Van Broeckhoven
- Neurodegenerative Brain Diseases Group, Center for Molecular Neurology, VIB, Antwerp, Belgium
- Laboratory for Neurogenetics, Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
| | - Michael C O'Donovan
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Anita L DeStefano
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Lesley Jones
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Jonathan L Haines
- Institute for Computational Biology, Department of Population & Quantitative Health Sciences, Case Western Reserve University, Cleveland, OH, USA
| | - Jean-Francois Deleuze
- Centre National de Recherche en Génomique Humaine, Institut de Biologie François Jacob, CEA, Université Paris-Saclay, and LabEx GENMED, Evry, France
| | - Michael J Owen
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Richard Mayeux
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, NY, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, NY, USA
- Department of Neurology, Columbia University, New York, NY, USA
| | - Valentina Escott-Price
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
- Kaiser Permanente, Washington Health Research Institute, Seattle, WA, USA
| | - Alfredo Ramirez
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Li-San Wang
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Agustin Ruiz
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades-Universitat Internacional de Catalunya, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas, Instituto de Salud Carlos III, Madrid, Spain
| | | | - Peter A Holmans
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Sudha Seshadri
- Framingham Heart Study, Framingham, MA, USA
- Department of Neurology, Boston University School of Medicine, Boston, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
| | - Julie Williams
- Division of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
- UK Dementia Research Institute at Cardiff, Cardiff University, Cardiff, UK
| | - Phillippe Amouyel
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
- Centre Hospitalier Universitaire de Lille, Lille, France
| | - Gerard D Schellenberg
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Jean-Charles Lambert
- Inserm, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France.
- Institut Pasteur de Lille, Lille, France.
- Univ. Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France.
| | - Margaret A Pericak-Vance
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, USA.
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24
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Dhand A, White CC, Johnson C, Xia Z, De Jager PL. A scalable online tool for quantitative social network assessment reveals potentially modifiable social environmental risks. Nat Commun 2018; 9:3930. [PMID: 30258103 PMCID: PMC6158181 DOI: 10.1038/s41467-018-06408-6] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Accepted: 08/16/2018] [Indexed: 01/21/2023] Open
Abstract
Social networks are conduits of support, information, and health behavior flows. Existing measures of social networks used in clinical research are typically summative scales of social support or artificially truncated networks of ≤ 5 people. Here, we introduce a quantitative social network assessment tool on a secure open-source web platform, readily deployable in large-scale clinical studies. The tool maps an individual’s personal network, including specific persons, their relationships to each other, and their health habits. To demonstrate utility, we used the tool to measure the social networks of 1493 persons at risk of multiple sclerosis. We examined each person’s social network in relation to self-reported neurological disability. We found that the characteristics of persons surrounding the participant, such as negative health behaviors, were strongly associated with the individual’s functional disability. This quantitative assessment reveals the key elements of individuals’ social environments that could be targeted in clinical trials. An individual’s social network—their friends, family, and acquaintances—is important for their health, but existing tools for assessing social networks have limitations. Here, the authors introduce a quantitative social network assessment tool on a secure open-source web platform and show its utility in a nation-wide study.
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Affiliation(s)
- Amar Dhand
- Department of Neurology, Brigham and Women's Hospital, Harvard Medical School, Boston, 02115, MA, USA. .,Network Science Institute, Northeastern University, Boston, 02115, MA, USA.
| | - Charles C White
- Broad Institute, Program in Medical and Population Genetics, Cambridge, 02142, MA, USA
| | - Catherine Johnson
- Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032, NY, USA
| | - Zongqi Xia
- Department of Neurology, University of Pittsburgh, Pittsburgh, 15260, PA, USA
| | - Philip L De Jager
- Broad Institute, Program in Medical and Population Genetics, Cambridge, 02142, MA, USA.,Multiple Sclerosis Center and the Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032, NY, USA
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25
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De Jager PL, Ma Y, McCabe C, Xu J, Vardarajan BN, Felsky D, Klein HU, White CC, Peters MA, Lodgson B, Nejad P, Tang A, Mangravite LM, Yu L, Gaiteri C, Mostafavi S, Schneider JA, Bennett DA. A multi-omic atlas of the human frontal cortex for aging and Alzheimer's disease research. Sci Data 2018; 5:180142. [PMID: 30084846 PMCID: PMC6080491 DOI: 10.1038/sdata.2018.142] [Citation(s) in RCA: 262] [Impact Index Per Article: 43.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 04/26/2018] [Indexed: 12/14/2022] Open
Abstract
We initiated the systematic profiling of the dorsolateral prefrontal cortex obtained from a subset of autopsied individuals enrolled in the Religious Orders Study (ROS) or the Rush Memory and Aging Project (MAP), which are jointly designed prospective studies of aging and dementia with detailed, longitudinal cognitive phenotyping during life and a quantitative, structured neuropathologic examination after death. They include over 3,322 subjects. Here, we outline the first generation of data including genome-wide genotypes (n=2,090), whole genome sequencing (n=1,179), DNA methylation (n=740), chromatin immunoprecipitation with sequencing using an anti-Histone 3 Lysine 9 acetylation (H3K9Ac) antibody (n=712), RNA sequencing (n=638), and miRNA profile (n=702). Generation of other omic data including ATACseq, proteomic and metabolomics profiles is ongoing. Thanks to its prospective design and recruitment of older, non-demented individuals, these data can be repurposed to investigate a large number of syndromic and quantitative neuroscience phenotypes. The many subjects that are cognitively non-impaired at death also offer insights into the biology of the human brain in older non-impaired individuals.
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Affiliation(s)
- Philip L. De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168 street, New York, NY 10032, USA
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Yiyi Ma
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168 street, New York, NY 10032, USA
| | - Cristin McCabe
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Jishu Xu
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Badri N. Vardarajan
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168 street, New York, NY 10032, USA
| | - Daniel Felsky
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168 street, New York, NY 10032, USA
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Hans-Ulrich Klein
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168 street, New York, NY 10032, USA
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Charles C. White
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Mette A. Peters
- Sage Bionetworks, 1100 Fairview Avenue N. Seattle WA 98109, USA
| | - Ben Lodgson
- Sage Bionetworks, 1100 Fairview Avenue N. Seattle WA 98109, USA
| | - Parham Nejad
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | - Anna Tang
- Cell Circuits Program, Broad Institute, 415 Main street, Cambridge MA 02142, USA
| | | | - Lei Yu
- Rush Alzehimer Disease Center, RUSH University, 600 South Paulina Street, Chicago IL 60612, USA
| | - Chris Gaiteri
- Rush Alzehimer Disease Center, RUSH University, 600 South Paulina Street, Chicago IL 60612, USA
| | - Sara Mostafavi
- Departments of Statistics and Medical Genetics and Centre for Molecular Medicine and Therapeutics, University of British Columbia, 950 West 28 Avenue, Vancouver, British Columbia BC V5Z 4H4, Canada
| | - Julie A. Schneider
- Rush Alzehimer Disease Center, RUSH University, 600 South Paulina Street, Chicago IL 60612, USA
| | - David A. Bennett
- Rush Alzehimer Disease Center, RUSH University, 600 South Paulina Street, Chicago IL 60612, USA
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26
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Ryan KJ, White CC, Patel K, Xu J, Olah M, Replogle JM, Frangieh M, Cimpean M, Winn P, McHenry A, Kaskow BJ, Chan G, Cuerdon N, Bennett DA, Boyd JD, Imitola J, Elyaman W, De Jager PL, Bradshaw EM. A human microglia-like cellular model for assessing the effects of neurodegenerative disease gene variants. Sci Transl Med 2018; 9:9/421/eaai7635. [PMID: 29263232 DOI: 10.1126/scitranslmed.aai7635] [Citation(s) in RCA: 84] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Revised: 04/12/2017] [Accepted: 08/18/2017] [Indexed: 12/25/2022]
Abstract
Microglia are emerging as a key cell type in neurodegenerative diseases, yet human microglia are challenging to study in vitro. We developed an in vitro cell model system composed of human monocyte-derived microglia-like (MDMi) cells that recapitulated key aspects of microglia phenotype and function. We then used this model system to perform an expression quantitative trait locus (eQTL) study examining 94 genes from loci associated with Alzheimer's disease, Parkinson's disease, and multiple sclerosis. We found six loci (CD33, PILRB, NUP160, LRRK2, RGS1, and METTL21B) in which the risk haplotype drives the association with both disease susceptibility and altered expression of a nearby gene (cis-eQTL). In the PILRB and LRRK2 loci, the cis-eQTL was found in the MDMi cells but not in human peripheral blood monocytes, suggesting that differentiation of monocytes into microglia-like cells led to the acquisition of a cellular state that could reveal the functional consequences of certain genetic variants. We further validated the effect of risk haplotypes at the protein level for PILRB and CD33, and we confirmed that the CD33 risk haplotype altered phagocytosis by the MDMi cells. We propose that increased LRRK2 gene expression by MDMi cells could be a functional outcome of rs76904798, a single-nucleotide polymorphism in the LRKK2 locus that is associated with Parkinson's disease.
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Affiliation(s)
- Katie J Ryan
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Charles C White
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Kruti Patel
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Jishu Xu
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Marta Olah
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA.,Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Joseph M Replogle
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Michael Frangieh
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Maria Cimpean
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Phoebe Winn
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Allison McHenry
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Belinda J Kaskow
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Gail Chan
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - Nicole Cuerdon
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, 77 Avenue Louis Pasteur, NRB168, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA.,Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL 60612, USA
| | - Justin D Boyd
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.,Harvard Medical School, Boston, MA 02115, USA
| | - Jaime Imitola
- Laboratory of Neural Stem Cells and Functional Neurogenetics, Departments of Neurology and Neuroscience, The Ohio State University College of Medicine, 333 West 10th Avenue, Columbus, OH 43210, USA
| | - Wassim Elyaman
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA.,Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Philip L De Jager
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA.,Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168th Street, New York, NY 10032, USA
| | - Elizabeth M Bradshaw
- Program in Medical and Population Genetics, Broad Institute, 7 Cambridge Center, Cambridge, MA 02142, USA. .,Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 630 West 168th Street, New York, NY 10032, USA
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27
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Yang HS, White CC, Klein HU, Gaiteri C, Mostafavi S, Felsky D, Yu L, Sperling RA, Schneider JA, Bennett DA, De Jager PL. P3‐136: MODULE QUANTITATIVE TRAIT LOCI ANALYSIS IMPLICATES
TMEM106B
AND
RBFOX1
AS KEY BRAIN TRANSCRIPTOME REGULATORS IN OLDER ADULTS. Alzheimers Dement 2018. [DOI: 10.1016/j.jalz.2018.06.1493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Hyun-Sik Yang
- Brigham and Women's HospitalBostonMAUSA
- Broad InstituteCambridgeMAUSA
- Harvard Medical SchoolBostonMAUSA
| | | | - Hans-Ulrich Klein
- Broad InstituteCambridgeMAUSA
- Columbia University Medical CenterNew YorkNYUSA
| | | | | | - Daniel Felsky
- Broad InstituteCambridgeMAUSA
- Columbia University Medical CenterNew YorkNYUSA
| | - Lei Yu
- Rush University Medical CenterChicagoILUSA
| | - Reisa A. Sperling
- Brigham and Women's HospitalBostonMAUSA
- Harvard Medical SchoolBostonMAUSA
| | | | | | - Philip L. De Jager
- Broad InstituteCambridgeMAUSA
- Columbia University Medical CenterNew YorkNYUSA
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28
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Mostafavi S, Gaiteri C, Sullivan SE, White CC, Tasaki S, Xu J, Taga M, Klein HU, Patrick E, Komashko V, McCabe C, Smith R, Bradshaw EM, Root DE, Regev A, Yu L, Chibnik LB, Schneider JA, Young-Pearse TL, Bennett DA, De Jager PL. A molecular network of the aging human brain provides insights into the pathology and cognitive decline of Alzheimer's disease. Nat Neurosci 2018; 21:811-819. [PMID: 29802388 PMCID: PMC6599633 DOI: 10.1038/s41593-018-0154-9] [Citation(s) in RCA: 293] [Impact Index Per Article: 48.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2016] [Accepted: 04/20/2018] [Indexed: 02/07/2023]
Abstract
There is a need for new therapeutic targets with which to prevent Alzheimer’s disease (AD), a major contributor to aging-related cognitive decline. Here, we report the construction and validation of a molecular network of the aging human frontal cortex. Using RNA sequence data from 478 individuals, we first build a molecular network using modules of coexpressed genes and then relate these modules to AD and its neuropathologic and cognitive endophenotypes. We confirm these associations in two independent AD datasets as well as in epigenomic data. We also illustrate the use of the network in prioritizing amyloid-associated genes for in vitro validation in human neurons and astrocytes. These analyses based on unique cohorts enable us to resolve the role of distinct cortical modules that have a direct effect on the accumulation of AD pathology from those that have a direct effect on cognitive decline, exemplifying a network approach to complex diseases. Systems biology analysis of RNA sequencing data from the aging human cortex identifies a molecular network which prioritizes groups of genes that influence cognitive decline or neuropathology in Alzheimer’s disease.
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Affiliation(s)
- Sara Mostafavi
- Department of Statistics, Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada.,Canadian Institute for Advanced Research, Toronto, ON, Canada
| | - Chris Gaiteri
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Sarah E Sullivan
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | | | - Shinya Tasaki
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Jishu Xu
- Broad Institute, Cambridge, MA, USA
| | - Mariko Taga
- Broad Institute, Cambridge, MA, USA.,Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Hans-Ulrich Klein
- Broad Institute, Cambridge, MA, USA.,Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | | | - Vitalina Komashko
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | | | - Robert Smith
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - Elizabeth M Bradshaw
- Broad Institute, Cambridge, MA, USA.,Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | | | | | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Lori B Chibnik
- Broad Institute, Cambridge, MA, USA.,Harvard Medical School, Boston, MA, USA.,Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Tracy L Young-Pearse
- Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA.
| | - Philip L De Jager
- Broad Institute, Cambridge, MA, USA. .,Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA.
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29
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Wang X, Philip VM, Ananda G, White CC, Malhotra A, Michalski PJ, Karuturi KRM, Chintalapudi SR, Acklin C, Sasner M, Bennett DA, De Jager PL, Howell GR, Carter GW. A Bayesian Framework for Generalized Linear Mixed Modeling Identifies New Candidate Loci for Late-Onset Alzheimer's Disease. Genetics 2018; 209:51-64. [PMID: 29507048 PMCID: PMC5937180 DOI: 10.1534/genetics.117.300673] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Accepted: 02/21/2018] [Indexed: 12/15/2022] Open
Abstract
Recent technical and methodological advances have greatly enhanced genome-wide association studies (GWAS). The advent of low-cost, whole-genome sequencing facilitates high-resolution variant identification, and the development of linear mixed models (LMM) allows improved identification of putatively causal variants. While essential for correcting false positive associations due to sample relatedness and population stratification, LMMs have commonly been restricted to quantitative variables. However, phenotypic traits in association studies are often categorical, coded as binary case-control or ordered variables describing disease stages. To address these issues, we have devised a method for genomic association studies that implements a generalized LMM (GLMM) in a Bayesian framework, called Bayes-GLMM Bayes-GLMM has four major features: (1) support of categorical, binary, and quantitative variables; (2) cohesive integration of previous GWAS results for related traits; (3) correction for sample relatedness by mixed modeling; and (4) model estimation by both Markov chain Monte Carlo sampling and maximal likelihood estimation. We applied Bayes-GLMM to the whole-genome sequencing cohort of the Alzheimer's Disease Sequencing Project. This study contains 570 individuals from 111 families, each with Alzheimer's disease diagnosed at one of four confidence levels. Using Bayes-GLMM we identified four variants in three loci significantly associated with Alzheimer's disease. Two variants, rs140233081 and rs149372995, lie between PRKAR1B and PDGFA The coded proteins are localized to the glial-vascular unit, and PDGFA transcript levels are associated with Alzheimer's disease-related neuropathology. In summary, this work provides implementation of a flexible, generalized mixed-model approach in a Bayesian framework for association studies.
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Affiliation(s)
- Xulong Wang
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
| | - Vivek M Philip
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
| | - Guruprasad Ananda
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut 06032
| | | | - Ankit Malhotra
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut 06032
| | - Paul J Michalski
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut 06032
| | | | | | - Casey Acklin
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
| | - Michael Sasner
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois 60612
| | - Philip L De Jager
- Broad Institute, Cambridge, Massachusetts 02142
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York 10027
| | - Gareth R Howell
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
| | - Gregory W Carter
- The Jackson Laboratory for Mammalian Genetics, Bar Harbor, Maine 04609
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30
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Ng B, White CC, Klein H, Sieberts SK, McCabe C, Patrick E, Xu J, Yu L, Gaiteri C, Bennett DA, Mostafavi S, De Jager PL. An xQTL map integrates the genetic architecture of the human brain's transcriptome and epigenome. Nat Neurosci 2017; 20:1418-1426. [PMID: 28869584 PMCID: PMC5785926 DOI: 10.1038/nn.4632] [Citation(s) in RCA: 246] [Impact Index Per Article: 35.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2016] [Accepted: 08/02/2017] [Indexed: 12/15/2022]
Abstract
We report a multi-omic resource generated by applying quantitative trait locus (xQTL) analyses to RNA sequence, DNA methylation and histone acetylation data from the dorsolateral prefrontal cortex of 411 older adults who have all three data types. We identify SNPs significantly associated with gene expression, DNA methylation and histone modification levels. Many of these SNPs influence multiple molecular features, and we demonstrate that SNP effects on RNA expression are fully mediated by epigenetic features in 9% of these loci. Further, we illustrate the utility of our new resource, xQTL Serve, by using it to prioritize the cell type(s) most affected by an xQTL. We also reanalyze published genome wide association studies using an xQTL-weighted analysis approach and identify 18 new schizophrenia and 2 new bipolar susceptibility variants, which is more than double the number of loci that can be discovered with a larger blood-based expression eQTL resource.
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Affiliation(s)
- B Ng
- Department of Statistics and Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada,Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada
| | - CC White
- Broad Institute, Cambridge, Massachusetts, USA
| | - H Klein
- Broad Institute, Cambridge, Massachusetts, USA,Center for Translational & Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York, USA
| | | | - C McCabe
- Broad Institute, Cambridge, Massachusetts, USA
| | - E Patrick
- Broad Institute, Cambridge, Massachusetts, USA
| | - J Xu
- Broad Institute, Cambridge, Massachusetts, USA
| | - L Yu
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - C Gaiteri
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - DA Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - S Mostafavi
- Department of Statistics and Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada,Centre for Molecular Medicine and Therapeutics, Vancouver, British Columbia, Canada,Canadian Institute for Advanced Research, CIFAR program in Child and Brain Development, Toronto, Canada,To whom the correspondence should be addressed to: and
| | - PL De Jager
- Broad Institute, Cambridge, Massachusetts, USA,Center for Translational & Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York, USA,To whom the correspondence should be addressed to: and
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31
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Sims R, van der Lee SJ, Naj AC, Bellenguez C, Badarinarayan N, Jakobsdottir J, Kunkle BW, Boland A, Raybould R, Bis JC, Martin ER, Grenier-Boley B, Heilmann-Heimbach S, Chouraki V, Kuzma AB, Sleegers K, Vronskaya M, Ruiz A, Graham RR, Olaso R, Hoffmann P, Grove ML, Vardarajan BN, Hiltunen M, Nöthen MM, White CC, Hamilton-Nelson KL, Epelbaum J, Maier W, Choi SH, Beecham GW, Dulary C, Herms S, Smith AV, Funk CC, Derbois C, Forstner AJ, Ahmad S, Li H, Bacq D, Harold D, Satizabal CL, Valladares O, Squassina A, Thomas R, Brody JA, Qu L, Sánchez-Juan P, Morgan T, Wolters FJ, Zhao Y, Garcia FS, Denning N, Fornage M, Malamon J, Naranjo MCD, Majounie E, Mosley TH, Dombroski B, Wallon D, Lupton MK, Dupuis J, Whitehead P, Fratiglioni L, Medway C, Jian X, Mukherjee S, Keller L, Brown K, Lin H, Cantwell LB, Panza F, McGuinness B, Moreno-Grau S, Burgess JD, Solfrizzi V, Proitsi P, Adams HH, Allen M, Seripa D, Pastor P, Cupples LA, Price ND, Hannequin D, Frank-García A, Levy D, Chakrabarty P, Caffarra P, Giegling I, Beiser AS, Giedraitis V, Hampel H, Garcia ME, Wang X, Lannfelt L, Mecocci P, Eiriksdottir G, Crane PK, Pasquier F, Boccardi V, Henández I, Barber RC, Scherer M, Tarraga L, Adams PM, Leber M, Chen Y, Albert MS, Riedel-Heller S, Emilsson V, Beekly D, Braae A, Schmidt R, Blacker D, Masullo C, Schmidt H, Doody RS, Spalletta G, Longstreth WT, Fairchild TJ, Bossù P, Lopez OL, Frosch MP, Sacchinelli E, Ghetti B, Yang Q, Huebinger RM, Jessen F, Li S, Kamboh MI, Morris J, Sotolongo-Grau O, Katz MJ, Corcoran C, Dunstan M, Braddel A, Thomas C, Meggy A, Marshall R, Gerrish A, Chapman J, Aguilar M, Taylor S, Hill M, Fairén MD, Hodges A, Vellas B, Soininen H, Kloszewska I, Daniilidou M, Uphill J, Patel Y, Hughes JT, Lord J, Turton J, Hartmann AM, Cecchetti R, Fenoglio C, Serpente M, Arcaro M, Caltagirone C, Orfei MD, Ciaramella A, Pichler S, Mayhaus M, Gu W, Lleó A, Fortea J, Blesa R, Barber IS, Brookes K, Cupidi C, Maletta RG, Carrell D, Sorbi S, Moebus S, Urbano M, Pilotto A, Kornhuber J, Bosco P, Todd S, Craig D, Johnston J, Gill M, Lawlor B, Lynch A, Fox NC, Hardy J, Albin RL, Apostolova LG, Arnold SE, Asthana S, Atwood CS, Baldwin CT, Barnes LL, Barral S, Beach TG, Becker JT, Bigio EH, Bird TD, Boeve BF, Bowen JD, Boxer A, Burke JR, Burns JM, Buxbaum JD, Cairns NJ, Cao C, Carlson CS, Carlsson CM, Carney RM, Carrasquillo MM, Carroll SL, Diaz CC, Chui HC, Clark DG, Cribbs DH, Crocco EA, DeCarli C, Dick M, Duara R, Evans DA, Faber KM, Fallon KB, Fardo DW, Farlow MR, Ferris S, Foroud TM, Galasko DR, Gearing M, Geschwind DH, Gilbert JR, Graff-Radford NR, Green RC, Growdon JH, Hamilton RL, Harrell LE, Honig LS, Huentelman MJ, Hulette CM, Hyman BT, Jarvik GP, Abner E, Jin LW, Jun G, Karydas A, Kaye JA, Kim R, Kowall NW, Kramer JH, LaFerla FM, Lah JJ, Leverenz JB, Levey AI, Li G, Lieberman AP, Lunetta KL, Lyketsos CG, Marson DC, Martiniuk F, Mash DC, Masliah E, McCormick WC, McCurry SM, McDavid AN, McKee AC, Mesulam M, Miller BL, Miller CA, Miller JW, Morris JC, Murrell JR, Myers AJ, O'Bryant S, Olichney JM, Pankratz VS, Parisi JE, Paulson HL, Perry W, Peskind E, Pierce A, Poon WW, Potter H, Quinn JF, Raj A, Raskind M, Reisberg B, Reitz C, Ringman JM, Roberson ED, Rogaeva E, Rosen HJ, Rosenberg RN, Sager MA, Saykin AJ, Schneider JA, Schneider LS, Seeley WW, Smith AG, Sonnen JA, Spina S, Stern RA, Swerdlow RH, Tanzi RE, Thornton-Wells TA, Trojanowski JQ, Troncoso JC, Van Deerlin VM, Van Eldik LJ, Vinters HV, Vonsattel JP, Weintraub S, Welsh-Bohmer KA, Wilhelmsen KC, Williamson J, Wingo TS, Woltjer RL, Wright CB, Yu CE, Yu L, Garzia F, Golamaully F, Septier G, Engelborghs S, Vandenberghe R, De Deyn PP, Fernadez CM, Benito YA, Thonberg H, Forsell C, Lilius L, Kinhult-Stählbom A, Kilander L, Brundin R, Concari L, Helisalmi S, Koivisto AM, Haapasalo A, Dermecourt V, Fievet N, Hanon O, Dufouil C, Brice A, Ritchie K, Dubois B, Himali JJ, Keene CD, Tschanz J, Fitzpatrick AL, Kukull WA, Norton M, Aspelund T, Larson EB, Munger R, Rotter JI, Lipton RB, Bullido MJ, Hofman A, Montine TJ, Coto E, Boerwinkle E, Petersen RC, Alvarez V, Rivadeneira F, Reiman EM, Gallo M, O'Donnell CJ, Reisch JS, Bruni AC, Royall DR, Dichgans M, Sano M, Galimberti D, St George-Hyslop P, Scarpini E, Tsuang DW, Mancuso M, Bonuccelli U, Winslow AR, Daniele A, Wu CK, Peters O, Nacmias B, Riemenschneider M, Heun R, Brayne C, Rubinsztein DC, Bras J, Guerreiro R, Al-Chalabi A, Shaw CE, Collinge J, Mann D, Tsolaki M, Clarimón J, Sussams R, Lovestone S, O'Donovan MC, Owen MJ, Behrens TW, Mead S, Goate AM, Uitterlinden AG, Holmes C, Cruchaga C, Ingelsson M, Bennett DA, Powell J, Golde TE, Graff C, De Jager PL, Morgan K, Ertekin-Taner N, Combarros O, Psaty BM, Passmore P, Younkin SG, Berr C, Gudnason V, Rujescu D, Dickson DW, Dartigues JF, DeStefano AL, Ortega-Cubero S, Hakonarson H, Campion D, Boada M, Kauwe JK, Farrer LA, Van Broeckhoven C, Ikram MA, Jones L, Haines JL, Tzourio C, Launer LJ, Escott-Price V, Mayeux R, Deleuze JF, Amin N, Holmans PA, Pericak-Vance MA, Amouyel P, van Duijn CM, Ramirez A, Wang LS, Lambert JC, Seshadri S, Williams J, Schellenberg GD. Rare coding variants in PLCG2, ABI3, and TREM2 implicate microglial-mediated innate immunity in Alzheimer's disease. Nat Genet 2017; 49:1373-1384. [PMID: 28714976 PMCID: PMC5669039 DOI: 10.1038/ng.3916] [Citation(s) in RCA: 601] [Impact Index Per Article: 85.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 06/16/2017] [Indexed: 02/02/2023]
Abstract
We identified rare coding variants associated with Alzheimer's disease in a three-stage case-control study of 85,133 subjects. In stage 1, we genotyped 34,174 samples using a whole-exome microarray. In stage 2, we tested associated variants (P < 1 × 10-4) in 35,962 independent samples using de novo genotyping and imputed genotypes. In stage 3, we used an additional 14,997 samples to test the most significant stage 2 associations (P < 5 × 10-8) using imputed genotypes. We observed three new genome-wide significant nonsynonymous variants associated with Alzheimer's disease: a protective variant in PLCG2 (rs72824905: p.Pro522Arg, P = 5.38 × 10-10, odds ratio (OR) = 0.68, minor allele frequency (MAF)cases = 0.0059, MAFcontrols = 0.0093), a risk variant in ABI3 (rs616338: p.Ser209Phe, P = 4.56 × 10-10, OR = 1.43, MAFcases = 0.011, MAFcontrols = 0.008), and a new genome-wide significant variant in TREM2 (rs143332484: p.Arg62His, P = 1.55 × 10-14, OR = 1.67, MAFcases = 0.0143, MAFcontrols = 0.0089), a known susceptibility gene for Alzheimer's disease. These protein-altering changes are in genes highly expressed in microglia and highlight an immune-related protein-protein interaction network enriched for previously identified risk genes in Alzheimer's disease. These genetic findings provide additional evidence that the microglia-mediated innate immune response contributes directly to the development of Alzheimer's disease.
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Affiliation(s)
- Rebecca Sims
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Adam C Naj
- Department of Biostatistics and Epidemiology/Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Céline Bellenguez
- INSERM, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Nandini Badarinarayan
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | | | - Brian W Kunkle
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
| | - Anne Boland
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Rachel Raybould
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Eden R Martin
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
- Dr. John T. Macdonald Foundation, Department of Human Genetics, University of Miami, Miami, Florida, USA
| | - Benjamin Grenier-Boley
- INSERM, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn, Germany
| | - Vincent Chouraki
- Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Amanda B Kuzma
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Kristel Sleegers
- Neurodegenerative Brain Diseases Group, Department of Molecular Genetics, VIB, Antwerp, Belgium
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
| | - Maria Vronskaya
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Agustin Ruiz
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - Robert R Graham
- Immunology Biomarkers Group, Genentech, South San Francisco, California, USA
| | - Robert Olaso
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn, Germany
- Division of Medical Genetics, University Hospital and Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Megan L Grove
- School of Public Health, Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Badri N Vardarajan
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, New York, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, New York, USA
- Department of Neurology, Columbia University, New York, New York, USA
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn, Germany
| | - Charles C White
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | | | - Jacques Epelbaum
- UMR 894, Center for Psychiatry and Neuroscience, INSERM, Université Paris Descartes, Paris, France
| | - Wolfgang Maier
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Seung-Hoan Choi
- Boston University School of Medicine, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Gary W Beecham
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
- Dr. John T. Macdonald Foundation, Department of Human Genetics, University of Miami, Miami, Florida, USA
| | - Cécile Dulary
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn, Germany
- Division of Medical Genetics, University Hospital and Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Cory C Funk
- Institute for Systems Biology, Seattle, Washington, USA
| | - Céline Derbois
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life &Brain Center, University of Bonn, Bonn, Germany
| | - Shahzad Ahmad
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Hongdong Li
- Institute for Systems Biology, Seattle, Washington, USA
| | - Delphine Bacq
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Denise Harold
- School of Biotechnology, Dublin City University, Dublin, Ireland
| | - Claudia L Satizabal
- Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Otto Valladares
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Alessio Squassina
- Section of Neuroscience and Clinical Pharmacology, Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Rhodri Thomas
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Liming Qu
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Pascual Sánchez-Juan
- Neurology Service and CIBERNED, 'Marqués de Valdecilla' University Hospital (University of Cantabria and IFIMAV), Santander, Spain
| | - Taniesha Morgan
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Frank J Wolters
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Yi Zhao
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | | | - Nicola Denning
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, Texas, USA
| | - John Malamon
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | | | - Elisa Majounie
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Thomas H Mosley
- Departments of Medicine, Geriatrics, Gerontology and Neurology, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Beth Dombroski
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - David Wallon
- Centre Hospitalier du Rouvray, Sotteville les Rouen, France
- INSERM U1079, Rouen University, IRIB, Normandy University, Rouen, France
| | - Michelle K Lupton
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Herston, Queensland, Australia
| | - Josée Dupuis
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Patrice Whitehead
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
| | - Laura Fratiglioni
- Department of Geriatric Medicine, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Christopher Medway
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Xueqiu Jian
- Brown Foundation Institute of Molecular Medicine, University of Texas Health Sciences Center at Houston, Houston, Texas, USA
| | | | - Lina Keller
- Aging Research Center, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - Kristelle Brown
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Honghuang Lin
- Section of Computational Biomedicine, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Laura B Cantwell
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Francesco Panza
- Neurodegenerative Disease Unit, Department of Basic Medicine, Neuroscience, and Sense Organs, University of Bari Aldo Moro, Bari, Italy
| | - Bernadette McGuinness
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, UK
| | - Sonia Moreno-Grau
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - Jeremy D Burgess
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Vincenzo Solfrizzi
- Geriatric Medicine-Memory Unit and Rare Disease Centre, University of Bari Aldo Moro, Bari, Italy
| | - Petra Proitsi
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Hieab H Adams
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Davide Seripa
- Geriatric Unit and Gerontology-Geriatrics Research Laboratory, Department of Medical Sciences, IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Pau Pastor
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - L Adrienne Cupples
- Framingham Heart Study, Framingham, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | | | - Didier Hannequin
- INSERM U1079, Rouen University, IRIB, Normandy University, Rouen, France
- Department of Neurology, Rouen University Hospital, Rouen, France
| | - Ana Frank-García
- Department of Neurology, University Hospital La Paz, Universidad Autónoma de Madrid, Madrid, Spain
- Instituto de Investigación Sanitaria Hospital la Paz (IdiPAZ), Madrid, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
| | - Daniel Levy
- Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
- National Heart, Lung, and Blood Institute, Bethesda, Maryland, USA
| | - Paramita Chakrabarty
- Center for Translational Research in Neurodegenerative Disease, Department of Neuroscience, University of Florida, Gainesville, Florida, USA
| | - Paolo Caffarra
- Department of Neuroscience, University of Parma, Parma, Italy
- Center for Cognitive Disorders AUSL, Parma, Italy
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Alexa S Beiser
- Framingham Heart Study, Framingham, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | | | - Harald Hampel
- AXA Research Fund and UPMC Chair, Paris, France
- Sorbonne Universités, Université Pierre et Marie Curie, Paris, France
- Institut de la Mémoire et de la Maladie d'Alzheimer (IM2A) and Institut du Cerveau et de la Moelle Épinière (ICM), Département de Neurologie, Hôpital de la Pitié-Salpêtrière, Paris, France
| | - Melissa E Garcia
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, Maryland, USA
| | - Xue Wang
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | - Lars Lannfelt
- Department of Public Health/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Patrizia Mecocci
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | | | - Paul K Crane
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Florence Pasquier
- Centre Hospitalier Universitaire de Lille, Epidemiology and Public Health Department, Lille, France
- INSERM UMRS 1171, CNR-Maj, Lille, France
| | - Virginia Boccardi
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Isabel Henández
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - Robert C Barber
- Department of Pharmacology and Neuroscience, University of North Texas Health Science Center, Fort Worth, Texas, USA
| | - Martin Scherer
- Department of Primary Medical Care, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Lluis Tarraga
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - Perrie M Adams
- Department of Psychiatry, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Markus Leber
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Yuning Chen
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Marilyn S Albert
- Department of Neurology, Johns Hopkins University, Baltimore, Maryland, USA
| | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig, Leipzig, Germany
| | - Valur Emilsson
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Pharmaceutical Sciences, University of Iceland, Reykjavik, Iceland
| | - Duane Beekly
- National Alzheimer's Coordinating Center, University of Washington, Seattle, Washington, USA
| | - Anne Braae
- Schools of Life Sciences and Medicine, University of Nottingham, Nottingham, UK
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz, Austria
| | - Deborah Blacker
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, USA
- Department of Psychiatry, Massachusetts General Hospital/Harvard Medical School, Boston, Massachusetts, USA
| | - Carlo Masullo
- Department of Neurology, Catholic University of Rome, Rome, Italy
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University Graz, Graz, Austria
| | - Rachelle S Doody
- Alzheimer's Disease and Memory Disorders Center, Baylor College of Medicine, Houston, Texas, USA
| | - Gianfranco Spalletta
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Thomas J Fairchild
- Office of Strategy and Measurement, University of North Texas Health Science Center, Fort Worth, Texas, USA
| | - Paola Bossù
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - Oscar L Lopez
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Matthew P Frosch
- C.S. Kubik Laboratory for Neuropathology, Massachusetts General Hospital, Charlestown, Massachusetts, USA
| | - Eleonora Sacchinelli
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - Bernardino Ghetti
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, Indiana, USA
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Ryan M Huebinger
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Frank Jessen
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - M Ilyas Kamboh
- Alzheimer's Disease Research Center, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - John Morris
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
- Hope Center Program on Protein Aggregation and Neurodegeneration, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Oscar Sotolongo-Grau
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - Mindy J Katz
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | - Chris Corcoran
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
| | - Melanie Dunstan
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Amy Braddel
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Charlene Thomas
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Alun Meggy
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Rachel Marshall
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Amy Gerrish
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Jade Chapman
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Miquel Aguilar
- Fundació per la Recerca Biomèdica i Social Mútua Terrassa, Terrassa, Barcelona, Spain
- Memory Unit, Department of Neurology, Hospital Universitario Mútua Terrassa, Terrassa, Barcelona, Spain
| | - Sarah Taylor
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Matt Hill
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Mònica Díez Fairén
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Fundació per la Recerca Biomèdica i Social Mútua Terrassa, Terrassa, Barcelona, Spain
| | - Angela Hodges
- Department of Old Age Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Bruno Vellas
- INSERM U558, University of Toulouse, Toulouse, France
| | - Hilkka Soininen
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Iwona Kloszewska
- Elderly and Psychiatric Disorders Department, Medical University of Lodz, Lodz, Poland
| | - Makrina Daniilidou
- Department of Health Sciences, Psychiatry for the Elderly, University of Leicester, Leicester, UK
| | - James Uphill
- Department of Neurodegenerative Disease, MRC Prion Unit, UCL Institute of Neurology, London, UK
| | - Yogen Patel
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Joseph T Hughes
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jenny Lord
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - James Turton
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Roberta Cecchetti
- Section of Gerontology and Geriatrics, Department of Medicine, University of Perugia, Perugia, Italy
| | - Chiara Fenoglio
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Maria Serpente
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Marina Arcaro
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Carlo Caltagirone
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - Maria Donata Orfei
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - Antonio Ciaramella
- Experimental Neuropsychiatry Laboratory, IRCCS Santa Lucia Foundation, Department of Clinical and Behavioural Neurology, Rome, Italy
| | - Sabrina Pichler
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Manuel Mayhaus
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Wei Gu
- Department of Psychiatry and Psychotherapy, University Hospital, Saarland, Germany
| | - Alberto Lleó
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University of Barcelona, Barcelona, Spain
| | - Juan Fortea
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University of Barcelona, Barcelona, Spain
| | - Rafael Blesa
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University of Barcelona, Barcelona, Spain
| | - Imelda S Barber
- Schools of Life Sciences and Medicine, University of Nottingham, Nottingham, UK
| | - Keeley Brookes
- Schools of Life Sciences and Medicine, University of Nottingham, Nottingham, UK
| | - Chiara Cupidi
- Regional Neurogenetic Centre (CRN), ASP Catanzaro, Lamezia Terme, Italy
| | | | - David Carrell
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
| | - Sandro Sorbi
- NEUROFARBA (Department of Neuroscience, Psychology, Drug Research and Child Health), University of Florence, Florence, Italy
- IRCCS 'Don Carlo Gnocchi', Florence, Italy
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, University Duisburg-Essen, Essen, Germany
| | - Maria Urbano
- Geriatric Unit and Gerontology-Geriatrics Research Laboratory, Department of Medical Sciences, IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Alberto Pilotto
- Geriatric Unit and Gerontology-Geriatrics Research Laboratory, Department of Medical Sciences, IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Paolo Bosco
- Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Associazione Oasi Maria Santissima Srl, Troina, Italy
| | - Stephen Todd
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, UK
| | - David Craig
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, UK
| | - Janet Johnston
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, UK
| | - Michael Gill
- Mercers Institute for Research on Aging, St. James Hospital and Trinity College, Dublin, Ireland
| | - Brian Lawlor
- Mercers Institute for Research on Aging, St. James Hospital and Trinity College, Dublin, Ireland
| | - Aoibhinn Lynch
- Mercers Institute for Research on Aging, St. James Hospital and Trinity College, Dublin, Ireland
| | - Nick C Fox
- Department of Molecular Neuroscience, UCL, Institute of Neurology, London, UK
| | - John Hardy
- Department of Molecular Neuroscience, UCL, Institute of Neurology, London, UK
| | - Roger L Albin
- Department of Neurology, University of Michigan, Ann Arbor, Michigan, USA
- Geriatric Research, Education and Clinical Center (GRECC), VA Ann Arbor Healthcare System (VAAAHS), Ann Arbor, Michigan, USA
- Michigan Alzheimer Disease Center, Ann Arbor, Michigan, USA
| | - Liana G Apostolova
- Indiana Alzheimer's Disease Center, Indiana University School of Medicine, Indianapolis, Indiana, USA
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, Indiana, USA
- Department of Neurology, Indiana University, Indianapolis, Indiana, USA
- Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, Indiana, USA
| | - Steven E Arnold
- Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Sanjay Asthana
- Geriatric Research, Education and Clinical Center (GRECC), University of Wisconsin, Madison, Wisconsin, USA
- Department of Medicine, University of Wisconsin, Madison, Wisconsin, USA
- Wisconsin Alzheimer's Disease Research Center, Madison, Wisconsin, USA
| | - Craig S Atwood
- Geriatric Research, Education and Clinical Center (GRECC), University of Wisconsin, Madison, Wisconsin, USA
- Department of Medicine, University of Wisconsin, Madison, Wisconsin, USA
- Wisconsin Alzheimer's Disease Research Center, Madison, Wisconsin, USA
| | - Clinton T Baldwin
- Department of Medicine (Genetics Program), Boston University, Boston, Massachusetts, USA
| | - Lisa L Barnes
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Department of Behavioral Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - Sandra Barral
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, New York, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, New York, USA
- Department of Neurology, Columbia University, New York, New York, USA
| | - Thomas G Beach
- Civin Laboratory for Neuropathology, Banner Sun Health Research Institute, Phoenix, Arizona, USA
| | - James T Becker
- Departments of Psychiatry, Neurology, and Psychology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Eileen H Bigio
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Cognitive Neurology and Alzheimer's Disease Center, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Thomas D Bird
- Department of Neurology, University of Washington, Seattle, Washington, USA
- VA Puget Sound Health Care System/GRECC, Seattle, Washington, USA
| | - Bradley F Boeve
- Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Adam Boxer
- Department of Neurology, University of California, San Francisco, San Francisco, California, USA
| | - James R Burke
- Department of Medicine, Duke University, Durham, North Carolina, USA
| | - Jeffrey M Burns
- University of Kansas Alzheimer's Disease Center, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Joseph D Buxbaum
- Department of Genetics and Genomic Sciences, Mount Sinai School of Medicine, New York, New York, USA
- Department of Neuroscience, Mount Sinai School of Medicine, New York, New York, USA
- Department of Psychiatry, Mount Sinai School of Medicine, New York, New York, USA
| | - Nigel J Cairns
- Department of Pathology and Immunology, Washington University, St. Louis, Missouri, USA
| | - Chuanhai Cao
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, Florida, USA
| | - Chris S Carlson
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Cynthia M Carlsson
- Department of Medicine, University of Wisconsin, Madison, Wisconsin, USA
- Wisconsin Alzheimer's Disease Research Center, Madison, Wisconsin, USA
| | - Regina M Carney
- Department of Psychiatry and Behavioral Sciences, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | | | - Steven L Carroll
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Carolina Ceballos Diaz
- Center for Translational Research in Neurodegenerative Disease, Department of Neuroscience, University of Florida, Gainesville, Florida, USA
| | - Helena C Chui
- Department of Neurology, University of Southern California, Los Angeles, California, USA
| | - David G Clark
- Department of Neurology, Medical University of South Carolina, Charleston, South Carolina, USA
- Department of Neurology, Ralph H. Johnson VA Medical Center, Charleston, South Carolina, USA
| | - David H Cribbs
- Department of Neurology, University of California, Irvine, Irvine, California, USA
| | - Elizabeth A Crocco
- Department of Psychiatry and Behavioral Sciences, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Charles DeCarli
- Department of Neurology, University of California, Davis, Sacramento, California, USA
| | - Malcolm Dick
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, Irvine, California, USA
| | - Ranjan Duara
- Wien Center for Alzheimer's Disease and Memory Disorders, Mount Sinai Medical Center, Miami Beach, Florida, USA
| | - Denis A Evans
- Rush Institute for Healthy Aging, Department of Internal Medicine, Rush University Medical Center, Chicago, Illinois, USA
| | - Kelley M Faber
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, Indiana, USA
| | - Kenneth B Fallon
- Department of Pathology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - David W Fardo
- Sanders-Brown Center on Aging, Department of Biostatistics, University of Kentucky, Lexington, Kentucky, USA
| | - Martin R Farlow
- Department of Neurology, Indiana University, Indianapolis, Indiana, USA
| | - Steven Ferris
- Department of Psychiatry, New York University, New York, New York, USA
| | - Tatiana M Foroud
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, Indiana, USA
| | - Douglas R Galasko
- Department of Neurosciences, University of California, San Diego, La Jolla, California, USA
| | - Marla Gearing
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia, USA
- Emory Alzheimer's Disease Center, Emory University, Atlanta, Georgia, USA
| | - Daniel H Geschwind
- Neurogenetics Program, University of California, Los Angeles, Los Angeles, California, USA
| | - John R Gilbert
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
- Dr. John T. Macdonald Foundation, Department of Human Genetics, University of Miami, Miami, Florida, USA
| | - Neill R Graff-Radford
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
- Department of Neurology, Mayo Clinic, Jacksonville, Florida, USA
| | - Robert C Green
- Division of Genetics, Department of Medicine and Partners Center for Personalized Genetic Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - John H Growdon
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, Massachusetts, USA
| | - Ronald L Hamilton
- Department of Pathology (Neuropathology), University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Lindy E Harrell
- Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Lawrence S Honig
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, New York, USA
| | - Matthew J Huentelman
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, Arizona, USA
| | | | - Bradley T Hyman
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, Massachusetts, USA
| | - Gail P Jarvik
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
- Department of Medicine (Medical Genetics), University of Washington, Seattle, Washington, USA
| | - Erin Abner
- Sanders-Brown Center on Aging, College of Public Health, Department of Epidemiology, University of Kentucky, Lexington, Kentucky, USA
| | - Lee-Way Jin
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, California, USA
| | - Gyungah Jun
- Department of Medicine (Genetics Program), Boston University, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University, Boston, Massachusetts, USA
- Department of Ophthalmology, Boston University, Boston, Massachusetts, USA
| | - Anna Karydas
- Department of Neurology, University of California, San Francisco, San Francisco, California, USA
| | - Jeffrey A Kaye
- Department of Neurology, Oregon Health &Science University, Portland, Oregon, USA
- Department of Neurology, Portland Veterans Affairs Medical Center, Portland, Oregon, USA
| | - Ronald Kim
- Department of Pathology and Laboratory Medicine, University of California, Irvine, Irvine, California, USA
| | - Neil W Kowall
- Department of Neurology, Boston University, Boston, Massachusetts, USA
- Department of Pathology, Boston University, Boston, Massachusetts, USA
| | - Joel H Kramer
- Department of Neuropsychology, University of California, San Francisco, San Francisco, California, USA
| | - Frank M LaFerla
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, California, USA
| | - James J Lah
- Department of Neurology, Emory University, Atlanta, Georgia, USA
| | - James B Leverenz
- Cleveland Clinic Lou Ruvo Center for Brain Health, Cleveland Clinic, Cleveland, Ohio, USA
| | - Allan I Levey
- Department of Neurology, Emory University, Atlanta, Georgia, USA
| | - Ge Li
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
- VA Puget Sound Health Care System/GRECC, Seattle, Washington, USA
| | - Andrew P Lieberman
- Department of Pathology, University of Michigan, Ann Arbor, Michigan, USA
| | - Kathryn L Lunetta
- Department of Biostatistics, Boston University, Boston, Massachusetts, USA
| | | | - Daniel C Marson
- Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Frank Martiniuk
- Department of Medicine-Pulmonary, New York University, New York, New York, USA
| | - Deborah C Mash
- Department of Neurology, University of Miami, Miami, Florida, USA
| | - Eliezer Masliah
- Department of Neurosciences, University of California, San Diego, La Jolla, California, USA
- Department of Pathology, University of California, San Diego, La Jolla, California, USA
| | - Wayne C McCormick
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Susan M McCurry
- School of Nursing Northwest Research Group on Aging, University of Washington, Seattle, Washington, USA
| | - Andrew N McDavid
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Ann C McKee
- Department of Neurology, Boston University, Boston, Massachusetts, USA
- Department of Pathology, Boston University, Boston, Massachusetts, USA
| | - Marsel Mesulam
- Cognitive Neurology and Alzheimer's Disease Center, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Bruce L Miller
- Department of Neurology, University of California, San Francisco, San Francisco, California, USA
| | - Carol A Miller
- Department of Pathology, University of Southern California, Los Angeles, California, USA
| | - Joshua W Miller
- Department of Pathology and Laboratory Medicine, University of California, Davis, Sacramento, California, USA
| | - John C Morris
- Department of Pathology and Immunology, Washington University, St. Louis, Missouri, USA
- Department of Neurology, Washington University, St. Louis, Missouri, USA
| | - Jill R Murrell
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, Indiana, USA
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, Indiana, USA
| | - Amanda J Myers
- Department of Psychiatry and Behavioral Sciences, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Sid O'Bryant
- Internal Medicine, Division of Geriatrics, University of North Texas Health Science Center, Fort Worth, Texas, USA
| | - John M Olichney
- Department of Neurology, University of California, Davis, Sacramento, California, USA
| | - Vernon S Pankratz
- Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, New Mexico, USA
| | - Joseph E Parisi
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Henry L Paulson
- Department of Neurology, University of Michigan, Ann Arbor, Michigan, USA
- Michigan Alzheimer Disease Center, Ann Arbor, Michigan, USA
| | - William Perry
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
| | - Elaine Peskind
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
| | - Aimee Pierce
- Department of Neurology, University of California, Irvine, Irvine, California, USA
| | - Wayne W Poon
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, Irvine, California, USA
| | - Huntington Potter
- Department of Neurology, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Joseph F Quinn
- Department of Neurology, Oregon Health &Science University, Portland, Oregon, USA
- Department of Neurology, Portland Veterans Affairs Medical Center, Portland, Oregon, USA
| | - Ashok Raj
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, Florida, USA
| | - Murray Raskind
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
| | - Barry Reisberg
- Department of Psychiatry, New York University, New York, New York, USA
- Alzheimer's Disease Center, New York University, New York, New York, USA
| | - Christiane Reitz
- Gertrude H. Sergievsky Center, Columbia University, New York, New York, USA
- Department of Neurology, Columbia University, New York, New York, USA
- Department of Epidemiology, Columbia University, New York, New York, USA
| | - John M Ringman
- Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA
| | - Erik D Roberson
- Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Ekaterina Rogaeva
- Tanz Centre for Research in Neurodegenerative Disease, University of Toronto, Toronto, Ontario, Canada
| | - Howard J Rosen
- Department of Neurology, University of California, San Francisco, San Francisco, California, USA
| | - Roger N Rosenberg
- Department of Neurology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Mark A Sager
- Department of Medicine, University of Wisconsin, Madison, Wisconsin, USA
| | - Andrew J Saykin
- Department of Medical and Molecular Genetics, Indiana University, Indianapolis, Indiana, USA
- Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, Indiana, USA
| | - Julie A Schneider
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
- Department of Pathology (Neuropathology), Rush University Medical Center, Chicago, Illinois, USA
| | - Lon S Schneider
- Department of Neurology, University of Southern California, Los Angeles, California, USA
- Department of Psychiatry, University of Southern California, Los Angeles, California, USA
| | - William W Seeley
- Department of Neurology, University of California, San Francisco, San Francisco, California, USA
| | - Amanda G Smith
- USF Health Byrd Alzheimer's Institute, University of South Florida, Tampa, Florida, USA
| | - Joshua A Sonnen
- Department of Pathology, University of Washington, Seattle, Washington, USA
| | - Salvatore Spina
- Department of Pathology and Laboratory Medicine, Indiana University, Indianapolis, Indiana, USA
| | - Robert A Stern
- Department of Neurology, Boston University, Boston, Massachusetts, USA
| | - Russell H Swerdlow
- University of Kansas Alzheimer's Disease Center, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Rudolph E Tanzi
- Department of Neurology, Massachusetts General Hospital/Harvard Medical School, Boston, Massachusetts, USA
| | - Tricia A Thornton-Wells
- Translational Medicine, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts, USA
| | - John Q Trojanowski
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Juan C Troncoso
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland, USA
| | - Vivianna M Van Deerlin
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Linda J Van Eldik
- Sanders-Brown Center on Aging, Department of Anatomy and Neurobiology, University of Kentucky, Lexington, Kentucky, USA
| | - Harry V Vinters
- Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, Los Angeles, California, USA
| | - Jean Paul Vonsattel
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Pathology, Columbia University, New York, New York, USA
| | - Sandra Weintraub
- Cognitive Neurology and Alzheimer's Disease Center, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Department of Psychiatry, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Kathleen A Welsh-Bohmer
- Department of Medicine, Duke University, Durham, North Carolina, USA
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, North Carolina, USA
| | - Kirk C Wilhelmsen
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jennifer Williamson
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, New York, USA
| | - Thomas S Wingo
- Department of Neurology, Emory University, Atlanta, Georgia, USA
| | - Randall L Woltjer
- Department of Pathology, Oregon Health &Science University, Portland, Oregon, USA
| | - Clinton B Wright
- Evelyn F. McKnight Brain Institute, Department of Neurology, Miller School of Medicine, University of Miami, Miami, Florida, USA
| | - Chang-En Yu
- Department of Medicine, University of Washington, Seattle, Washington, USA
| | - Lei Yu
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - Fabienne Garzia
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Feroze Golamaully
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Gislain Septier
- CEA/Institut de Génomique, Centre National de Génotypage, Evry, France
| | - Sebastien Engelborghs
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology and Memory Clinic, Hospital Network Antwerp, Antwerp, Belgium
| | - Rik Vandenberghe
- Department of Neurology and Memory Clinic, Hospital Network Antwerp, Antwerp, Belgium
- Laboratory for Cognitive Neurology, Department of Neurology, University of Leuven, Leuven, Belgium
| | - Peter P De Deyn
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
- Department of Neurology and Memory Clinic, Hospital Network Antwerp, Antwerp, Belgium
| | - Carmen Muñoz Fernadez
- Department of Immunology, Hospital Universitario Doctor Negrín, Las Palmas de Gran Canaria, Spain
| | - Yoland Aladro Benito
- Department of Immunology, Hospital Universitario Doctor Negrín, Las Palmas de Gran Canaria, Spain
| | - Hakan Thonberg
- Department of Geriatric Medicine, Genetics Unit, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, KIADRC, Karolinska Institutet, Stockholm, Sweden
| | - Charlotte Forsell
- Department of Geriatric Medicine, Genetics Unit, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, KIADRC, Karolinska Institutet, Stockholm, Sweden
| | - Lena Lilius
- Department of Geriatric Medicine, Genetics Unit, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, KIADRC, Karolinska Institutet, Stockholm, Sweden
| | - Anne Kinhult-Stählbom
- Department of Geriatric Medicine, Genetics Unit, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, KIADRC, Karolinska Institutet, Stockholm, Sweden
| | - Lena Kilander
- Department of Public Health/Geriatrics, Uppsala University, Uppsala, Sweden
| | - RoseMarie Brundin
- Department of Public Health/Geriatrics, Uppsala University, Uppsala, Sweden
| | - Letizia Concari
- Department of Neuroscience, University of Parma, Parma, Italy
- Center for Cognitive Disorders AUSL, Parma, Italy
| | - Seppo Helisalmi
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
- Institute of Clinical Medicine/Neurology, University of Eastern Finland, Kuopio, Finland
| | - Anne Maria Koivisto
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
- Institute of Clinical Medicine/Neurology, University of Eastern Finland, Kuopio, Finland
| | - Annakaisa Haapasalo
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
- Institute of Clinical Medicine/Neurology, University of Eastern Finland, Kuopio, Finland
| | - Vincent Dermecourt
- CHU Lille, Memory Center of Lille (Centre Mémoire de Ressources et de Recherche), Lille, France
| | - Nathalie Fievet
- INSERM, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
- University Paris Descartes, EA 4468, AP-HP, Hôpital Broca, Geriatrics Department, Paris, France
| | - Olivier Hanon
- University Paris Descartes, EA 4468, AP-HP, Hôpital Broca, Geriatrics Department, Paris, France
| | - Carole Dufouil
- University of Bordeaux, Neuroepidemiology, Bordeaux, France
- INSERM, Neuroepidemiology, UMR 897, Bordeaux, France
| | - Alexis Brice
- INSERM U1127, CNRS UMR 7225, Sorbonne Universités, UPMC Université Paris 06, UMRS 1127, Institut du Cerveau et de la Moelle Épinière, Paris, France
- AP-HP, Department of Genetics, Pitié-Salpêtrière Hospital, Paris, France
| | - Karen Ritchie
- INSERM U1061, La Colombière Hospital, Montpellier, France
| | - Bruno Dubois
- Institut de la Mémoire et de la Maladie d'Alzheimer (IM2A), Département de Neurologie, Hôpital de la Pitié-Salpêtrière, AP-HP, Paris, France
- Institut des Neurosciences Translationnelles de Paris (IHU-A-ICM), Institut du Cerveau et de la Moelle Épinière (ICM), Paris, France
- INSERM, CNRS, UMRS 975, Institut du Cerveau et de la Moelle Épinière (ICM), Paris, France
- Sorbonne Universités, Université Pierre et Marie Curie, Hôpital de la Pitié-Salpêtrière, AP-HP, Paris, France
| | | | - C Dirk Keene
- Department of Pathology, University of Washington, Seattle, Washington, USA
| | - JoAnn Tschanz
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
| | - Annette L Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Family Medicine, University of Washington, Seattle, Washington, USA
| | - Walter A Kukull
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Maria Norton
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
| | - Thor Aspelund
- Icelandic Heart Association, Kopavogur, Iceland
- Centre for Public Health, University of Iceland, Reykjavik, Iceland
| | - Eric B Larson
- Department of Medicine, University of Washington, Seattle, Washington, USA
- Group Health Research Institute, Group Health, Seattle, Washington, USA
| | - Ron Munger
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, California, USA
| | - Richard B Lipton
- Department of Neurology, Albert Einstein College of Medicine, Bronx, New York, USA
| | - María J Bullido
- Instituto de Investigación Sanitaria Hospital la Paz (IdiPAZ), Madrid, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Centro de Biología Molecular Severo Ochoa (CSIC-UAM), Madrid, Spain
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Thomas J Montine
- Department of Pathology, University of Washington, Seattle, Washington, USA
| | - Eliecer Coto
- Molecular Genetics Laboratory-Hospital, University of Central Asturias, Oviedo, Spain
| | - Eric Boerwinkle
- School of Public Health, Human Genetics Center, University of Texas Health Science Center at Houston, Houston, Texas, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, USA
| | | | - Victoria Alvarez
- Molecular Genetics Laboratory-Hospital, University of Central Asturias, Oviedo, Spain
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
- Netherlands Consortium on Health Aging and National Genomics Initiative, Leiden, the Netherlands
| | - Eric M Reiman
- Neurogenomics Division, Translational Genomics Research Institute, Phoenix, Arizona, USA
- Arizona Alzheimer's Consortium, Phoenix, Arizona, USA
- Banner Alzheimer's Institute, Phoenix, Arizona, USA
- Department of Psychiatry, University of Arizona, Phoenix, Arizona, USA
| | - Maura Gallo
- Regional Neurogenetic Centre (CRN), ASP Catanzaro, Lamezia Terme, Italy
| | | | - Joan S Reisch
- Department of Clinical Sciences, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | | | - Donald R Royall
- Departments of Psychiatry, Medicine, and Family and Community Medicine and South Texas Veterans Health Administration Geriatric Research Education and Clinical Center (GRECC), University of Texas Health Science Center at San Antonio, San Antonio, Texas, USA
| | - Martin Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Mary Sano
- Department of Psychiatry, Mount Sinai School of Medicine, New York, New York, USA
| | - Daniela Galimberti
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Peter St George-Hyslop
- Tanz Centre for Research in Neurodegenerative Disease, University of Toronto, Toronto, Ontario, Canada
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, UK
| | - Elio Scarpini
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Debby W Tsuang
- Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, Washington, USA
- VA Puget Sound Health Care System/GRECC, Seattle, Washington, USA
| | - Michelangelo Mancuso
- Department of Experimental and Clinical Medicine, Neurological Institute, University of Pisa, Pisa, Italy
| | - Ubaldo Bonuccelli
- Department of Experimental and Clinical Medicine, Neurological Institute, University of Pisa, Pisa, Italy
| | - Ashley R Winslow
- PharmaTherapeutics Clinical Research, Pfizer Worldwide Research and Development, Cambridge, Massachusetts, USA
| | - Antonio Daniele
- Institute of Neurology, Catholic University of Sacred Hearth, Rome, Italy
| | - Chuang-Kuo Wu
- Departments of Neurology, Pharmacology, and Neuroscience, Texas Tech University Health Science Center, Lubbock, Texas, USA
| | - Oliver Peters
- Department of Psychiatry, Charité University Medicine, Berlin, Germany
| | - Benedetta Nacmias
- NEUROFARBA (Department of Neuroscience, Psychology, Drug Research and Child Health), University of Florence, Florence, Italy
- IRCCS 'Don Carlo Gnocchi', Florence, Italy
| | | | - Reinhard Heun
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Carol Brayne
- Institute of Public Health, University of Cambridge, Cambridge, UK
| | - David C Rubinsztein
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, UK
| | - Jose Bras
- Department of Molecular Neuroscience, UCL, Institute of Neurology, London, UK
- Department of Medical Sciences, Institute of Biomedicine (iBiMED), University of Aveiro, Aveiro, Portugal
| | - Rita Guerreiro
- Department of Molecular Neuroscience, UCL, Institute of Neurology, London, UK
- Department of Medical Sciences, Institute of Biomedicine (iBiMED), University of Aveiro, Aveiro, Portugal
| | - Ammar Al-Chalabi
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Christopher E Shaw
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - John Collinge
- Department of Neurodegenerative Disease, MRC Prion Unit, UCL Institute of Neurology, London, UK
| | - David Mann
- Institute of Brain, Behaviour and Mental Health, Clinical and Cognitive Neuroscience Research Group, University of Manchester, Manchester, UK
| | - Magda Tsolaki
- 3rd Department of Neurology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Jordi Clarimón
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Memory Unit, Neurology Department and Sant Pau Biomedical Research Institute, Hospital de la Santa Creu i Sant Pau, Autonomous University of Barcelona, Barcelona, Spain
| | - Rebecca Sussams
- Division of Clinical Neurosciences, School of Medicine, University of Southampton, Southampton, UK
| | | | - Michael C O'Donovan
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Michael J Owen
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Timothy W Behrens
- Immunology Biomarkers Group, Genentech, South San Francisco, California, USA
| | - Simon Mead
- Department of Neurodegenerative Disease, MRC Prion Unit, UCL Institute of Neurology, London, UK
| | - Alison M Goate
- Department of Neuroscience, Mount Sinai School of Medicine, New York, New York, USA
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Neurodegenerative Disease, MRC Prion Unit, UCL Institute of Neurology, London, UK
- Department of Pathophysiology and Transplantation, University of Milan, Fondazione Ca' Granda, IRCCS Ospedale Policlinico, Milan, Italy
| | - Clive Holmes
- VA Puget Sound Health Care System/GRECC, Seattle, Washington, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
- Hope Center Program on Protein Aggregation and Neurodegeneration, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Martin Ingelsson
- Department of Public Health/Geriatrics, Uppsala University, Uppsala, Sweden
| | - David A Bennett
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, USA
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - John Powell
- Department of Basic and Clinical Neuroscience, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Todd E Golde
- Center for Translational Research in Neurodegenerative Disease, Department of Neuroscience, University of Florida, Gainesville, Florida, USA
- Florida Alzheimer's Disease Research Center, Gainesville, Florida, USA
| | - Caroline Graff
- Department of Geriatric Medicine, Karolinska University Hospital Huddinge, Stockholm, Sweden
- Department of Neurobiology, Care Sciences and Society, KIADRC, Karolinska Institutet, Stockholm, Sweden
| | - Philip L De Jager
- Center for Translational and Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York, USA
| | - Kevin Morgan
- Institute of Genetics, Queen's Medical Centre, University of Nottingham, Nottingham, UK
| | - Nilufer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
- Department of Neurology, Mayo Clinic, Jacksonville, Florida, USA
| | - Onofre Combarros
- Neurology Service and CIBERNED, 'Marqués de Valdecilla' University Hospital (University of Cantabria and IFIMAV), Santander, Spain
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Health Services, University of Washington, Seattle, Washington, USA
| | - Peter Passmore
- Centre for Public Health, School of Medicine, Dentistry and Biomedical Sciences, Queen's University, Belfast, UK
| | - Steven G Younkin
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
- Department of Neurology, Mayo Clinic, Jacksonville, Florida, USA
| | - Claudine Berr
- Institut de la Mémoire et de la Maladie d'Alzheimer (IM2A), Département de Neurologie, Hôpital de la Pitié-Salpêtrière, AP-HP, Paris, France
- Memory Research and Resources Center, CMRR of Montpellier, Department of Neurology, Hospital Gui de Chauliac, Montpellier, France
- Department of Neurology, Montpellier University, Montpellier, France
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University Halle-Wittenberg, Halle, Germany
| | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic, Jacksonville, Florida, USA
| | | | - Anita L DeStefano
- Framingham Heart Study, Framingham, Massachusetts, USA
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Sara Ortega-Cubero
- Centro de Investigación Biomédica en Red de Enfermedades Neurodegenerativas (CIBERNED), Instituto de Salud Carlos III, Madrid, Spain
- Neurogenetics Laboratory, Division of Neurosciences, Centre for Applied Medical Research, University of Navarra School of Medicine, Pamplona, Spain
- Department of Neurology, Complejo Asistencial Universitario de Palencia, Palencia, Spain
| | - Hakon Hakonarson
- Center for Applied Genomics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Dominique Campion
- Centre Hospitalier du Rouvray, Sotteville les Rouen, France
- INSERM U1079, Rouen University, IRIB, Normandy University, Rouen, France
| | - Merce Boada
- Research Center and Memory Clinic of Fundació ACE, Institut Català de Neurociències Aplicades, Barcelona, Spain
| | - John Keoni Kauwe
- Departments of Biology and Neuroscience, Brigham Young University, Provo, Utah, USA
| | - Lindsay A Farrer
- Boston University School of Medicine, Boston, Massachusetts, USA
- Department of Medicine (Genetics Program), Boston University, Boston, Massachusetts, USA
- Department of Biostatistics, Boston University, Boston, Massachusetts, USA
- Department of Ophthalmology, Boston University, Boston, Massachusetts, USA
- Department of Neurology, Boston University, Boston, Massachusetts, USA
| | - Christine Van Broeckhoven
- Neurodegenerative Brain Diseases Group, Department of Molecular Genetics, VIB, Antwerp, Belgium
- Institute Born-Bunge, University of Antwerp, Antwerp, Belgium
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Lesley Jones
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Jonathan L Haines
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, Ohio, USA
| | - Christophe Tzourio
- INSERM U1127, CNRS UMR 7225, Sorbonne Universités, UPMC Université Paris 06, UMRS 1127, Institut du Cerveau et de la Moelle Épinière, Paris, France
- University of Bordeaux, Neuroepidemiology, UMR 897, Bordeaux, France
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, Maryland, USA
| | - Valentina Escott-Price
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Richard Mayeux
- Taub Institute on Alzheimer's Disease and the Aging Brain, Department of Neurology, Columbia University, New York, New York, USA
- Gertrude H. Sergievsky Center, Columbia University, New York, New York, USA
- Department of Neurology, Columbia University, New York, New York, USA
| | | | - Najaf Amin
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Peter A Holmans
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Margaret A Pericak-Vance
- John P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, USA
- Dr. John T. Macdonald Foundation, Department of Human Genetics, University of Miami, Miami, Florida, USA
| | - Philippe Amouyel
- INSERM, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
- Centre Hospitalier Universitaire de Lille, Epidemiology and Public Health Department, Lille, France
| | | | - Alfredo Ramirez
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Li-San Wang
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Jean-Charles Lambert
- INSERM, U1167, RID-AGE-Risk Factors and Molecular Determinants of Aging-Related Diseases, Lille, France
- Institut Pasteur de Lille, Lille, France
- University Lille, U1167-Excellence Laboratory LabEx DISTALZ, Lille, France
| | - Sudha Seshadri
- Boston University School of Medicine, Boston, Massachusetts, USA
- Framingham Heart Study, Framingham, Massachusetts, USA
| | - Julie Williams
- Institute of Psychological Medicine and Clinical Neurosciences, MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, UK
| | - Gerard D Schellenberg
- Penn Neurodegeneration Genomics Center, Department of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
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Yang HS, White CC, Chibnik LB, Klein HU, Schneider JA, Bennett DA, De Jager PL. UNC5C variants are associated with cerebral amyloid angiopathy. Neurol Genet 2017; 3:e176. [PMID: 28761931 PMCID: PMC5515600 DOI: 10.1212/nxg.0000000000000176] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2017] [Accepted: 06/06/2017] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To determine whether common genetic variants in UNC5C, a recently identified late-onset Alzheimer disease (LOAD) dementia susceptibility gene, are associated with AD susceptibility or AD-related clinical/pathologic phenotypes. METHODS We used data from deceased individuals of European descent who participated in the Religious Orders Study or the Rush Memory and Aging Project (n = 1,288). We examined whether there were associations between single nucleotide polymorphisms (SNPs) within ±100 kb of the UNC5C gene and a diagnosis of AD dementia, global cognitive decline, a pathologic diagnosis of AD, β-amyloid load, neuritic plaque count, diffuse plaque count, paired helical filament tau density, neurofibrillary tangle count, and cerebral amyloid angiopathy (CAA) score. We also evaluated the relation of the CAA-associated variant and dorsolateral prefrontal cortex (DLPFC) UNC5C RNA expression. Secondary analyses were performed to examine the interaction of the CAA-associated SNP and known genetic risk factors of CAA as well as the association of the SNP with other cerebrovascular pathologies. RESULTS A set of UNC5C SNPs tagged by rs28660566T was associated with a higher CAA score (p = 2.3 × 10-6): each additional rs28660566T allele was associated with a 0.60 point higher CAA score, which is equivalent to approximately 75% of the higher CAA score associated with each allele of APOE ε4. rs28660566T was weakly associated with lower UNC5C expression in the human DLPFC (p = 0.036). Moreover, rs28660566T had a synergistic interaction with APOE ε4 on their association with higher CAA severity (p = 0.027) and was associated with more severe arteriolosclerosis (p = 0.0065). CONCLUSIONS Targeted analysis of the UNC5C region uncovered a set of SNPs associated with CAA.
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Affiliation(s)
- Hyun-Sik Yang
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - Charles C White
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - Lori B Chibnik
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - Hans-Ulrich Klein
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - Julie A Schneider
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - David A Bennett
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
| | - Philip L De Jager
- Departments of Neurology and Psychiatry (H.-S.Y., C.C.W., H.-U.K., P.L.D.J.), Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences; Department of Neurology (H.-S.Y.), Center for Alzheimer Research and Treatment, Brigham and Women's Hospital; Harvard Medical School (H.-S.Y., H.-U.K.); Harvard T.H. Chan School of Public Health (L.B.C.), Boston; Program in Medical and Population Genetics (H.-S.Y., C.C.W., L.B.C., H.-U.K., P.L.D.J.), Broad Institute, Cambridge, MA; Rush Alzheimer's Disease Center (J.A.S., D.A.B.) and Department of Neurological Sciences (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL; and Department of Neurology (P.L.D.J.), Center for Translational & Systems Neuroimmunology, Columbia University Medical Center, New York, NY
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Yang H, Yu L, White CC, Sperling RA, Bennett DA, Schneider JA, De Jager PL. [P2–115]: A
TMEM106B
LOCUS IS IMPLICATED IN COGNITIVE DECLINE IN ALZHEIMER's DISEASE. Alzheimers Dement 2017. [DOI: 10.1016/j.jalz.2017.06.765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Affiliation(s)
- Hyun‐Sik Yang
- Broad InstituteCambridgeMAUSA
- Brigham and Women's HospitalBostonMAUSA
- Harvard Medical SchoolBostonMAUSA
| | - Lei Yu
- Rush Alzheimer's Disease CenterChicagoILUSA
- Rush University Medical CenterChicagoILUSA
| | - Charles C. White
- Broad InstituteCambridgeMAUSA
- Brigham and Women's HospitalBostonMAUSA
| | - Reisa A. Sperling
- Brigham and Women's HospitalBostonMAUSA
- Harvard Medical SchoolBostonMAUSA
- Athinoula A. Martinos Center for Biomedical ImagingCharlestownMAUSA
- Massachusetts General HospitalBostonMAUSA
| | - David A. Bennett
- Rush Alzheimer's Disease CenterChicagoILUSA
- Rush University Medical CenterChicagoILUSA
| | - Julie A. Schneider
- Rush Alzheimer's Disease CenterChicagoILUSA
- Rush University Medical CenterChicagoILUSA
| | - Philip L. De Jager
- Broad InstituteCambridgeMAUSA
- Brigham and Women's HospitalBostonMAUSA
- Columbia University Medical CenterNew YorkNYUSA
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Saleheen D, Zhao W, Young R, Nelson CP, Ho W, Ferguson JF, Rasheed A, Ou K, Nurnberg ST, Bauer RC, Goel A, Do R, Stewart AF, Hartiala J, Zhang W, Thorleifsson G, Strawbridge RJ, Sinisalo J, Kanoni S, Sedaghat S, Marouli E, Kristiansson K, Zhao JH, Scott R, Gauguier D, Shah SH, Smith AV, van Zuydam N, Cox AJ, Willenborg C, Kessler T, Zeng L, Province MA, Ganna A, Lind L, Pedersen NL, White CC, Joensuu A, Kleber ME, Hall AS, März W, Salomaa V, O’Donnell C, Ingelsson E, Feitosa MF, Erdmann J, Bowden DW, Palmer CN, Gudnason V, De Faire U, Zalloua P, Wareham N, Thompson JR, Kuulasmaa K, Dedoussis G, Perola M, Dehghan A, Chambers JC, Kooner J, Allayee H, Deloukas P, McPherson R, Stefansson K, Schunkert H, Kathiresan S, Farrall M, Frossard PM, Rader DJ, Samani NJ, Reilly MP. Loss of Cardioprotective Effects at the ADAMTS7 Locus as a Result of Gene-Smoking Interactions. Circulation 2017; 135:2336-2353. [PMID: 28461624 PMCID: PMC5612779 DOI: 10.1161/circulationaha.116.022069] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Accepted: 03/21/2017] [Indexed: 01/14/2023]
Abstract
BACKGROUND Common diseases such as coronary heart disease (CHD) are complex in etiology. The interaction of genetic susceptibility with lifestyle factors may play a prominent role. However, gene-lifestyle interactions for CHD have been difficult to identify. Here, we investigate interaction of smoking behavior, a potent lifestyle factor, with genotypes that have been shown to associate with CHD risk. METHODS We analyzed data on 60 919 CHD cases and 80 243 controls from 29 studies for gene-smoking interactions for genetic variants at 45 loci previously reported to be associated with CHD risk. We also studied 5 loci associated with smoking behavior. Study-specific gene-smoking interaction effects were calculated and pooled using fixed-effects meta-analyses. Interaction analyses were declared to be significant at a P value of <1.0×10-3 (Bonferroni correction for 50 tests). RESULTS We identified novel gene-smoking interaction for a variant upstream of the ADAMTS7 gene. Every T allele of rs7178051 was associated with lower CHD risk by 12% in never-smokers (P=1.3×10-16) in comparison with 5% in ever-smokers (P=2.5×10-4), translating to a 60% loss of CHD protection conferred by this allelic variation in people who smoked tobacco (interaction P value=8.7×10-5). The protective T allele at rs7178051 was also associated with reduced ADAMTS7 expression in human aortic endothelial cells and lymphoblastoid cell lines. Exposure of human coronary artery smooth muscle cells to cigarette smoke extract led to induction of ADAMTS7. CONCLUSIONS: Allelic variation at rs7178051 that associates with reduced ADAMTS7 expression confers stronger CHD protection in never-smokers than in ever-smokers. Increased vascular ADAMTS7 expression may contribute to the loss of CHD protection in smokers.
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Affiliation(s)
- Danish Saleheen
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Wei Zhao
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA
| | - Robin Young
- Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Christopher P. Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
| | - WeangKee Ho
- Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | - Jane F. Ferguson
- Cardiology Division, Department of Medicine, Vanderbilt University, Nashville, TN
| | - Asif Rasheed
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | - Kristy Ou
- Cardiology Division, Department of Medicine, Vanderbilt University, Nashville, TN
| | - Sylvia T. Nurnberg
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Robert C. Bauer
- Cardiology Division, Department of Medicine and the Irving Institute for Clinical and Translational Research, Columbia University Medical Center, New York, NY
| | - Anuj Goel
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine & Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Ron Do
- The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Alexandre F.R. Stewart
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, Canada
| | - Jaana Hartiala
- Institute for Genetic Medicine and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, United Kingdom
| | - Gudmar Thorleifsson
- deCODE Genetics, Sturlugata 8, IS-101 Reykjavik, Iceland
- University of Iceland, School of Medicine, Reykjavik, Iceland
| | - Rona J Strawbridge
- Cardiovascular Medicine Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | | | - Stavroula Kanoni
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Sanaz Sedaghat
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Eirini Marouli
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
- Department of Dietetics-Nutrition, Harokopio University, 70 El. VenizelouStr, Athens, Greece
| | | | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, United Kingdom
| | - Robert Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, United Kingdom
| | | | - Svati H. Shah
- Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, NC
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Natalie van Zuydam
- Medical Research Institute, Ninewells Hospital and Medical School, University of Dundee, Dundee, United Kingdom
| | - Amanda J. Cox
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC
| | - Christina Willenborg
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
- DZHK (German Research Center for Cardiovascular Research) partner site Hamburg–Lübeck–Kiel, Lübeck, Germany
| | - Thorsten Kessler
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
- Klinikum rechts der Isar, München, Germany
| | - Lingyao Zeng
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, München, Germany
| | - Michael A. Province
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
| | - Andrea Ganna
- Analytic and Translational Genetics Unit, Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Charles C. White
- Department of Biostatistics Boston University School of Public Health Framingham Heart Study, Boston, MA
| | - Anni Joensuu
- National Institute for Health and Welfare, Helsinki, Finland
- University of Helsinki, Institute for Molecular Medicine, Finland (FIMM)
| | - Marcus Edi Kleber
- Department of Medicine, Mannheim Medical Faculty, Heidelberg University, Heidelberg, Germany
| | - Alistair S. Hall
- Leeds Institute of Genetics, Health and Therapeutics, University of Leeds, Leeds, United Kingdom
| | - Winfried März
- Synlab Academy, Synlab Services GmbH, Mannheim, Germany and Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Christopher O’Donnell
- National Heart, Lung, and Blood Institute and the Framingham Heart Study, National Institutes of Health, Bethesda, MD
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA
| | - Mary F. Feitosa
- Department of Genetics, Washington University School of Medicine, St. Louis, MO
| | - Jeanette Erdmann
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
- DZHK (German Research Center for Cardiovascular Research) partner site Hamburg–Lübeck–Kiel, Lübeck, Germany
| | - Donald W. Bowden
- Center for Genomics and Personalized Medicine Research, Wake Forest School of Medicine, Winston-Salem, NC
| | - Colin N.A. Palmer
- Medical Research Institute, Ninewells Hospital and Medical School, University of Dundee, Dundee, United Kingdom
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Ulf De Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Pierre Zalloua
- Lebanese American University, School of Medicine, Beirut, Lebanon
| | - Nicholas Wareham
- INSERM, UMRS1138, Centre de Recherche des Cordeliers, Paris, France
| | - John R. Thompson
- Department of Health Sciences, University of Leicester, Leicester, United Kingdom
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, 70 El. VenizelouStr, Athens, Greece
| | - Markus Perola
- National Institute for Health and Welfare, Helsinki, Finland
- University of Helsinki, Institute for Molecular Medicine, Finland (FIMM)
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Jaspal Kooner
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
- Cardiovascular Science, National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Hooman Allayee
- Institute for Genetic Medicine and Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Panos Deloukas
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, Saudi Arabia
| | - Ruth McPherson
- Ruddy Canadian Cardiovascular Genetics Centre, University of Ottawa Heart Institute, Ottawa, Canada
| | - Kari Stefansson
- deCODE Genetics, Sturlugata 8, IS-101 Reykjavik, Iceland
- University of Iceland, School of Medicine, Reykjavik, Iceland
| | - Heribert Schunkert
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, München, Germany
| | - Sekar Kathiresan
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, MA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Martin Farrall
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine & Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - EPIC-CVD
- Department of Public Health and Primary Care, University of Cambridge, United Kingdom
| | | | - Daniel J. Rader
- Department of Genetics, University of Pennsylvania, Philadelphia, PA
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
| | - PROMIS
- Center for Non-Communicable Diseases, Karachi, Pakistan
| | | | - Muredach P. Reilly
- Cardiology Division, Department of Medicine and the Irving Institute for Clinical and Translational Research, Columbia University Medical Center, New York, NY
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Xia Z, Steele SU, Bakshi A, Clarkson SR, White CC, Schindler MK, Nair G, Dewey BE, Price LR, Ohayon J, Chibnik LB, Cortese ICM, De Jager PL, Reich DS. Assessment of Early Evidence of Multiple Sclerosis in a Prospective Study of Asymptomatic High-Risk Family Members. JAMA Neurol 2017; 74:293-300. [PMID: 28114441 DOI: 10.1001/jamaneurol.2016.5056] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Importance Subclinical inflammatory demyelination and neurodegeneration often precede symptom onset in multiple sclerosis (MS). Objective To investigate the prevalence of brain magnetic resonance imaging (MRI) and subclinical abnormalities among asymptomatic individuals at risk for MS. Design, Setting, and Participants The Genes and Environment in Multiple Sclerosis (GEMS) project is a prospective cohort study of first-degree relatives of people with MS. Each participant's risk for MS was assessed using a weighted score (Genetic and Environmental Risk Score for Multiple Sclerosis Susceptibility [GERSMS]) comprising an individual's genetic burden and environmental exposures. The study dates were August 2012 to July 2015. Main Outcomes and Measures Participants in the top and bottom 10% of the risk distribution underwent standard and quantitative neurological examination, including disability status, visual, cognitive, motor, and sensory testing, as well as qualitative and quantitative neuroimaging with 3-T brain MRI and optical coherence tomography. Results This study included 100 participants at risk for MS, with 41 at higher risk (40 women [98%]) and 59 at lower risk (25 women [42%]), at a mean (SD) age of 35.1 (8.7) years. Given the unequal sex distribution between the 2 groups, the analyses were restricted to women (n = 65). When considering all measured outcomes, higher-risk women differed from lower-risk women (P = .01 by omnibus test). Detailed testing with a vibration sensitivity testing device in a subgroup of 47 women showed that higher-risk women exhibited significantly poorer vibration perception in the distal lower extremities (P = .008, adjusting for age, height, and testing date). Furthermore, 5 of 65 women (8%) (4 at higher risk and 1 at lower risk) met the primary neuroimaging outcome of having T2-weighted hyperintense brain lesions consistent with the 2010 McDonald MRI criteria for dissemination in space. A subset of participants harbor many different neuroimaging features associated with MS, including perivenous T2-weighted hyperintense lesions and focal leptomeningeal enhancement, consistent with the hypothesis that these individuals are at higher risk of developing clinical symptoms of MS than the general population. Conclusions and Relevance Higher-risk asymptomatic family members of patients with MS are more likely to have early subclinical manifestations of MS. These findings underscore the importance of early detection in high-risk individuals. Trial Registration clinicaltrials.gov Identifier: NCT01353547.
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Affiliation(s)
- Zongqi Xia
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts2Harvard Medical School, Boston, Massachusetts3Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts4Program in Translational Neurology and Neuroinflammation, Pittsburgh Institute of Neurodegenerative Diseases and Institute of Multiple Sclerosis Care and Research, Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Sonya U Steele
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Anshika Bakshi
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Sarah R Clarkson
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Charles C White
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts3Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts
| | - Matthew K Schindler
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Govind Nair
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Blake E Dewey
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Lauren R Price
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Joan Ohayon
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Lori B Chibnik
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts2Harvard Medical School, Boston, Massachusetts3Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts
| | - Irene C M Cortese
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
| | - Philip L De Jager
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts2Harvard Medical School, Boston, Massachusetts3Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts
| | - Daniel S Reich
- Division of Neuroimmunology and Neurovirology, National Institute of Neurological Disorders and Stroke, Bethesda, Maryland
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White CC, Yang HS, Yu L, Chibnik LB, Dawe RJ, Yang J, Klein HU, Felsky D, Ramos-Miguel A, Arfanakis K, Honer WG, Sperling RA, Schneider JA, Bennett DA, De Jager PL. Identification of genes associated with dissociation of cognitive performance and neuropathological burden: Multistep analysis of genetic, epigenetic, and transcriptional data. PLoS Med 2017; 14:e1002287. [PMID: 28441426 PMCID: PMC5404753 DOI: 10.1371/journal.pmed.1002287] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Accepted: 03/17/2017] [Indexed: 12/14/2022] Open
Abstract
INTRODUCTION The molecular underpinnings of the dissociation of cognitive performance and neuropathological burden are poorly understood, and there are currently no known genetic or epigenetic determinants of the dissociation. METHODS AND FINDINGS "Residual cognition" was quantified by regressing out the effects of cerebral pathologies and demographic characteristics on global cognitive performance proximate to death. To identify genes influencing residual cognition, we leveraged neuropathological, genetic, epigenetic, and transcriptional data available for deceased participants of the Religious Orders Study (n = 492) and the Rush Memory and Aging Project (n = 487). Given that our sample size was underpowered to detect genome-wide significance, we applied a multistep approach to identify genes influencing residual cognition, based on our prior observation that independent genetic and epigenetic risk factors can converge on the same locus. In the first step (n = 979), we performed a genome-wide association study with a predefined suggestive p < 10-5, and nine independent loci met this threshold in eight distinct chromosomal regions. Three of the six genes within 100 kb of the lead SNP are expressed in the dorsolateral prefrontal cortex (DLPFC): UNC5C, ENC1, and TMEM106B. In the second step, in the subset of participants with DLPFC DNA methylation data (n = 648), we found that residual cognition was related to differential DNA methylation of UNC5C and ENC1 (false discovery rate < 0.05). In the third step, in the subset of participants with DLPFC RNA sequencing data (n = 469), brain transcription levels of UNC5C and ENC1 were evaluated for their association with residual cognition: RNA levels of both UNC5C (estimated effect = -0.40, 95% CI -0.69 to -0.10, p = 0.0089) and ENC1 (estimated effect = 0.0064, 95% CI 0.0033 to 0.0096, p = 5.7 × 10-5) were associated with residual cognition. In secondary analyses, we explored the mechanism of these associations and found that ENC1 may be related to the previously documented effect of depression on cognitive decline, while UNC5C may alter the composition of presynaptic terminals. Of note, the TMEM106B allele identified in the first step as being associated with better residual cognition is in strong linkage disequilibrium with rs1990622A (r2 = 0.66), a previously identified protective allele for TDP-43 proteinopathy. Limitations include the small sample size for the genetic analysis, which was underpowered to detect genome-wide significance, the evaluation being limited to a single cortical region for epigenetic and transcriptomic data, and the use of categorical measures for certain non-amyloid-plaque, non-neurofibrillary-tangle neuropathologies. CONCLUSIONS Through a multistep analysis of cognitive, neuropathological, genomic, epigenomic, and transcriptomic data, we identified ENC1 and UNC5C as genes with convergent genetic, epigenetic, and transcriptomic evidence supporting a potential role in the dissociation of cognition and neuropathology in an aging population, and we expanded our understanding of the TMEM106B haplotype that is protective against TDP-43 proteinopathy.
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Affiliation(s)
- Charles C. White
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
| | - Hyun-Sik Yang
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Lei Yu
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Lori B. Chibnik
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Robert J. Dawe
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Jingyun Yang
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Hans-Ulrich Klein
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Daniel Felsky
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Alfredo Ramos-Miguel
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Konstantinos Arfanakis
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Diagnostic Radiology and Nuclear Medicine, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, Illinois, United States of America
| | - William G. Honer
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Reisa A. Sperling
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Julie A. Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, United States of America
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
- Department of Neurological Sciences, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Philip L. De Jager
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- Center for Translational & Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, New York, United States of America
- * E-mail:
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Carrasquillo MM, Allen M, Burgess JD, Wang X, Strickland SL, Aryal S, Siuda J, Kachadoorian ML, Medway C, Younkin CS, Nair A, Wang C, Chanana P, Serie D, Nguyen T, Lincoln S, Malphrus KG, Morgan K, Golde TE, Price ND, White CC, De Jager PL, Bennett DA, Asmann YW, Crook JE, Petersen RC, Graff-Radford NR, Dickson DW, Younkin SG, Ertekin-Taner N. A candidate regulatory variant at the TREM gene cluster associates with decreased Alzheimer's disease risk and increased TREML1 and TREM2 brain gene expression. Alzheimers Dement 2016; 13:663-673. [PMID: 27939925 DOI: 10.1016/j.jalz.2016.10.005] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2016] [Revised: 10/15/2016] [Accepted: 10/23/2016] [Indexed: 10/20/2022]
Abstract
INTRODUCTION We hypothesized that common Alzheimer's disease (AD)-associated variants within the triggering receptor expressed on myeloid (TREM) gene cluster influence disease through gene expression. METHODS Expression microarrays on temporal cortex and cerebellum from ∼400 neuropathologically diagnosed subjects and two independent RNAseq replication cohorts were used for expression quantitative trait locus analysis. RESULTS A variant within a DNase hypersensitive site 5' of TREM2, rs9357347-C, associates with reduced AD risk and increased TREML1 and TREM2 levels (uncorrected P = 6.3 × 10-3 and 4.6 × 10-2, respectively). Meta-analysis on expression quantitative trait locus results from three independent data sets (n = 1006) confirmed these associations (uncorrected P = 3.4 × 10-2 and 3.5 × 10-3, Bonferroni-corrected P = 6.7 × 10-2 and 7.1 × 10-3, respectively). DISCUSSION Our findings point to rs9357347 as a functional regulatory variant that contributes to a protective effect observed at the TREM locus in the International Genomics of Alzheimer's Project genome-wide association study meta-analysis and suggest concomitant increase in TREML1 and TREM2 brain levels as a potential mechanism for protection from AD.
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Affiliation(s)
| | - Mariet Allen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Jeremy D Burgess
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Xue Wang
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Shivani Aryal
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Joanna Siuda
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Christopher Medway
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA; Human Genetics Group, University of Nottingham, Nottingham, UK
| | - Curtis S Younkin
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Asha Nair
- Department of Health Sciences Research, Mayo Clinic Rochester, MN, USA
| | - Chen Wang
- Department of Health Sciences Research, Mayo Clinic Rochester, MN, USA
| | - Pritha Chanana
- Department of Health Sciences Research, Mayo Clinic Rochester, MN, USA
| | - Daniel Serie
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Thuy Nguyen
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Sarah Lincoln
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | - Kevin Morgan
- Human Genetics Group, University of Nottingham, Nottingham, UK
| | - Todd E Golde
- Department of Neuroscience, University of Florida, Gainesville, FL, USA
| | | | - Charles C White
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA; Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA; Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA; Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Philip L De Jager
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA; Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA; Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA; Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA; Department of Neurology, Harvard Medical School, Boston, MA, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Yan W Asmann
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Julia E Crook
- Department of Health Sciences Research, Mayo Clinic Florida, Jacksonville, FL, USA
| | | | | | - Dennis W Dickson
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Steven G Younkin
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA
| | - Nilüfer Ertekin-Taner
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL, USA; Department of Neurology, Mayo Clinic Florida, Jacksonville, FL, USA.
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Bove R, White CC, Fitzgerald KC, Chitnis T, Chibnik L, Ascherio A, Munger KL. Hormone therapy use and physical quality of life in postmenopausal women with multiple sclerosis. Neurology 2016; 87:1457-1463. [PMID: 27605175 DOI: 10.1212/wnl.0000000000003176] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2016] [Accepted: 05/12/2016] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To determine the association between hormone therapy (HT) and physical quality of life (QOL) in postmenopausal women with multiple sclerosis (MS). METHODS We included female participants from the prospective Nurses' Health Study, with a diagnosis of definite or probable MS, who had completed a physical functioning assessment (PF10; subscale of the 36-Item Short-Form Health Survey QOL survey) at a time point between 3 and 10 years after their final menstrual period (early postmenopause). We assessed the association between HT use at this time point (never vs at least 12 months of systemic estrogen with/without progestin) and both PF10 and the 36-Item Short-Form Health Survey Physical Component Scale. We used a linear regression model adjusting for age, MS duration, menopause type and duration, and further for additional covariates (only ancestry was significant). RESULTS Among 95 participants meeting all inclusion criteria at their first postmenopausal assessment, 61 reported HT use and 34 reported none. HT users differed from non-HT users in MS duration (p = 0.02) and menopause type (p = 0.01) but no other clinical or demographic characteristics. HT users had average PF10 scores that were 23 points higher than non-HT users (adjusted p = 0.004) and average Physical Component Scale scores that were 9.1 points higher in the 59 women with these available (adjusted p = 0.02). Longer duration of HT use was also associated with higher PF10 scores (p = 0.02, adjusted p = 0.06). CONCLUSIONS Systemic HT use was associated with better physical QOL in postmenopausal women with MS in this observational study. Further studies are necessary to investigate causality.
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Affiliation(s)
- Riley Bove
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA.
| | - Charles C White
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
| | - Kathryn C Fitzgerald
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
| | - Tanuja Chitnis
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
| | - Lori Chibnik
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
| | - Alberto Ascherio
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
| | - Kassandra L Munger
- From the UCSF MS Center (R.B.), Department of Neurology, UCSF, Sandler Neurosciences Center, San Francisco, CA; Ann Romney Center for Neurologic Diseases (C.C.W., T.C., L.C.), Harvard Medical School, Boston, MA; Johns Hopkins Medical Institute (K.C.F.), Department of Neurology and Neuroimmunology, Baltimore, MD; Partners Multiple Sclerosis Center (T.C.), Department of Neurology, Brigham and Women's Hospital, Brookline; Harvard Medical School (T.C., L.C.), Boston; Channing Division of Network Medicine (A.A.), Brigham and Women's Hospital and Harvard Medical School, Boston; and Departments of Nutrition (A.A., K.L.M.) and Epidemiology (L.C., A.A.), Harvard T.H. Chan School of Public Health, Boston, MA
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Chan G, White CC, Winn PA, Cimpean M, Replogle JM, Glick LR, Cuerdon NE, Ryan KJ, Johnson KA, Schneider JA, Bennett DA, Chibnik LB, Sperling RA, De Jager PL, Bradshaw EM. Trans-pQTL study identifies immune crosstalk between Parkinson and Alzheimer loci. Neurol Genet 2016; 2:e90. [PMID: 27504496 PMCID: PMC4962525 DOI: 10.1212/nxg.0000000000000090] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2016] [Accepted: 06/15/2016] [Indexed: 01/26/2023]
Abstract
OBJECTIVE Given evidence from genetic studies, we hypothesized that there may be a shared component to the role of myeloid function in Parkinson and Alzheimer disease (PD and AD) and assessed whether PD susceptibility variants influenced protein expression of well-established AD-associated myeloid genes in human monocytes. METHODS We repurposed data in which AD-related myeloid proteins CD33, TREM1, TREM2, TREML2, TYROBP, and PTK2B were measured by flow cytometry in monocytes from 176 participants of the PhenoGenetic Project (PGP) and Harvard Aging Brain Study. Linear regression was used to identify associations between 24 PD risk variants and protein expression. The 2 cohorts were meta-analyzed in a discovery analysis, and the 4 most strongly suggestive results were validated in an independent cohort of 50 PGP participants. RESULTS We discovered and validated an association between the PD risk allele rs12456492(G) in the RIT2 locus and increased CD33 expression (p joint = 3.50 × 10(-5)) and found strongly suggestive evidence that rs11060180(A) in the CCDC62/HIP1R locus decreased PTK2B expression (p joint = 1.12 × 10(-4)). Furthermore, in older individuals, increased CD33 expression on peripheral monocytes was associated with a greater burden of parkinsonism (p = 0.047), particularly bradykinesia (p = 6.64 × 10(-3)). CONCLUSIONS We find that the rs12456492 PD risk variant affects expression of AD-associated protein CD33 in peripheral monocytes, which suggests that genetic factors for these 2 diseases may converge to influence overlapping innate immune-mediated mechanisms that contribute to neurodegeneration. Furthermore, the effect of the rs12456492(G) PD risk allele on increased CD33 suggests that the inhibition of certain myeloid functions may contribute to PD susceptibility, as is the case for AD.
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Affiliation(s)
- Gail Chan
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Charles C White
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Phoebe A Winn
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Maria Cimpean
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Joseph M Replogle
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Laura R Glick
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Nicole E Cuerdon
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Katie J Ryan
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Keith A Johnson
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Julie A Schneider
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - David A Bennett
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Lori B Chibnik
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Reisa A Sperling
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Philip L De Jager
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
| | - Elizabeth M Bradshaw
- Ann Romney Center for Neurologic Diseases (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Program in Translational NeuroPsychiatric Genomics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Institute for the Neurosciences, Departments of Neurology and Psychiatry, Center for Alzheimer's Research and Treatment (K.A.J., R.A.S.), Department of Neurology, Brigham and Women's Hospital, Boston, MA; Program in Medical and Population Genetics (G.C., C.C.W., P.A.W., M.C., J.M.R., L.R.G., N.E.C., K.J.R., L.B.C., P.L.D.J., E.M.B.), Broad Institute, Cambridge, MA; Harvard Medical School (G.C., J.M.R., K.J.R., K.A.J., L.B.C., R.A.S., P.L.D.J., E.M.B.), Boston, MA; Department of Neurology (K.A.J., R.A.S.), Massachusetts General Hospital, Boston; and Rush Alzheimer's Disease Center (J.A.S., D.A.B.), Rush University Medical Center, Chicago, IL
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Valenca GT, Srivastava GP, Oliveira-Filho J, White CC, Yu L, Schneider JA, Buchman AS, Shulman JM, Bennett DA, De Jager PL. The Role of MAPT Haplotype H2 and Isoform 1N/4R in Parkinsonism of Older Adults. PLoS One 2016; 11:e0157452. [PMID: 27458716 PMCID: PMC4961370 DOI: 10.1371/journal.pone.0157452] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2016] [Accepted: 05/31/2016] [Indexed: 01/06/2023] Open
Abstract
Background and Objective Recently, we have shown that the Parkinson’s disease (PD) susceptibility locus MAPT (microtubule associated protein tau) is associated with parkinsonism in older adults without a clinical diagnosis of PD. In this study, we investigated the relationship between parkinsonian signs and MAPT transcripts by assessing the effect of MAPT haplotypes on alternative splicing and expression levels of the most common isoforms in two prospective clinicopathologic studies of aging. Materials and Methods using regression analysis, controlling for age, sex, study and neuropathology, we evaluated 976 subjects with clinical, genotyping and brain pathology data for haplotype analysis. For transcript analysis, we obtained MAPT gene and isoform-level expression from the dorsolateral prefrontal cortex for 505 of these subjects. Results The MAPT H2 haplotype was associated with lower total MAPT expression (p = 1.2x10-14) and global parkinsonism at both study entry (p = 0.001) and proximate to death (p = 0.050). Specifically, haplotype H2 was primarily associated with bradykinesia in both assessments (p<0.001 and p = 0.008). MAPT total expression was associated with age and decreases linearly with advancing age (p<0.001). Analysing MAPT alternative splicing, the expression of 1N/4R isoform was inversely associated with global parkinsonism (p = 0.008) and bradykinesia (p = 0.008). Diminished 1N/4R isoform expression was also associated with H2 (p = 0.001). Conclusions Overall, our results suggest that age and H2 are associated with higher parkinsonism score and decreased total MAPT RNA expression. Additionally, we found that H2 and parkinsonism are associated with altered expression levels of specific isoforms. These findings may contribute to the understanding of the association between MAPT locus and parkinsonism in elderly subjects and in some extent to age-related neurodegenerative diseases.
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Affiliation(s)
- Guilherme T. Valenca
- Movement Disorders Clinic, Roberto Santos General Hospital, Salvador, BA, Brazil
- Health Sciences Center, Federal University of Reconcavo of Bahia, Santo Antonio de Jesus, BA, Brazil
- Post-Graduate Program in Health Sciences, Federal University of Bahia, Salvador, BA, Brazil
- Program in Translational Neuropsychiatric Genomics, Departments of Neurology & Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
| | - Gyan P. Srivastava
- Program in Translational Neuropsychiatric Genomics, Departments of Neurology & Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
| | - Jamary Oliveira-Filho
- Post-Graduate Program in Health Sciences, Federal University of Bahia, Salvador, BA, Brazil
| | - Charles C. White
- Program in Translational Neuropsychiatric Genomics, Departments of Neurology & Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
| | - Lei Yu
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Julie A. Schneider
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Aron S. Buchman
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Joshua M. Shulman
- Departments of Neurology, Molecular and Human Genetics, and Neuroscience, and Program in Developmental Biology, Baylor College of Medicine, Houston, Texas, United States of America
- Jan and Dan Duncan Neurological Research Institute, Texas Children’s Hospital, Houston, Texas, United States of America
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Philip L. De Jager
- Program in Translational Neuropsychiatric Genomics, Departments of Neurology & Psychiatry, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, United States of America
- * E-mail:
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Winkler TW, Justice AE, Graff M, Barata L, Feitosa MF, Chu S, Czajkowski J, Esko T, Fall T, Kilpeläinen TO, Lu Y, Mägi R, Mihailov E, Pers TH, Rüeger S, Teumer A, Ehret GB, Ferreira T, Heard-Costa NL, Karjalainen J, Lagou V, Mahajan A, Neinast MD, Prokopenko I, Simino J, Teslovich TM, Jansen R, Westra HJ, White CC, Absher D, Ahluwalia TS, Ahmad S, Albrecht E, Alves AC, Bragg-Gresham JL, de Craen AJM, Bis JC, Bonnefond A, Boucher G, Cadby G, Cheng YC, Chiang CWK, Delgado G, Demirkan A, Dueker N, Eklund N, Eiriksdottir G, Eriksson J, Feenstra B, Fischer K, Frau F, Galesloot TE, Geller F, Goel A, Gorski M, Grammer TB, Gustafsson S, Haitjema S, Hottenga JJ, Huffman JE, Jackson AU, Jacobs KB, Johansson Å, Kaakinen M, Kleber ME, Lahti J, Mateo Leach I, Lehne B, Liu Y, Lo KS, Lorentzon M, Luan J, Madden PAF, Mangino M, McKnight B, Medina-Gomez C, Monda KL, Montasser ME, Müller G, Müller-Nurasyid M, Nolte IM, Panoutsopoulou K, Pascoe L, Paternoster L, Rayner NW, Renström F, Rizzi F, Rose LM, Ryan KA, Salo P, Sanna S, Scharnagl H, Shi J, Smith AV, Southam L, Stančáková A, Steinthorsdottir V, Strawbridge RJ, Sung YJ, Tachmazidou I, Tanaka T, Thorleifsson G, Trompet S, Pervjakova N, Tyrer JP, Vandenput L, van der Laan SW, van der Velde N, van Setten J, van Vliet-Ostaptchouk JV, Verweij N, Vlachopoulou E, Waite LL, Wang SR, Wang Z, Wild SH, Willenborg C, Wilson JF, Wong A, Yang J, Yengo L, Yerges-Armstrong LM, Yu L, Zhang W, Zhao JH, Andersson EA, Bakker SJL, Baldassarre D, Banasik K, Barcella M, Barlassina C, Bellis C, Benaglio P, Blangero J, Blüher M, Bonnet F, Bonnycastle LL, Boyd HA, Bruinenberg M, Buchman AS, Campbell H, Chen YDI, Chines PS, Claudi-Boehm S, Cole J, Collins FS, de Geus EJC, de Groot LCPGM, Dimitriou M, Duan J, Enroth S, Eury E, Farmaki AE, Forouhi NG, Friedrich N, Gejman PV, Gigante B, Glorioso N, Go AS, Gottesman O, Gräßler J, Grallert H, Grarup N, Gu YM, Broer L, Ham AC, Hansen T, Harris TB, Hartman CA, Hassinen M, Hastie N, Hattersley AT, Heath AC, Henders AK, Hernandez D, Hillege H, Holmen O, Hovingh KG, Hui J, Husemoen LL, Hutri-Kähönen N, Hysi PG, Illig T, De Jager PL, Jalilzadeh S, Jørgensen T, Jukema JW, Juonala M, Kanoni S, Karaleftheri M, Khaw KT, Kinnunen L, Kittner SJ, Koenig W, Kolcic I, Kovacs P, Krarup NT, Kratzer W, Krüger J, Kuh D, Kumari M, Kyriakou T, Langenberg C, Lannfelt L, Lanzani C, Lotay V, Launer LJ, Leander K, Lindström J, Linneberg A, Liu YP, Lobbens S, Luben R, Lyssenko V, Männistö S, Magnusson PK, McArdle WL, Menni C, Merger S, Milani L, Montgomery GW, Morris AP, Narisu N, Nelis M, Ong KK, Palotie A, Pérusse L, Pichler I, Pilia MG, Pouta A, Rheinberger M, Ribel-Madsen R, Richards M, Rice KM, Rice TK, Rivolta C, Salomaa V, Sanders AR, Sarzynski MA, Scholtens S, Scott RA, Scott WR, Sebert S, Sengupta S, Sennblad B, Seufferlein T, Silveira A, Slagboom PE, Smit JH, Sparsø TH, Stirrups K, Stolk RP, Stringham HM, Swertz MA, Swift AJ, Syvänen AC, Tan ST, Thorand B, Tönjes A, Tremblay A, Tsafantakis E, van der Most PJ, Völker U, Vohl MC, Vonk JM, Waldenberger M, Walker RW, Wennauer R, Widén E, Willemsen G, Wilsgaard T, Wright AF, Zillikens MC, van Dijk SC, van Schoor NM, Asselbergs FW, de Bakker PIW, Beckmann JS, Beilby J, Bennett DA, Bergman RN, Bergmann S, Böger CA, Boehm BO, Boerwinkle E, Boomsma DI, Bornstein SR, Bottinger EP, Bouchard C, Chambers JC, Chanock SJ, Chasman DI, Cucca F, Cusi D, Dedoussis G, Erdmann J, Eriksson JG, Evans DA, de Faire U, Farrall M, Ferrucci L, Ford I, Franke L, Franks PW, Froguel P, Gansevoort RT, Gieger C, Grönberg H, Gudnason V, Gyllensten U, Hall P, Hamsten A, van der Harst P, Hayward C, Heliövaara M, Hengstenberg C, Hicks AA, Hingorani A, Hofman A, Hu F, Huikuri HV, Hveem K, James AL, Jordan JM, Jula A, Kähönen M, Kajantie E, Kathiresan S, Kiemeney LALM, Kivimaki M, Knekt PB, Koistinen HA, Kooner JS, Koskinen S, Kuusisto J, Maerz W, Martin NG, Laakso M, Lakka TA, Lehtimäki T, Lettre G, Levinson DF, Lind L, Lokki ML, Mäntyselkä P, Melbye M, Metspalu A, Mitchell BD, Moll FL, Murray JC, Musk AW, Nieminen MS, Njølstad I, Ohlsson C, Oldehinkel AJ, Oostra BA, Palmer LJ, Pankow JS, Pasterkamp G, Pedersen NL, Pedersen O, Penninx BW, Perola M, Peters A, Polašek O, Pramstaller PP, Psaty BM, Qi L, Quertermous T, Raitakari OT, Rankinen T, Rauramaa R, Ridker PM, Rioux JD, Rivadeneira F, Rotter JI, Rudan I, den Ruijter HM, Saltevo J, Sattar N, Schunkert H, Schwarz PEH, Shuldiner AR, Sinisalo J, Snieder H, Sørensen TIA, Spector TD, Staessen JA, Stefania B, Thorsteinsdottir U, Stumvoll M, Tardif JC, Tremoli E, Tuomilehto J, Uitterlinden AG, Uusitupa M, Verbeek ALM, Vermeulen SH, Viikari JS, Vitart V, Völzke H, Vollenweider P, Waeber G, Walker M, Wallaschofski H, Wareham NJ, Watkins H, Zeggini E, Chakravarti A, Clegg DJ, Cupples LA, Gordon-Larsen P, Jaquish CE, Rao DC, Abecasis GR, Assimes TL, Barroso I, Berndt SI, Boehnke M, Deloukas P, Fox CS, Groop LC, Hunter DJ, Ingelsson E, Kaplan RC, McCarthy MI, Mohlke KL, O'Connell JR, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Hirschhorn JN, Lindgren CM, Heid IM, North KE, Borecki IB, Kutalik Z, Loos RJF. Correction: The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study. PLoS Genet 2016; 12:e1006166. [PMID: 27355579 PMCID: PMC4927064 DOI: 10.1371/journal.pgen.1006166] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
[This corrects the article DOI: 10.1371/journal.pgen.1005378.].
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Bove RM, White CC, Gerweck AV, Mancuso SM, Bredella MA, Sherman JC, Miller KK. Effect of growth hormone on cognitive function in young women with abdominal obesity. Clin Endocrinol (Oxf) 2016; 84:635-7. [PMID: 26663235 PMCID: PMC4789146 DOI: 10.1111/cen.12996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Riley M Bove
- Harvard Medical School, Boston, MA, USA
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
| | - Charles C White
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
- Program in Translational NeuroPsychiatric Genomics, Departments of Neurology and Psychiatry, Institute for the Neurosciences, Brigham and Women's Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
| | - Anu V Gerweck
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Sarah M Mancuso
- Psychology Assessment Center, Massachusetts General Hospital, Boston, MA, USA
| | - Miriam A Bredella
- Harvard Medical School, Boston, MA, USA
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Janet C Sherman
- Harvard Medical School, Boston, MA, USA
- Psychology Assessment Center, Massachusetts General Hospital, Boston, MA, USA
| | - Karen K Miller
- Harvard Medical School, Boston, MA, USA.
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
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van Leeuwen EM, Sabo A, Bis JC, Huffman JE, Manichaikul A, Smith AV, Feitosa MF, Demissie S, Joshi PK, Duan Q, Marten J, van Klinken JB, Surakka I, Nolte IM, Zhang W, Mbarek H, Li-Gao R, Trompet S, Verweij N, Evangelou E, Lyytikäinen LP, Tayo BO, Deelen J, van der Most PJ, van der Laan SW, Arking DE, Morrison A, Dehghan A, Franco OH, Hofman A, Rivadeneira F, Sijbrands EJ, Uitterlinden AG, Mychaleckyj JC, Campbell A, Hocking LJ, Padmanabhan S, Brody JA, Rice KM, White CC, Harris T, Isaacs A, Campbell H, Lange LA, Rudan I, Kolcic I, Navarro P, Zemunik T, Salomaa V, Kooner AS, Kooner JS, Lehne B, Scott WR, Tan ST, de Geus EJ, Milaneschi Y, Penninx BWJH, Willemsen G, de Mutsert R, Ford I, Gansevoort RT, Segura-Lepe MP, Raitakari OT, Viikari JS, Nikus K, Forrester T, McKenzie CA, de Craen AJM, de Ruijter HM, Pasterkamp G, Snieder H, Oldehinkel AJ, Slagboom PE, Cooper RS, Kähönen M, Lehtimäki T, Elliott P, van der Harst P, Jukema JW, Mook-Kanamori DO, Boomsma DI, Chambers JC, Swertz M, Ripatti S, Willems van Dijk K, Vitart V, Polasek O, Hayward C, Wilson JG, Wilson JF, Gudnason V, Rich SS, Psaty BM, Borecki IB, Boerwinkle E, Rotter JI, Cupples LA, van Duijn CM. Meta-analysis of 49 549 individuals imputed with the 1000 Genomes Project reveals an exonic damaging variant in ANGPTL4 determining fasting TG levels. J Med Genet 2016; 53:441-9. [PMID: 27036123 PMCID: PMC4941146 DOI: 10.1136/jmedgenet-2015-103439] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2015] [Accepted: 11/23/2015] [Indexed: 01/22/2023]
Abstract
Background So far, more than 170 loci have been associated with circulating lipid levels through genome-wide association studies (GWAS). These associations are largely driven by common variants, their function is often not known, and many are likely to be markers for the causal variants. In this study we aimed to identify more new rare and low-frequency functional variants associated with circulating lipid levels. Methods We used the 1000 Genomes Project as a reference panel for the imputations of GWAS data from ∼60 000 individuals in the discovery stage and ∼90 000 samples in the replication stage. Results Our study resulted in the identification of five new associations with circulating lipid levels at four loci. All four loci are within genes that can be linked biologically to lipid metabolism. One of the variants, rs116843064, is a damaging missense variant within the ANGPTL4 gene. Conclusions This study illustrates that GWAS with high-scale imputation may still help us unravel the biological mechanism behind circulating lipid levels.
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Affiliation(s)
| | - Aniko Sabo
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, USA
| | - Joshua C Bis
- Department of Medicine, University of Washington, Seattle, USA
| | - Jennifer E Huffman
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK The Framingham Heart Study, NHLBI Cardiovascular Epidemiology and Human Genomics Branch, Framingham, USA
| | - Ani Manichaikul
- Center for Public Health Genomics, University of Virginia, Charlottesville, USA
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Mary F Feitosa
- Department of Genetics, Washington University School of Medicine, St Louis, USA
| | - Serkalem Demissie
- Department of Biostatistics, Boston University School of Public Health, Boston, USA
| | - Peter K Joshi
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Qing Duan
- Department of Genetics, University of North Carolina, Chapel Hill, USA
| | - Jonathan Marten
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Jan B van Klinken
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Ida Surakka
- Human Genomics Unit, Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, UK
| | - Hamdi Mbarek
- Department of Biological Psychology, VU University Amsterdam and EMGO+ Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Niek Verweij
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Bamidele O Tayo
- Public Health Sciences, Loyola University Chicago Stritch School of Medicine, Maywood, USA
| | - Joris Deelen
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Sander W van der Laan
- Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Alanna Morrison
- Human Genetics Center, The University of Texas School of Public Health, Houston, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Eric J Sijbrands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Josyf C Mychaleckyj
- Center for Public Health Genomics, University of Virginia, Charlottesville, USA
| | - Archie Campbell
- Generation Scotland, Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Lynne J Hocking
- Musculoskeletal Research Programme, Division of Applied Medicine, University of Aberdeen, Aberdeen, UK
| | - Sandosh Padmanabhan
- British Heart Foundation Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | | | - Kenneth M Rice
- Department of Biostatistics, University of Washington, Seattle, USA
| | | | - Tamara Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Bethesda, USA
| | - Aaron Isaacs
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Harry Campbell
- Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Leslie A Lange
- Department of Genetics, University of North Carolina, Chapel Hill, USA
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Ivana Kolcic
- Faculty of Medicine, University of Split, Split, Croatia
| | - Pau Navarro
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | | | - Veikko Salomaa
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | | | - Angad S Kooner
- Cardiovascular Science, National Heart and Lung Institute, Imperial College London, London, UK
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, UK Cardiovascular Science, National Heart and Lung Institute, Imperial College London, London, UK Imperial College Healthcare NHS Trus, Imperial College London, London, UK
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - William R Scott
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, UK
| | - Sian-Tsung Tan
- Cardiovascular Science, National Heart and Lung Institute, Imperial College London, London, UK
| | - Eco J de Geus
- Department of Biological Psychology, VU University Amsterdam and EMGO+ Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Yuri Milaneschi
- Department of Psychiatry, VU University Medical Center Amsterdam/GGZinGeest and EMGO+ Institute for Health and Care Research and Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, VU University Medical Center Amsterdam/GGZinGeest and EMGO+ Institute for Health and Care Research and Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam and EMGO+ Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Ron T Gansevoort
- Department of Nephrology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marcelo P Segura-Lepe
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK
| | - Olli T Raitakari
- Department of Clinical Physiology, Turku University Hospital, Turku, Finland Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Jorma S Viikari
- Division of Medicine, Turku University Hospital, Turku, Finland Department of Medicine, University of Turku, Turku, Finland
| | - Kjell Nikus
- Department of Cardiology, Heart Hospital, Tampere University Hospital, Tampere, Finland School of Medicine, University of Tampere, Tampere, Finland
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Jamaica
| | - Colin A McKenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Jamaica
| | - Anton J M de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Hester M de Ruijter
- Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Gerard Pasterkamp
- Laboratory of Experimental Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands Laboratory of Clinical Chemistry and Hematology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Albertine J Oldehinkel
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Richard S Cooper
- Public Health Sciences, Loyola University Chicago Stritch School of Medicine, Maywood, USA
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Pim van der Harst
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Dennis O Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands Epidemiology Section, Department of BESC, King Faisal Medical Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam and EMGO+ Institute for Health and Care Research, Amsterdam, The Netherlands
| | - John C Chambers
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK Department of Cardiology, Ealing Hospital NHS Trust, Middlesex, UK Imperial College Healthcare NHS Trus, Imperial College London, London, UK
| | - Morris Swertz
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands Genomics Coordination Center, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Samuli Ripatti
- Human Genomics Unit, Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland Public Health, University of Helsinki, Helsinki, Finland Wellcome Trust Sanger Institute, UK
| | - Ko Willems van Dijk
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands Department of General Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Veronique Vitart
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Ozren Polasek
- Faculty of Medicine, University of Split, Split, Croatia
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - James G Wilson
- Physiology and Biophysics, University of Mississippi Medical Center, Jackson, USA
| | - James F Wilson
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK Usher Institute for Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia, Charlottesville, USA
| | - Bruce M Psaty
- Department of Medicine, University of Washington, Seattle, USA Department of Epidemiology, University of Washington, Seattle, USA Department of Health Services, University of Washington, Seattle, USA Group Health Cooperative, Group Health Research Institute, Seattle, USA
| | - Ingrid B Borecki
- Department of Genetics, Washington University School of Medicine, St Louis, USA
| | - Eric Boerwinkle
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, USA Human Genetics Center, The University of Texas School of Public Health, Houston, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, USA Division of Genomic Outcomes, Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, USA Departments of Pediatrics, Medicine, and Human Genetics, UCLA, Los Angeles, USA
| | - L Adrienne Cupples
- The Framingham Heart Study, NHLBI Cardiovascular Epidemiology and Human Genomics Branch, Framingham, USA Department of Genetics, Washington University School of Medicine, St Louis, USA
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Dehghan A, Bis JC, White CC, Smith AV, Morrison AC, Cupples LA, Trompet S, Chasman DI, Lumley T, Völker U, Buckley BM, Ding J, Jensen MK, Folsom AR, Kritchevsky SB, Girman CJ, Ford I, Dörr M, Salomaa V, Uitterlinden AG, Eiriksdottir G, Vasan RS, Franceschini N, Carty CL, Virtamo J, Demissie S, Amouyel P, Arveiler D, Heckbert SR, Ferrières J, Ducimetière P, Smith NL, Wang YA, Siscovick DS, Rice KM, Wiklund PG, Taylor KD, Evans A, Kee F, Rotter JI, Karvanen J, Kuulasmaa K, Heiss G, Kraft P, Launer LJ, Hofman A, Markus MRP, Rose LM, Silander K, Wagner P, Benjamin EJ, Lohman K, Stott DJ, Rivadeneira F, Harris TB, Levy D, Liu Y, Rimm EB, Jukema JW, Völzke H, Ridker PM, Blankenberg S, Franco OH, Gudnason V, Psaty BM, Boerwinkle E, O'Donnell CJ. Genome-Wide Association Study for Incident Myocardial Infarction and Coronary Heart Disease in Prospective Cohort Studies: The CHARGE Consortium. PLoS One 2016; 11:e0144997. [PMID: 26950853 PMCID: PMC4780701 DOI: 10.1371/journal.pone.0144997] [Citation(s) in RCA: 58] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2015] [Accepted: 11/25/2015] [Indexed: 12/16/2022] Open
Abstract
Background Data are limited on genome-wide association studies (GWAS) for incident coronary heart disease (CHD). Moreover, it is not known whether genetic variants identified to date also associate with risk of CHD in a prospective setting. Methods We performed a two-stage GWAS analysis of incident myocardial infarction (MI) and CHD in a total of 64,297 individuals (including 3898 MI cases, 5465 CHD cases). SNPs that passed an arbitrary threshold of 5×10−6 in Stage I were taken to Stage II for further discovery. Furthermore, in an analysis of prognosis, we studied whether known SNPs from former GWAS were associated with total mortality in individuals who experienced MI during follow-up. Results In Stage I 15 loci passed the threshold of 5×10−6; 8 loci for MI and 8 loci for CHD, for which one locus overlapped and none were reported in previous GWAS meta-analyses. We took 60 SNPs representing these 15 loci to Stage II of discovery. Four SNPs near QKI showed nominally significant association with MI (p-value<8.8×10−3) and three exceeded the genome-wide significance threshold when Stage I and Stage II results were combined (top SNP rs6941513: p = 6.2×10−9). Despite excellent power, the 9p21 locus SNP (rs1333049) was only modestly associated with MI (HR = 1.09, p-value = 0.02) and marginally with CHD (HR = 1.06, p-value = 0.08). Among an inception cohort of those who experienced MI during follow-up, the risk allele of rs1333049 was associated with a decreased risk of subsequent mortality (HR = 0.90, p-value = 3.2×10−3). Conclusions QKI represents a novel locus that may serve as a predictor of incident CHD in prospective studies. The association of the 9p21 locus both with increased risk of first myocardial infarction and longer survival after MI highlights the importance of study design in investigating genetic determinants of complex disorders.
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Affiliation(s)
- Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- * E-mail: . (AD); (CJO)
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- University of Iceland, Reykjavik, Iceland
| | - Alanna C. Morrison
- Human Genetics Center, and Division of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, TX, United States of America
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Thomas Lumley
- Department of Biostatistics, University of Washington, Seattle, WA, United States of America
- Department of Statistics, University of Auckland, Auckland, New Zealand
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
| | - Brendan M. Buckley
- Department of Pharmacology and Therapeutics, University College, Cork, Ireland
| | - Jingzhong Ding
- Department of Internal Medicine, Division of Geriatrics, Wake Forest University, Winston-Salem, North Carolina, United States of America
| | - Majken K. Jensen
- Department of Nutrition, Harvard School of Public Health, Boston, MA, United States of America
- Channing Division of Network Medicine, Harvard Medical School, Boston, MA, United States of America
| | - Aaron R. Folsom
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis, United States of America
| | - Stephen B. Kritchevsky
- Sticht Center on Aging, Wake Forest School of Medicine, Winston-Salem, NC, United States of America
| | - Cynthia J. Girman
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
- Department of Epidemiology, Merck Research Laboratories, Merck Sharp & Dohme Corp., Whitehouse Station, NJ, United States of America
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, United Kingdom
| | - Marcus Dörr
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | | | - Ramachandran S. Vasan
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, United States of America
- Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
- Department of Preventive Medicine, Boston University School of Medicine, Boston, MA, United States of America
- Section of Cardiovascular Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
| | - Nora Franceschini
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Cara L. Carty
- Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, United States of America
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Helsinki, Finland
| | - Serkalem Demissie
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
| | - Philippe Amouyel
- Department of Epidemiology and Public Health, Pasteur Institute of Lille, Lille, France
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, EA 3430, University of Strasbourg, Strasbourg, France
| | - Susan R. Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Group Health Research Institute, Group Health Cooperative, Seattle, United States of America
| | - Jean Ferrières
- Departments of Cardiology and Epidemiology, Toulouse University Hospital, Toulouse, France
| | | | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Seattle Epidemiologic Research and Information Center of the Department of Veterans Affairs Office of Research and Development, Seattle, WA, United States of America
| | - Ying A. Wang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, United States of America
- Novartis Institutes for Biomedical Research, 250 Massachusetts Avenue, Cambridge, MA, United States of America
| | - David S. Siscovick
- The New York Academy of Medicine, New York, NY, United States of America
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, WA, United States of America
| | | | - Kent D. Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA, United States of America
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Alun Evans
- UKCRC Centre of Excellence for Public Health Research (Northern Ireland), Queen’s University of Belfast, Belfast, United Kingdom
| | - Frank Kee
- UKCRC Centre of Excellence for Public Health Research (Northern Ireland), Queen’s University of Belfast, Belfast, United Kingdom
| | - Jerome I. Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute, Torrance, CA, United States of America
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Juha Karvanen
- National Institute for Health and Welfare, Helsinki, Finland
- Department of Mathematics and Statistics, University of Jyväskylä, Jyväskylä, Finland
| | - Kari Kuulasmaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Gerardo Heiss
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Peter Kraft
- Department of Epidemiology, Harvard School of Public Health, Boston, MA, United States of America
| | - Lenore J. Launer
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, National Institutes of Health, Bethesda, MD, United States of America
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marcello R. P. Markus
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Kaisa Silander
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Peter Wagner
- National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine FIMM, University of Helsinki, Helsinki, Finland
| | - Emelia J. Benjamin
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, United States of America
- Section of Cardiovascular Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA, United States of America
| | - Kurt Lohman
- Department of Epidemiology & Prevention, Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, 27157, United States of America
| | - David J. Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, United Kingdom
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), Leiden, The Netherlands
| | - Tamara B. Harris
- Laboratory of Epidemiology, Demography, and Biometry, National Institute on Aging, National Institutes of Health, Bethesda, MD, United States of America
| | - Daniel Levy
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
| | - Yongmei Liu
- Department of Epidemiology & Prevention, Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, 27157, United States of America
| | - Eric B. Rimm
- Department of Nutrition, Harvard School of Public Health, Boston, MA, United States of America
- Channing Division of Network Medicine, Harvard Medical School, Boston, MA, United States of America
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, The Netherlands
| | - Henry Völzke
- DZHK (German Center for Cardiovascular Research), partner site, Greifswald, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Stefan Blankenberg
- Department of General and Interventional Cardiology, University Heart Center Hamburg-Eppendorf, Hamburg, Germany
| | - Oscar H. Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- University of Iceland, Reykjavik, Iceland
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Department of Epidemiology, University of Washington, Seattle, WA, United States of America
- Group Health Research Institute, Group Health Cooperative, Seattle, United States of America
- Department of Health Services, University of Washington, Seattle, WA, United States of America
| | - Eric Boerwinkle
- Human Genetics Center, and Division of Epidemiology, Human Genetics, and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, TX, United States of America
- Department of Medicine, Baylor College of Medicine, Houston, Texas, United States of America
| | - Christopher J. O'Donnell
- Boston University’s and National Heart Lung and Blood Institute’s Framingham Heart Study, Framingham, MA, United States of America
- Division of Intramural Research, National Heart, Lung and Blood Institute, Bethesda, MD, United States of America
- Cardiology Section, Department of Medicine, Boston Veteran’s Administration Healthcare, Boston, MA, United States of America
- * E-mail: . (AD); (CJO)
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45
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Lu Y, Day FR, Gustafsson S, Buchkovich ML, Na J, Bataille V, Cousminer DL, Dastani Z, Drong AW, Esko T, Evans DM, Falchi M, Feitosa MF, Ferreira T, Hedman ÅK, Haring R, Hysi PG, Iles MM, Justice AE, Kanoni S, Lagou V, Li R, Li X, Locke A, Lu C, Mägi R, Perry JRB, Pers TH, Qi Q, Sanna M, Schmidt EM, Scott WR, Shungin D, Teumer A, Vinkhuyzen AAE, Walker RW, Westra HJ, Zhang M, Zhang W, Zhao JH, Zhu Z, Afzal U, Ahluwalia TS, Bakker SJL, Bellis C, Bonnefond A, Borodulin K, Buchman AS, Cederholm T, Choh AC, Choi HJ, Curran JE, de Groot LCPGM, De Jager PL, Dhonukshe-Rutten RAM, Enneman AW, Eury E, Evans DS, Forsen T, Friedrich N, Fumeron F, Garcia ME, Gärtner S, Han BG, Havulinna AS, Hayward C, Hernandez D, Hillege H, Ittermann T, Kent JW, Kolcic I, Laatikainen T, Lahti J, Leach IM, Lee CG, Lee JY, Liu T, Liu Y, Lobbens S, Loh M, Lyytikäinen LP, Medina-Gomez C, Michaëlsson K, Nalls MA, Nielson CM, Oozageer L, Pascoe L, Paternoster L, Polašek O, Ripatti S, Sarzynski MA, Shin CS, Narančić NS, Spira D, Srikanth P, Steinhagen-Thiessen E, Sung YJ, Swart KMA, Taittonen L, Tanaka T, Tikkanen E, van der Velde N, van Schoor NM, Verweij N, Wright AF, Yu L, Zmuda JM, Eklund N, Forrester T, Grarup N, Jackson AU, Kristiansson K, Kuulasmaa T, Kuusisto J, Lichtner P, Luan J, Mahajan A, Männistö S, Palmer CD, Ried JS, Scott RA, Stancáková A, Wagner PJ, Demirkan A, Döring A, Gudnason V, Kiel DP, Kühnel B, Mangino M, Mcknight B, Menni C, O'Connell JR, Oostra BA, Shuldiner AR, Song K, Vandenput L, van Duijn CM, Vollenweider P, White CC, Boehnke M, Boettcher Y, Cooper RS, Forouhi NG, Gieger C, Grallert H, Hingorani A, Jørgensen T, Jousilahti P, Kivimaki M, Kumari M, Laakso M, Langenberg C, Linneberg A, Luke A, Mckenzie CA, Palotie A, Pedersen O, Peters A, Strauch K, Tayo BO, Wareham NJ, Bennett DA, Bertram L, Blangero J, Blüher M, Bouchard C, Campbell H, Cho NH, Cummings SR, Czerwinski SA, Demuth I, Eckardt R, Eriksson JG, Ferrucci L, Franco OH, Froguel P, Gansevoort RT, Hansen T, Harris TB, Hastie N, Heliövaara M, Hofman A, Jordan JM, Jula A, Kähönen M, Kajantie E, Knekt PB, Koskinen S, Kovacs P, Lehtimäki T, Lind L, Liu Y, Orwoll ES, Osmond C, Perola M, Pérusse L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Rivadeneira F, Rudan I, Salomaa V, Sørensen TIA, Stumvoll M, Tönjes A, Towne B, Tranah GJ, Tremblay A, Uitterlinden AG, van der Harst P, Vartiainen E, Viikari JS, Vitart V, Vohl MC, Völzke H, Walker M, Wallaschofski H, Wild S, Wilson JF, Yengo L, Bishop DT, Borecki IB, Chambers JC, Cupples LA, Dehghan A, Deloukas P, Fatemifar G, Fox C, Furey TS, Franke L, Han J, Hunter DJ, Karjalainen J, Karpe F, Kaplan RC, Kooner JS, McCarthy MI, Murabito JM, Morris AP, Bishop JAN, North KE, Ohlsson C, Ong KK, Prokopenko I, Richards JB, Schadt EE, Spector TD, Widén E, Willer CJ, Yang J, Ingelsson E, Mohlke KL, Hirschhorn JN, Pospisilik JA, Zillikens MC, Lindgren C, Kilpeläinen TO, Loos RJF. New loci for body fat percentage reveal link between adiposity and cardiometabolic disease risk. Nat Commun 2016; 7:10495. [PMID: 26833246 PMCID: PMC4740398 DOI: 10.1038/ncomms10495] [Citation(s) in RCA: 191] [Impact Index Per Article: 23.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 12/16/2015] [Indexed: 12/24/2022] Open
Abstract
To increase our understanding of the genetic basis of adiposity and its links to cardiometabolic disease risk, we conducted a genome-wide association meta-analysis of body fat percentage (BF%) in up to 100,716 individuals. Twelve loci reached genome-wide significance (P<5 × 10(-8)), of which eight were previously associated with increased overall adiposity (BMI, BF%) and four (in or near COBLL1/GRB14, IGF2BP1, PLA2G6, CRTC1) were novel associations with BF%. Seven loci showed a larger effect on BF% than on BMI, suggestive of a primary association with adiposity, while five loci showed larger effects on BMI than on BF%, suggesting association with both fat and lean mass. In particular, the loci more strongly associated with BF% showed distinct cross-phenotype association signatures with a range of cardiometabolic traits revealing new insights in the link between adiposity and disease risk.
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Affiliation(s)
- Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Felix R. Day
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Stefan Gustafsson
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
| | - Martin L. Buchkovich
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Jianbo Na
- Department of Developmental and Regenerative Biology, The Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
| | - Veronique Bataille
- West Herts NHS Trust, Herts
HP2 4AD, UK
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Diana L. Cousminer
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
| | - Zari Dastani
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
| | - Alexander W. Drong
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Tõnu Esko
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
| | - David M. Evans
- University of Queensland Diamantina Institute, Translational
Research Institute, Brisbane, Queensland
4102, Australia
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Mario Falchi
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
| | - Mary F. Feitosa
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Åsa K. Hedman
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Robin Haring
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
- European University of Applied Sciences, Faculty of Applied
Public Health, 18055
Rostock, Germany
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Mark M. Iles
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Anne E. Justice
- Department of Epidemiology, University of North Carolina at
Chapel Hill, Chapel Hill, North Carolina
27599, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School
of Medicine and Dentistry, Queen Mary University of London,
London
EC1M 6BQ, UK
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
| | - Rui Li
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
| | - Xin Li
- Department of Epidemiology, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
| | - Adam Locke
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Chen Lu
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
| | - Reedik Mägi
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
| | - John R. B. Perry
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Tune H. Pers
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Medical and Population Genetics Program, Broad Institute of MIT
and Harvard, Cambridge
02142, USA
- Department of Epidemiology Research, Statens Serum
Institut, 2100
Copenhagen, Denmark
| | - Qibin Qi
- Department of Epidemiology and Popualtion Health, Albert
Einstein College of Medicine, Bronx, New York
10461, USA
| | - Marianna Sanna
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
| | - Ellen M. Schmidt
- Department of Computational Medicine and Bioinformatics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - William R. Scott
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Dmitry Shungin
- Lund University Diabetes Centre, Department of Clinical
Science, Genetic and Molecular Epidemiology Unit, Skåne University
Hosptial, 205 02
Malmö, Sweden
- Department of Public Health and Clinical Medicine, Unit of
Medicine, Umeå University, 901 87
Umeå, Sweden
- Department of Odontology, Umeå University,
901 85
Umeå, Sweden
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
- Interfaculty Institute for Genetics and Functional Genomics,
University Medicine Greifswald, 17475
Greifswald, Germany
| | | | - Ryan W. Walker
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Harm-Jan Westra
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Divisions of Genetics and Rheumatology, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachusetts
02446, USA
- Partners Center for Personalized Genetic Medicine,
Boston, Massachusetts
02446, USA
| | - Mingfeng Zhang
- Department of Dermatology, Brigham and Women's
Hospital, Boston, Massachusetts
02115, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Zhihong Zhu
- Queensland Brain Institute, The University of Queensland,
Brisbane
4072, Australia
| | - Uzma Afzal
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
| | - Tarunveer Singh Ahluwalia
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty
of Health and Medical Sceinces, University of Copenhagen, 2200
Copenhagen, Denmark
- Danish Pediatric Asthma Center, Gentofte Hospital, The Capital
Region, 2200
Copenhagen, Denmark
- Steno Diabetes Center A/S, DK-2820
Gentofte, Denmark
| | - Stephan J. L. Bakker
- University of Groningen, University Medical Center Groningen,
Department of Medicine, 9700 RB
Groningen, The Netherlands
| | - Claire Bellis
- Department of Genetics, Texas Biomedical Research
Institute, San Antonio, Texas
78245, USA
| | - Amélie Bonnefond
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Katja Borodulin
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Aron S. Buchman
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Tommy Cederholm
- Department of Public Health and Caring Sciences, Clinical
Nutrition and Metabolism, Uppsala University, 751 85
Uppsala, Sweden
| | - Audrey C. Choh
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Hyung Jin Choi
- Department of Anatomy, Seoul National University College of
Medicine, Seoul
03080, Korea
| | - Joanne E. Curran
- South Texas Diabetes and Obesity Institute, University of Texas
Rio Grande Valley, Brownsville, Texas
78520
| | | | - Philip L. De Jager
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Harvard Medical School, Boston,
Massachusetts
02115, USA
- Program in Translational NeuroPsychiatric Genomics, Department
of Neurology, Brigham and Women's Hospital, Boston,
Massachusetts
02115, USA
| | | | - Anke W. Enneman
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Elodie Eury
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Tom Forsen
- Department of General Practice and Primary Health Care,
University of Helsinki, FI-00014
Helsinki, Finland
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
| | - Frédéric Fumeron
- INSERM, UMR_S 1138, Centre de Recherche des Cordeliers,
F-75006
Paris, France
- Sorbonne Universités, UPMC Univ Paris 06, UMR_S
1138, Centre de Recherche des Cordeliers, F-75006
Paris, France
- Université Paris Descartes, Sorbonne Paris
Cité, UMR_S 1138, Centre de Recherche des Cordeliers,
F-75006
Paris, France
- Univ Paris Diderot, Sorbonne Paris Cité, UMR_S 1138,
Centre de Recherche des Cordeliers, F-75006
Paris, France
| | - Melissa E. Garcia
- Laboratory of Epidemiology and Population Sciences, National
Institute on Aging, Bethesda, Maryland
20892, USA
| | - Simone Gärtner
- Department of Medicine A, University Medicine Greifswald,
17475
Greifswald, Germany
| | - Bok-Ghee Han
- Center for Genome Science, National Institute of Health, Osong
Health Technology Administration Complex, Chungcheongbuk-do
370914, Korea
| | - Aki S. Havulinna
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging,
National Institutes of Health, Bethesda, Maryland
20892, USA
| | - Hans Hillege
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Till Ittermann
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
| | - Jack W. Kent
- Department of Genetics, Texas Biomedical Research
Institute, San Antonio, Texas
78245, USA
| | - Ivana Kolcic
- Department of Public Health, Faculty of Medicine, University of
Split, Split
21000, Croatia
| | - Tiina Laatikainen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Hospital District of North Karelia, FI-80210
Joensuu, Finland
- Institute of Public Health and Clinical Nutrition, University
of Eastern Finland, FI-70211
Kuopio, Finland
| | - Jari Lahti
- Folkhälsan Research Centre, FI-00290
Helsinki, Finland
- Institute of Behavioural Sciences, University of
Helsinki, FI-00014
Helsinki, Finland
| | - Irene Mateo Leach
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Christine G. Lee
- Department of Medicine, Oregon Health and Science
University, Portland, Oregon
97239, USA
- Research Service, Veterans Affairs Medical Center,
Portland, Oregon
97239, USA
| | - Jong-Young Lee
- Center for Genome Science, National Institute of Health, Osong
Health Technology Administration Complex, Chungcheongbuk-do
370914, Korea
| | - Tian Liu
- Max Planck Institute for Molecular Genetics, Department of
Vertebrate Genomics, 14195
Berlin, Germany
- Max Planck Institute for Human Development,
14194
Berlin, Germany
| | - Youfang Liu
- Thurston Arthritis Research Center, University of North
Carolina at Chapel Hill, Chaper Hill, North Carolina
27599-7280, USA
| | - Stéphane Lobbens
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Marie Loh
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Translational Laboratory in Genetic Medicine (TLGM), Agency for
Science, Technology and Research (A*STAR), 8A Biomedical
Grove, Immunos, Level 5, Singapore
138648, Singapore
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, University of Tampere School
of Medicine, FI-33014
Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and
School of Medicine, University of Tampere, FI-33520
Tampere, Finland
| | - Carolina Medina-Gomez
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Karl Michaëlsson
- Department of Surgical Sciences, Orthopedics, Uppsala
University, 751 85
Uppsala, Sweden
| | - Mike A. Nalls
- Laboratory of Neurogenetics, National Institute on Aging,
National Institutes of Health, Bethesda, Maryland
20892, USA
| | - Carrie M. Nielson
- School of Public Health, Oregon Health & Science
University, Portland, Oregon
97239, USA
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | | | - Laura Pascoe
- Institute of Cell & Molecular Biosciences, Newcastle
University, Newcastle
NE1 7RU, UK
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Ozren Polašek
- Department of Public Health, Faculty of Medicine, University of
Split, Split
21000, Croatia
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Hjelt Institute, University of Helsinki,
FI-00014
Helsinki, Finland
| | - Mark A. Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - Chan Soo Shin
- Department of Internal Medicine, Seoul National University
College of Medicine, Seoul
03080, Korea
| | | | - Dominik Spira
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Lipid Clinic at the Interdisciplinary Metabolism Center,
Charité-Universitätsmedizin Berlin, 13353
Berlin, Germany
| | - Priya Srikanth
- School of Public Health, Oregon Health & Science
University, Portland, Oregon
97239, USA
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | - Elisabeth Steinhagen-Thiessen
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Lipid Clinic at the Interdisciplinary Metabolism Center,
Charité-Universitätsmedizin Berlin, 13353
Berlin, Germany
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Karin M. A. Swart
- EMGO Institute for Health and Care Research, VU University
Medical Center, 1081 BT
Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics,
1081 BT
Amsterdam, The Netherlands
| | - Leena Taittonen
- Department of Pediatrics, University of Oulu,
FI-90014
Oulu, Finland
- Department of Pediatrics, Vaasa Central Hospital,
FI-65100
Vaasa, Finland
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Emmi Tikkanen
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Hjelt Institute, University of Helsinki,
FI-00014
Helsinki, Finland
| | - Nathalie van der Velde
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Natasja M. van Schoor
- EMGO Institute for Health and Care Research, VU University
Medical Center, 1081 BT
Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics,
1081 BT
Amsterdam, The Netherlands
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
| | - Alan F. Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Joseph M. Zmuda
- Department of Epidemiology; University of Pittsburgh,
Pittsburgh, Pennsylvania
15261, USA
| | - Niina Eklund
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research
Institute, University of the West Indies, Mona
JMAAW15, Jamaica
| | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Anne U. Jackson
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Kati Kristiansson
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Teemu Kuulasmaa
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
| | - Johanna Kuusisto
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
- Department of Medicine, University of Eastern Finland,
70210
Kuopio, Finland
- Kuopio University Hospital, 70029
Kuopio, Finland
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
| | - Satu Männistö
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Cameron D. Palmer
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
| | - Janina S. Ried
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Robert A. Scott
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Alena Stancáková
- Department of Medicine, University of Eastern Finland and
Kuopio University Hospital, 70210
Kuopio, Finland
| | - Peter J. Wagner
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Ayse Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
| | - Angela Döring
- Institute of Epidemiology I, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur
201, Iceland
- University of Iceland, Faculty of Medicine,
Reykjavik
101, Iceland
| | - Douglas P. Kiel
- Department of Medicine Beth Israel Deaconess Medical Center
and Harvard Medical School, Boston, Massachusetts
02115
- Institute for Aging Research Hebrew Senior Life,
Boston, Massachusetts
02131, USA
| | - Brigitte Kühnel
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Barbara Mcknight
- Cardiovascular Health Research Unit, University of
Washington, Seattle, Washington
98101, USA
- Program in Biostatistics and Biomathematics, Divison of Public
Health Sciences, Fred Hutchinson Cancer Research Center,
Seattle, Washington
98109, USA
- Department of Biostatistics, University of Washington,
Seattle, Washington
98195, USA
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Jeffrey R. O'Connell
- Program for Personalized and Genomic Medicine, Division of
Endocrinology, Diabetes and Nutrition, Department of Medicine, University of
Maryland School of Medicine, Baltimore, Maryland
21201, USA
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
| | - Alan R. Shuldiner
- Program for Personalized and Genomic Medicine, Division of
Endocrinology, Diabetes and Nutrition, Department of Medicine, University of
Maryland School of Medicine, Baltimore, Maryland
21201, USA
- Geriatric Research and Education Clinical Center, Vetrans
Administration Medical Center, Baltimore, Maryland
21042, USA
| | - Kijoung Song
- Genetics, Projects Clinical Platforms and Sciences,
GlaxoSmithKline, Philadelphia, Pennsylvania
19112, USA
| | - Liesbeth Vandenput
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, 413 45
Gothenburg, Sweden
| | - Cornelia M. van Duijn
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus
University Medical Center, 3015GE
Rotterdam, The Netherlands
- Center for Medical Systems Biology, 2300
Leiden, The Netherlands
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital Lausanne
(CHUV) and University of Lausanne, 1011
Lausanne, Switzerland
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics,
University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Yvonne Boettcher
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Richard S. Cooper
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Nita G. Forouhi
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Harald Grallert
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- German Center for Diabetes Research (DZD),
85764
Neuherberg, Germany
| | - Aroon Hingorani
- Institute of Cardiovascular Science, University College
London, London
WC1E 6BT, UK
| | - Torben Jørgensen
- Department of Clinical Medicine, Faculty of Health and Medical
Sciences, University of Copenhagen, 2200
Copenhagen, Denmark
- Faculty of Medicine, University of Aalborg,
9220
Aalborg, Denmark
- Research Centre for Prevention and Health,
DK2600
Capital Region of Denmark, Denmark
| | - Pekka Jousilahti
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Meena Kumari
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Markku Laakso
- Faculty of Health Sciences, Institute of Clinical Medicine,
Internal Medicine, University of Eastern Finland, 70210
Kuopio, Finland
- Department of Medicine, University of Eastern Finland,
70210
Kuopio, Finland
- Kuopio University Hospital, 70029
Kuopio, Finland
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- Department of Epidemiology and Public Health, UCL,
London
WC1E 6BT, UK
| | - Allan Linneberg
- Research Centre for Prevention and Health, Glostrup
Hospital, 2600
Glostrup, Denmark
| | - Amy Luke
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Colin A. Mckenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research
Institute, University of the West Indies, Mona
JMAAW15, Jamaica
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Massachusetts General Hospital, Center for Human Genetic
Research, Psychiatric and Neurodevelopmental Genetics Unit,
Boston, Massachusetts
02114, USA
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum
München—German Research Center for Environmental
Health, 85764
Neuherberg, Germany
- Institute of Medical Informatics, Biometry and Epidemiology,
Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität,
81377
Munich, Germany
| | - Bamidele O. Tayo
- Department of Public Health Sciences, Stritch School of
Medicine, Loyola University Chicago, Maywood, Illinois
61053, USA
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
| | - David A. Bennett
- Rush Alzheimer's Disease Center, Rush University
Medical Center, Chicago, Illinois
60612, USA
| | - Lars Bertram
- School of Public Health, Faculty of Medicine, Imperial College
London, London
W6 8RP, UK
- Lübeck Interdisciplinary Platform for Genome
Analytics, Institutes of Neurogenetics and Integrative and Experimental
Genomics, University of Lübeck, 23562
Lübeck, Germany
| | - John Blangero
- South Texas Diabetes and Obesity Institute, University of Texas
Rio Grande Valley, Brownsville, Texas
78520
| | - Matthias Blüher
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Nam H. Cho
- Ajou University School of Medicine, Department of Preventive
Medicine, Suwon Kyoung-gi
443-721, Korea
| | - Steven R. Cummings
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Stefan A. Czerwinski
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Ilja Demuth
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
- Institute of Medical and Human Genetics,
Charité—Universitätsmedizin Berlin,
13353
Berlin, Germany
| | - Rahel Eckardt
- The Berlin Aging Study II; Research Group on Geriatrics;
Charité—Universitätsmedizin Berlin,
13347
Berlin, Germany
| | - Johan G. Eriksson
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Department of General Practice and Primary Health Care,
University of Helsinki, FI-00014
Helsinki, Finland
- Folkhälsan Research Centre, FI-00290
Helsinki, Finland
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on
Aging, Baltimore, Maryland
21225, USA
| | - Oscar H. Franco
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Philippe Froguel
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - Ron T. Gansevoort
- University of Groningen, University Medical Center Groningen,
Department of Medicine, 9700 RB
Groningen, The Netherlands
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Faculty of Health Sciences, University of Southern
Denmark, 5000
Odense, Denmark
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Sciences, National
Institute on Aging, Bethesda, Maryland
20892, USA
| | - Nicholas Hastie
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Markku Heliövaara
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Albert Hofman
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Joanne M. Jordan
- Thurston Arthritis Research Center, University of North
Carolina at Chapel Hill, Chaper Hill, North Carolina
27599-7280, USA
| | - Antti Jula
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University
Hospital, FI-33521
Tampere, Finland
- Department of Clinical Physiology, University of Tampere
School of Medicine, FI-33014
Tampere, Finland
| | - Eero Kajantie
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
- Children's Hospital, Helsinki University Hospital and
University of Helsinki, FI-00029
Helsinki, Finland
- Department of Obstetrics and Gynecology, MRC Oulu, Oulu
University Hospital and University of Oulu, FI-90029
Oulu, Finland
| | - Paul B. Knekt
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Seppo Koskinen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Peter Kovacs
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
| | - Terho Lehtimäki
- Department of Clinical Chemistry, University of Tampere School
of Medicine, FI-33014
Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and
School of Medicine, University of Tampere, FI-33520
Tampere, Finland
| | - Lars Lind
- Department of Medical Sciences, Uppsala University,
751 85
Uppsala, Sweden
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences,
Wake Forest School of Medicine, Winston-Salem, North
Carolina
27157, USA
| | - Eric S. Orwoll
- Bone & Mineral Unit, Oregon Health & Science
University, Portland, Oregon
97239, USA
| | - Clive Osmond
- MRC Lifecourse Epidemiology Unit, University of Southampton,
Southampton General Hospital, Southampton
SO16 6YD, UK
| | - Markus Perola
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
- Estonian Genome Center, Univeristy of Tartu,
Tartu, 51010, Estonia
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Louis Pérusse
- Department of Kinesiology, Laval University,
Québec City, Quebec, Canada
G1V 0A6
- Institute of Nutrition and Functional Foods, Laval
University, Québec City, Quebec,
Canada
G1V 0A6
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku
University Hospital, FI-20521
Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular
Medicine, University of Turku, FI-20520
Turku, Finland
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research
Center, Baton Rouge, Los Angeles
70808, USA
| | - D. C. Rao
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
- Department of Psychiatry, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Treva K. Rice
- Division of Biostatistics, Washington University School of
Medicine, St Louis, Missouri
63110, USA
- Department of Psychiatry, Washington University School of
Medicine, St Louis, Missouri
63110, USA
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Veikko Salomaa
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Thorkild I. A. Sørensen
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg
Hospital, The Capital Region, 2000
Frederiksberg, Denmark
| | - Michael Stumvoll
- University of Leipzig, IFB Adiposity Diseases,
04103
Leipzig, Germany
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Anke Tönjes
- University of Leipzig, Department of Medicine,
04103
Leipzig, Germany
| | - Bradford Towne
- Lifespan Health Research Center, Wright State University
Boonshoft School of Medicine, Dayton, Ohio
45420, USA
| | - Gregory J. Tranah
- California Pacific Medical Center Research Institute,
San Francisco, California
94107, USA
| | - Angelo Tremblay
- Department of Kinesiology, Laval University,
Québec City, Quebec, Canada
G1V 0A6
| | - André G. Uitterlinden
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
- Department of Epidemiology, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity
Cardiology Institute Netherlands-Netherlands Heart Institute, 3501
DG
Utrecht, The Netherlands
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Erkki Vartiainen
- National Institute for Health and Welfare,
FI-00271
Helsinki, Finland
| | - Jorma S. Viikari
- Department of Medicine, University of Turku,
FI-20521
Turku, Finland
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
| | - Marie-Claude Vohl
- Institute of Nutrition and Functional Foods, Laval
University, Québec City, Quebec,
Canada
G1V 0A6
- School of Nutrition, Laval University,
Québec City, Quebec, Canada
G1V 0A6
| | - Henry Völzke
- Institute for Community Medicine, University Medicine
Greifswald, 17475
Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Greifswald, 17475
Greifswald, Germany
- DZD (German Centre for Diabetes Research), partner site
Greifswald, 17475
Greifswald, Germany
| | - Mark Walker
- Program in Medical and Population Genetics, Broad Institute of
Harvard and Massachusetts Institute of Technology, Cambridge,
Massachusetts
02142, USA
- Institute of Cellular Medicine, Newcastle University,
Newcastle
NE2 4HH, UK
| | - Henri Wallaschofski
- Institute of Clinical Chemistry and Laboratory Medicine,
University Medicine Greifswald, 17475
Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site
Greifswald, 17475
Greifswald, Germany
| | - Sarah Wild
- Centre for Population Health Sciences, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh,
Edinburgh
EH8 9AG, UK
| | - James F. Wilson
- MRC Human Genetics Unit, Institute of Genetics and Molecular
Medicine, University of Edinburgh, Edinburgh
EH4 2XU, UK
- Centre for Global Health Research, Usher Institute of
Population Health Sciences and Informatics, University of Edinburgh, Teviot
Place, Edinburgh
EH8 9AG, UK
| | - Loïc Yengo
- CNRS UMR 8199, F-59019
Lille, France
- European Genomic Institute for Diabetes, 59000
Lille, France
- Université de Lille 2, 59000
Lille, France
| | - D. Timothy Bishop
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Ingrid B. Borecki
- Division of Statistical Genomics, Department of Genetics,
Washington University School of Medicine, St Louis,
Missouri
63108, USA
- Analytical Genetics Group, Regeneron Genetics Center,
Regeneron Pharmaceuticals, Inc., Tarrytown, New York
10591, USA
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College
London, London
W2 1PG, UK
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
- Imperial College Healthcare NHS Trust, London
W12 0HS, UK
| | - L. Adrienne Cupples
- Department of Biostatistics, Boston University School of Public
Health, Boston, Massachusetts
02118, USA
- National Heart, Lung, and Blood Institute, the Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center,
3000CA
Rotterdam/Zuidholland, The Netherlands
| | - Panos Deloukas
- William Harvey Research Institute, Barts and The London School
of Medicine and Dentistry, Queen Mary University of London,
London
EC1M 6BQ, UK
- Wellcome Trust Sanger Institute, Human Genetics,
Hinxton, Cambridge
CB10 1SA, UK
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research
of Hereditary Disorders (PACER-HD), King Abdulaziz University,
Jeddah
21589, Saudi Arabia
| | - Ghazaleh Fatemifar
- MRC Integrative Epidemiology Unit, School of Social and
Community Medicine, University of Bristol, Bristol
BS82BN, UKnited
| | - Caroline Fox
- Harvard Medical School, Boston,
Massachusetts
02115, USA
- National Heart, Lung, and Blood Institute, the Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Terrence S. Furey
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
- Department of Biology, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Lude Franke
- University of Groningen, University Medical Center Groningen,
Department of Cardiology, 9700 RB
Groningen, The Netherlands
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Jiali Han
- Department of Epidemiology, Richard M. Fairbanks School of
Public Health, Melvin and Bren Simon Cancer Center,
Indianapolis, Indiana
46202, USA
| | - David J. Hunter
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Department of Epidemiology, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
- Channing Division of Network Medicine, Department of Medicine,
Brigham and Women's Hospital and Harvard Medical School,
Boston, Massachusetts
02115, USA
- Department of Nutrition, Harvard School of Public
Health, Boston, Massachusetts
02115, USA
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen,
University of Groningen, 9700 RB
Groningen, The Netherlands
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre,
Oxford
OX3 7LJ, UK
| | - Robert C. Kaplan
- Department of Epidemiology and Popualtion Health, Albert
Einstein College of Medicine, Bronx, New York
10461, USA
| | - Jaspal S. Kooner
- Ealing Hospital NHS Trust, Middlesex
UB1 3HW, UK
- Imperial College Healthcare NHS Trust, London
W12 0HS, UK
- National Heart and Lung Institute, Imperial College
London, London
W12 0NN, UK
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre,
Oxford
OX3 7LJ, UK
| | - Joanne M. Murabito
- Boston University School of Medicine, Department of Medicine,
Section of General Internal Medicine, Boston,
Massachusetts
02118, USA
- NHLBI's and Boston University's Framingham
Heart Study, Framingham, Massachusetts
01702, USA
| | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Department of Biostatistics, University of Liverpool,
Liverpool
L69 3GA, UK
| | - Julia A. N. Bishop
- Leeds Institute of Cancer and Pathology, Cancer Research UK
Leeds Centre, University of Leeds, Leeds
LS9 7TF, UK
| | - Kari E. North
- Carolina Center for Genome Sciences and Department of
Epidemiology, University of North Carolina at Chapel Hill, Chapel
Hill, North Carolina
27599-7400, USA
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal
Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy,
University of Gothenburg, 413 45
Gothenburg, Sweden
| | - Ken K. Ong
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- MRC Unit for Lifelong Health and Ageing at UCL,
London
WC1B 5JU, UK
- Department of Paediatrics, University of Cambridge,
Cambridge
CB2 0QQ, UK
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Department of Genomics of Common Disease, School of Public
Health, Imperial College London, London
W12 0NN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism,
University of Oxford, Churchill Hospital, Oxford
OX3 7LJ, UK
| | - J. Brent Richards
- Department Epidemiology, Biostatistics and Human Genetics, Lady
Davis Institute, Jewish General Hospital, McGill University,
Montréal, Quebec, Canada
H3T1E2
- Department of Medicine, Lady Davis Institute, Jewish General
Hospital, McGill University, Montréal,
Quebec, Canada
H3T1E2
- Department of Twin Research, King's College
London, London
SE1 1E7, UK
- Division of Endocrinology, Lady Davis Institute, Jewish
General Hospital, McGill University, Montréal,
Quebec, Canada
H3T1E2
| | - Eric E. Schadt
- Icahn Institute for Genomics and Multiscale Biology, Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
- Department of Genetics and Genomic Sciences, Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology,
King's College London, London
SE1 7EH, UK
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland, University of
Helsinki, FI-00290
Helsinki, Finland
| | - Cristen J. Willer
- Department of Computational Medicine and Bioinformatics,
University of Michigan, Ann Arbor, Michigan
48109, USA
- Department of Human Genetics, University of Michigan,
Ann Arbor, Michigan
48109, USA
- Department of Internal Medicine, Division of Cardiovascular
Medicine, University of Michigan, Ann Arbor, Michigan
48109, USA
| | - Jian Yang
- Queensland Brain Institute, The University of Queensland,
Brisbane
4072, Australia
| | - Erik Ingelsson
- Science for Life Laboratory, Uppsala University, 750
85
Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala
University, 751 85
Uppsala, Sweden
- Department of Medicine, Division of Cardiovascular Medicine,
Stanford University School of Medicine, Stanford,
California
94305, USA
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina,
Chapel Hill, North Carolina
27599, USA
| | - Joel N. Hirschhorn
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- Divisions of Endocrinology and Genetics and Center for Basic
and Translational Obesity Research, Boston Children's Hospital,
Boston, Massachusetts
02115, USA
- Department of Genetics, Harvard Medical School,
Boston, Massachusetts
02115, USA
| | - John Andrew Pospisilik
- Department of Epigenetics, Max Planck Institute of
Immunobiology and Epigenetics, D-76108
Freiburg, Germany
| | - M. Carola Zillikens
- Department of Internal Medicine, Erasmus Medical Center,
3015GE
Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands
Consortium for Healthy Aging (NCHA), Rotterdam
The Netherlands
| | - Cecilia Lindgren
- Wellcome Trust Centre for Human Genetics, University of
Oxford, Oxford
OX3 7BN, UK
- Broad Institute of the Massachusetts Institute of Technology
and Harvard University, Cambridge
2142, USA
- The Big Data Institute, University of Oxford,
Oxford
OX3 7LJ, UK
| | - Tuomas Oskari Kilpeläinen
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- Novo Nordisk Foundation Center for Basic Metabolic Research,
Section of Metabolic Genetics, Faculty of Health and Medical Sciences,
University of Copenhagen, 2100
Copenhagen, Denmark
| | - Ruth J. F. Loos
- The Charles Bronfman Institute for Personalized Medicine, The
Icahn School of Medicine at Mount Sinai, New York, New
York
10029, USA
- The Department of Preventive Medicine, The Icahn School of
Medicine at Mount Sinai, New York, New York
10029, USA
- MRC Epidemiology Unit, University of Cambridge School of
Clinical Medicine, Institute of Metabolic Science, University of Cambridge,
Cambridge Biomedical Campus, Cambridge
CB2 0QQ, UK
- The Genetics of Obesity and Related Metabolic Traits Program,
The Icahn School of Medicine at Mount Sinai, New York, New
York, 10029, USA
- The Mindich Child Health and Development Institute, The Icahn
School of Medicine at Mount Sinai, New York, New York
10029, USA
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46
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Xia Z, White CC, Owen EK, Von Korff A, Clarkson SR, McCabe CA, Cimpean M, Winn PA, Hoesing A, Steele SU, Cortese ICM, Chitnis T, Weiner HL, Reich DS, Chibnik LB, De Jager PL. Genes and Environment in Multiple Sclerosis project: A platform to investigate multiple sclerosis risk. Ann Neurol 2015; 79:178-89. [PMID: 26583565 DOI: 10.1002/ana.24560] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2015] [Revised: 10/21/2015] [Accepted: 11/14/2015] [Indexed: 11/06/2022]
Abstract
The Genes and Environment in Multiple Sclerosis project establishes a platform to investigate the events leading to multiple sclerosis (MS) in at-risk individuals. It has recruited 2,632 first-degree relatives from across the USA. Using an integrated genetic and environmental risk score, we identified subjects with twice the MS risk when compared to the average family member, and we report an initial incidence rate in these subjects that is 30 times greater than that of sporadic MS. We discuss the feasibility of large-scale studies of asymptomatic at-risk subjects that leverage modern tools of subject recruitment to execute collaborative projects.
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Affiliation(s)
- Zongqi Xia
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA
| | - Charles C White
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA
| | - Emily K Owen
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Alina Von Korff
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Sarah R Clarkson
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Cristin A McCabe
- Program in Medical and Population Genetics, Broad Institute, Cambridge, MA
| | - Maria Cimpean
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Phoebe A Winn
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Ashley Hoesing
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA
| | - Sonya U Steele
- Division of Neuroimmunology and Neurovirology, National Institute for Neurologic Diseases and Stroke, Bethesda, MD
| | - Irene C M Cortese
- Division of Neuroimmunology and Neurovirology, National Institute for Neurologic Diseases and Stroke, Bethesda, MD
| | - Tanuja Chitnis
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA
| | - Howard L Weiner
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA
| | - Daniel S Reich
- Division of Neuroimmunology and Neurovirology, National Institute for Neurologic Diseases and Stroke, Bethesda, MD
| | - Lori B Chibnik
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA
| | - Philip L De Jager
- Program in Translational Neuropsychiatric Genomics and Partners Multiple Sclerosis Center, Ann Romney Center for Neurologic Diseases, Department of Neurology, Brigham and Women's Hospital, Boston, MA.,Harvard Medical School, Boston, MA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA
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47
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van Leeuwen EM, Huffman JE, Bis JC, Isaacs A, Mulder M, Sabo A, Smith AV, Demissie S, Manichaikul A, Brody JA, Feitosa MF, Duan Q, Schraut KE, Navarro P, van Vliet-Ostaptchouk JV, Zhu G, Mbarek H, Trompet S, Verweij N, Lyytikäinen LP, Deelen J, Nolte IM, van der Laan SW, Davies G, Vermeij-Verdoold AJ, van Oosterhout AA, Vergeer-Drop JM, Arking DE, Trochet H, Medina-Gomez C, Rivadeneira F, Uitterlinden AG, Dehghan A, Franco OH, Sijbrands EJ, Hofman A, White CC, Mychaleckyj JC, Peloso GM, Swertz MA, Willemsen G, de Geus EJ, Milaneschi Y, Penninx BW, Ford I, Buckley BM, de Craen AJ, Starr JM, Deary IJ, Pasterkamp G, Oldehinkel AJ, Snieder H, Slagboom PE, Nikus K, Kähönen M, Lehtimäki T, Viikari JS, Raitakari OT, van der Harst P, Jukema JW, Hottenga JJ, Boomsma DI, Whitfield JB, Montgomery G, Martin NG, Polasek O, Vitart V, Hayward C, Kolcic I, Wright AF, Rudan I, Joshi PK, Wilson JF, Lange LA, Wilson JG, Gudnason V, Harris TB, Morrison AC, Borecki IB, Rich SS, Padmanabhan S, Psaty BM, Rotter JI, Smith BH, Boerwinkle E, Cupples LA, van Duijn C. Fine mapping the CETP region reveals a common intronic insertion associated to HDL-C. NPJ Aging Mech Dis 2015; 1:15011. [PMID: 28721259 PMCID: PMC5514988 DOI: 10.1038/npjamd.2015.11] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2015] [Revised: 07/24/2015] [Accepted: 08/10/2015] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Individuals with exceptional longevity and their offspring have significantly larger high-density lipoprotein concentrations (HDL-C) particle sizes due to the increased homozygosity for the I405V variant in the cholesteryl ester transfer protein (CETP) gene. In this study, we investigate the association of CETP and HDL-C further to identify novel, independent CETP variants associated with HDL-C in humans. METHODS We performed a meta-analysis of HDL-C within the CETP region using 59,432 individuals imputed with 1000 Genomes data. We performed replication in an independent sample of 47,866 individuals and validation was done by Sanger sequencing. RESULTS The meta-analysis of HDL-C within the CETP region identified five independent variants, including an exonic variant and a common intronic insertion. We replicated these 5 variants significantly in an independent sample of 47,866 individuals. Sanger sequencing of the insertion within a single family confirmed segregation of this variant. The strongest reported association between HDL-C and CETP variants, was rs3764261; however, after conditioning on the five novel variants we identified the support for rs3764261 was highly reduced (βunadjusted=3.179 mg/dl (P value=5.25×10-509), βadjusted=0.859 mg/dl (P value=9.51×10-25)), and this finding suggests that these five novel variants may partly explain the association of CETP with HDL-C. Indeed, three of the five novel variants (rs34065661, rs5817082, rs7499892) are independent of rs3764261. CONCLUSIONS The causal variants in CETP that account for the association with HDL-C remain unknown. We used studies imputed to the 1000 Genomes reference panel for fine mapping of the CETP region. We identified and validated five variants within this region that may partly account for the association of the known variant (rs3764261), as well as other sources of genetic contribution to HDL-C.
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Affiliation(s)
| | - Jennifer E Huffman
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK.,National Heart, Lung, and Blood Institute (NHLBI) Cardiovascular Epidemiology and Human Genomics Branch, Framingham Heart Study, Framingham, MA, USA
| | - Joshua C Bis
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Aaron Isaacs
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Monique Mulder
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Aniko Sabo
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Serkalem Demissie
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Ani Manichaikul
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Jennifer A Brody
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Mary F Feitosa
- Department of Genetics, Washington University School of Medicine, St Louis, MO, USA
| | - Qing Duan
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
| | - Katharina E Schraut
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, Scotland
| | - Pau Navarro
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK
| | - Jana V van Vliet-Ostaptchouk
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Gu Zhu
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Hamdi Mbarek
- Department of Biological Psychology, VU University Amsterdam and EMGO Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands.,Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Niek Verweij
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories and University of Tampere School of Medicine, Tampere, Finland
| | - Joris Deelen
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK.,Department of Psychology, University of Edinburgh, Edinburgh, UK
| | | | | | | | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Holly Trochet
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK
| | | | - Carolina Medina-Gomez
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Andre G Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands.,Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Eric J Sijbrands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Charles C White
- Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Departments of Neurology and Psychiatry, Brigham and Women's Hospital, Boston, MA, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA.,Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA
| | - Josyf C Mychaleckyj
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Gina M Peloso
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, USA.,Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA.,Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Morris A Swertz
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam and EMGO Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Eco J de Geus
- Department of Biological Psychology, VU University Amsterdam and EMGO Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Yuri Milaneschi
- Department of Psychiatry, VU University Medical Center Amsterdam/GGZinGeest and EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - Brenda Wjh Penninx
- Department of Psychiatry, VU University Medical Center Amsterdam/GGZinGeest and EMGO Institute for Health and Care Research and Neuroscience Campus Amsterdam, Amsterdam, The Netherlands
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Brendan M Buckley
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland.,Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
| | - Anton Jm de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - John M Starr
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland.,Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK.,Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Gerard Pasterkamp
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories & Pharmacy, UMC Utrecht, Utrecht, the Netherlands
| | - Albertine J Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Kjell Nikus
- Department of Cardiology, Heart Centre, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and University of Tampere School of Medicine, Tampere, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and University of Tampere School of Medicine, Tampere, Finland
| | - Jorma S Viikari
- Division of Medicine, Turku University Hospital, and Department of Medicine, University of Turku, Turku, Finland
| | - Olli T Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, and Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.,Molecular Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam and EMGO Institute for Health and Care Research, Amsterdam, The Netherlands
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University Amsterdam and EMGO Institute for Health and Care Research, Amsterdam, The Netherlands
| | - John B Whitfield
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Grant Montgomery
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, and Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland.,Molecular Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | | | - Ozren Polasek
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Veronique Vitart
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK
| | - Caroline Hayward
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK
| | - Ivana Kolcic
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Alan F Wright
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Edinburgh, UK
| | - Igor Rudan
- Centre for Population Health Sciences, Medical School, University of Edinburgh, Edinburgh, UK
| | - Peter K Joshi
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, Scotland
| | - James F Wilson
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, Scotland
| | - Leslie A Lange
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - James G Wilson
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland.,Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Tamar B Harris
- National Institute on Aging, National Institute of Health, Bethesda, MD, USA
| | - Alanna C Morrison
- Human Genetics Center, The University of Texas School of Public Health, Houston, TX, USA
| | - Ingrid B Borecki
- Department of Genetics, Washington University School of Medicine, St Louis, MO, USA
| | - Stephen S Rich
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Sandosh Padmanabhan
- Division of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Bruce M Psaty
- Department of Medicine, Epidemiology & Health Services, University of Washington, Seattle, WA, USA.,Group Health Research Institute, Group Health cooperative, Seattle, WA, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles BioMedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, USA.,Division of Genomic Outcomes, Departments of Pediatrics and Medicine, Harbor-UCLA Medical Center, Torrance, CA, USA.,Departments of Pediatrics, Medicine, and Human Genetics, UCLA, Los Angeles, CA, USA
| | - Blair H Smith
- Medical Research Institute, University of Dundee, Dundee, UK
| | - Eric Boerwinkle
- Human Genetics Center, The University of Texas School of Public Health, Houston, TX, USA
| | - L Adrienne Cupples
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA.,Framingham Heart Study, Framingham, MA, USA
| | - Cornelia van Duijn
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
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48
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Bove R, White CC, Giovannoni G, Glanz B, Golubchikov V, Hujol J, Jennings C, Langdon D, Lee M, Legedza A, Paskavitz J, Prasad S, Richert J, Robbins A, Roberts S, Weiner H, Ramachandran R, Botfield M, De Jager PL. Evaluating more naturalistic outcome measures: A 1-year smartphone study in multiple sclerosis. Neurol Neuroimmunol Neuroinflamm 2015; 2:e162. [PMID: 26516627 PMCID: PMC4608760 DOI: 10.1212/nxi.0000000000000162] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2015] [Accepted: 08/19/2015] [Indexed: 11/15/2022]
Abstract
OBJECTIVE In this cohort of individuals with and without multiple sclerosis (MS), we illustrate some of the novel approaches that smartphones provide to monitor patients with chronic neurologic disorders in their natural setting. METHODS Thirty-eight participant pairs (MS and cohabitant) aged 18-55 years participated in the study. Each participant received an Android HTC Sensation 4G smartphone containing a custom application suite of 19 tests capturing participant performance and patient-reported outcomes (PROs). Over 1 year, participants were prompted daily to complete one assigned test. RESULTS A total of 22 patients with MS and 17 cohabitants completed the entire study. Among patients with MS, low scores on PROs relating to mental and visual function were associated with dropout (p < 0.05). We illustrate several novel features of a smartphone platform. First, fluctuations in MS outcomes (e.g., fatigue) were assessed against an individual's ambient environment by linking responses to meteorological data. Second, both response accuracy and speed for the Ishihara color vision test were captured, highlighting the benefits of both active and passive data collection. Third, a new trait, a person-specific learning curve in neuropsychological testing, was identified using spline analysis. Finally, averaging repeated measures over the study yielded the most robust correlation matrix of the different outcome measures. CONCLUSIONS We report the feasibility of, and barriers to, deploying a smartphone platform to gather useful passive and active performance data at high frequency in an unstructured manner in the field. A smartphone platform may therefore enable large-scale naturalistic studies of patients with MS or other neurologic diseases.
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Affiliation(s)
- Riley Bove
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Charles C White
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Gavin Giovannoni
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Bonnie Glanz
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Victor Golubchikov
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Johnny Hujol
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Charles Jennings
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Dawn Langdon
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Michelle Lee
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Anna Legedza
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - James Paskavitz
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Sashank Prasad
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - John Richert
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Allison Robbins
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Susan Roberts
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Howard Weiner
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Ravi Ramachandran
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Martyn Botfield
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
| | - Philip L De Jager
- Program in Translational Neuropsychiatric Genomics (R.B., C.C.W., B.G., M.L., S.P., A.R., H.W., P.L.D.J.), Ann Romney Center for Neurologic Diseases, and the Partners Multiple Sclerosis Center, Department of Neurology, Brigham and Women's Hospital, Brookline, MA; Harvard Medical School (R.B., B.G., S.P., H.W., P.L.D.G.), Boston, MA; Blizard Institute (G.G.) and Royal Holloway (D.L.), University College London, London, UK; Vertex Pharmaceuticals Incorporated (V.G., A.L., S.R., R.R., M.B.), Boston MA; Woo Sports (J.H.), Boston, MA; McGovern Institute Neurotechnology Program (C.J.), MIT, Cambridge, MA; and Biogen-Idec (J.P., J.R.), Cambridge, MA
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49
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Winkler TW, Justice AE, Graff M, Barata L, Feitosa MF, Chu S, Czajkowski J, Esko T, Fall T, Kilpeläinen TO, Lu Y, Mägi R, Mihailov E, Pers TH, Rüeger S, Teumer A, Ehret GB, Ferreira T, Heard-Costa NL, Karjalainen J, Lagou V, Mahajan A, Neinast MD, Prokopenko I, Simino J, Teslovich TM, Jansen R, Westra HJ, White CC, Absher D, Ahluwalia TS, Ahmad S, Albrecht E, Alves AC, Bragg-Gresham JL, de Craen AJM, Bis JC, Bonnefond A, Boucher G, Cadby G, Cheng YC, Chiang CWK, Delgado G, Demirkan A, Dueker N, Eklund N, Eiriksdottir G, Eriksson J, Feenstra B, Fischer K, Frau F, Galesloot TE, Geller F, Goel A, Gorski M, Grammer TB, Gustafsson S, Haitjema S, Hottenga JJ, Huffman JE, Jackson AU, Jacobs KB, Johansson Å, Kaakinen M, Kleber ME, Lahti J, Leach IM, Lehne B, Liu Y, Lo KS, Lorentzon M, Luan J, Madden PAF, Mangino M, McKnight B, Medina-Gomez C, Monda KL, Montasser ME, Müller G, Müller-Nurasyid M, Nolte IM, Panoutsopoulou K, Pascoe L, Paternoster L, Rayner NW, Renström F, Rizzi F, Rose LM, Ryan KA, Salo P, Sanna S, Scharnagl H, Shi J, Smith AV, Southam L, Stančáková A, Steinthorsdottir V, Strawbridge RJ, Sung YJ, Tachmazidou I, Tanaka T, Thorleifsson G, Trompet S, Pervjakova N, Tyrer JP, Vandenput L, van der Laan SW, van der Velde N, van Setten J, van Vliet-Ostaptchouk JV, Verweij N, Vlachopoulou E, Waite LL, Wang SR, Wang Z, Wild SH, Willenborg C, Wilson JF, Wong A, Yang J, Yengo L, Yerges-Armstrong LM, Yu L, Zhang W, Zhao JH, Andersson EA, Bakker SJL, Baldassarre D, Banasik K, Barcella M, Barlassina C, Bellis C, Benaglio P, Blangero J, Blüher M, Bonnet F, Bonnycastle LL, Boyd HA, Bruinenberg M, Buchman AS, Campbell H, Chen YDI, Chines PS, Claudi-Boehm S, Cole J, Collins FS, de Geus EJC, de Groot LCPGM, Dimitriou M, Duan J, Enroth S, Eury E, Farmaki AE, Forouhi NG, Friedrich N, Gejman PV, Gigante B, Glorioso N, Go AS, Gottesman O, Gräßler J, Grallert H, Grarup N, Gu YM, Broer L, Ham AC, Hansen T, Harris TB, Hartman CA, Hassinen M, Hastie N, Hattersley AT, Heath AC, Henders AK, Hernandez D, Hillege H, Holmen O, Hovingh KG, Hui J, Husemoen LL, Hutri-Kähönen N, Hysi PG, Illig T, De Jager PL, Jalilzadeh S, Jørgensen T, Jukema JW, Juonala M, Kanoni S, Karaleftheri M, Khaw KT, Kinnunen L, Kittner SJ, Koenig W, Kolcic I, Kovacs P, Krarup NT, Kratzer W, Krüger J, Kuh D, Kumari M, Kyriakou T, Langenberg C, Lannfelt L, Lanzani C, Lotay V, Launer LJ, Leander K, Lindström J, Linneberg A, Liu YP, Lobbens S, Luben R, Lyssenko V, Männistö S, Magnusson PK, McArdle WL, Menni C, Merger S, Milani L, Montgomery GW, Morris AP, Narisu N, Nelis M, Ong KK, Palotie A, Pérusse L, Pichler I, Pilia MG, Pouta A, Rheinberger M, Ribel-Madsen R, Richards M, Rice KM, Rice TK, Rivolta C, Salomaa V, Sanders AR, Sarzynski MA, Scholtens S, Scott RA, Scott WR, Sebert S, Sengupta S, Sennblad B, Seufferlein T, Silveira A, Slagboom PE, Smit JH, Sparsø TH, Stirrups K, Stolk RP, Stringham HM, Swertz MA, Swift AJ, Syvänen AC, Tan ST, Thorand B, Tönjes A, Tremblay A, Tsafantakis E, van der Most PJ, Völker U, Vohl MC, Vonk JM, Waldenberger M, Walker RW, Wennauer R, Widén E, Willemsen G, Wilsgaard T, Wright AF, Zillikens MC, van Dijk SC, van Schoor NM, Asselbergs FW, de Bakker PIW, Beckmann JS, Beilby J, Bennett DA, Bergman RN, Bergmann S, Böger CA, Boehm BO, Boerwinkle E, Boomsma DI, Bornstein SR, Bottinger EP, Bouchard C, Chambers JC, Chanock SJ, Chasman DI, Cucca F, Cusi D, Dedoussis G, Erdmann J, Eriksson JG, Evans DA, de Faire U, Farrall M, Ferrucci L, Ford I, Franke L, Franks PW, Froguel P, Gansevoort RT, Gieger C, Grönberg H, Gudnason V, Gyllensten U, Hall P, Hamsten A, van der Harst P, Hayward C, Heliövaara M, Hengstenberg C, Hicks AA, Hingorani A, Hofman A, Hu F, Huikuri HV, Hveem K, James AL, Jordan JM, Jula A, Kähönen M, Kajantie E, Kathiresan S, Kiemeney LALM, Kivimaki M, Knekt PB, Koistinen HA, Kooner JS, Koskinen S, Kuusisto J, Maerz W, Martin NG, Laakso M, Lakka TA, Lehtimäki T, Lettre G, Levinson DF, Lind L, Lokki ML, Mäntyselkä P, Melbye M, Metspalu A, Mitchell BD, Moll FL, Murray JC, Musk AW, Nieminen MS, Njølstad I, Ohlsson C, Oldehinkel AJ, Oostra BA, Palmer LJ, Pankow JS, Pasterkamp G, Pedersen NL, Pedersen O, Penninx BW, Perola M, Peters A, Polašek O, Pramstaller PP, Psaty BM, Qi L, Quertermous T, Raitakari OT, Rankinen T, Rauramaa R, Ridker PM, Rioux JD, Rivadeneira F, Rotter JI, Rudan I, den Ruijter HM, Saltevo J, Sattar N, Schunkert H, Schwarz PEH, Shuldiner AR, Sinisalo J, Snieder H, Sørensen TIA, Spector TD, Staessen JA, Stefania B, Thorsteinsdottir U, Stumvoll M, Tardif JC, Tremoli E, Tuomilehto J, Uitterlinden AG, Uusitupa M, Verbeek ALM, Vermeulen SH, Viikari JS, Vitart V, Völzke H, Vollenweider P, Waeber G, Walker M, Wallaschofski H, Wareham NJ, Watkins H, Zeggini E, Chakravarti A, Clegg DJ, Cupples LA, Gordon-Larsen P, Jaquish CE, Rao DC, Abecasis GR, Assimes TL, Barroso I, Berndt SI, Boehnke M, Deloukas P, Fox CS, Groop LC, Hunter DJ, Ingelsson E, Kaplan RC, McCarthy MI, Mohlke KL, O'Connell JR, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Hirschhorn JN, Lindgren CM, Heid IM, North KE, Borecki IB, Kutalik Z, Loos RJF. The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study. PLoS Genet 2015; 11:e1005378. [PMID: 26426971 PMCID: PMC4591371 DOI: 10.1371/journal.pgen.1005378] [Citation(s) in RCA: 253] [Impact Index Per Article: 28.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2014] [Accepted: 06/22/2015] [Indexed: 01/11/2023] Open
Abstract
Genome-wide association studies (GWAS) have identified more than 100 genetic variants contributing to BMI, a measure of body size, or waist-to-hip ratio (adjusted for BMI, WHRadjBMI), a measure of body shape. Body size and shape change as people grow older and these changes differ substantially between men and women. To systematically screen for age- and/or sex-specific effects of genetic variants on BMI and WHRadjBMI, we performed meta-analyses of 114 studies (up to 320,485 individuals of European descent) with genome-wide chip and/or Metabochip data by the Genetic Investigation of Anthropometric Traits (GIANT) Consortium. Each study tested the association of up to ~2.8M SNPs with BMI and WHRadjBMI in four strata (men ≤50y, men >50y, women ≤50y, women >50y) and summary statistics were combined in stratum-specific meta-analyses. We then screened for variants that showed age-specific effects (G x AGE), sex-specific effects (G x SEX) or age-specific effects that differed between men and women (G x AGE x SEX). For BMI, we identified 15 loci (11 previously established for main effects, four novel) that showed significant (FDR<5%) age-specific effects, of which 11 had larger effects in younger (<50y) than in older adults (≥50y). No sex-dependent effects were identified for BMI. For WHRadjBMI, we identified 44 loci (27 previously established for main effects, 17 novel) with sex-specific effects, of which 28 showed larger effects in women than in men, five showed larger effects in men than in women, and 11 showed opposite effects between sexes. No age-dependent effects were identified for WHRadjBMI. This is the first genome-wide interaction meta-analysis to report convincing evidence of age-dependent genetic effects on BMI. In addition, we confirm the sex-specificity of genetic effects on WHRadjBMI. These results may provide further insights into the biology that underlies weight change with age or the sexually dimorphism of body shape. Adult body size and body shape differ substantially between men and women and change over time. More than 100 genetic variants that influence body mass index (measure of body size) or waist-to-hip ratio (measure of body shape) have been identified. While there is evidence that some genetic loci affect body shape differently in men than in women, little is known about whether genetic effects differ in older compared to younger adults, and whether such changes differ between men and women. Therefore, we conducted a systematic genome-wide search, including 114 studies (>320,000 individuals), to specifically identify genetic loci with age- and or sex-dependent effects on body size and shape. We identified 15 loci of which the effect on BMI was different in older compared to younger adults, whereas we found no evidence for loci with different effects in men compared to women. The opposite was seen for body shape as we identified 44 loci of which the effect on waist-to-hip ratio differed between men and women, but no difference between younger and older adults were observed. Our observations may provide new insights into the biology that underlies weight change with age or the sexual dimorphism of body shape.
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Affiliation(s)
- Thomas W. Winkler
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
| | - Anne E. Justice
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Mariaelisa Graff
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Llilda Barata
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Mary F. Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Su Chu
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Jacek Czajkowski
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Tõnu Esko
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Tove Fall
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Tuomas O. Kilpeläinen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Reedik Mägi
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | | | - Tune H. Pers
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Sina Rüeger
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine, University Hospital Lausanne (CHUV), Lausanne, Switzerland
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Georg B. Ehret
- Department of Specialties of Internal Medicine, Geneva University Hospital, Geneva, Switzerland
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Nancy L. Heard-Costa
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, United States of America
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
| | - Juha Karjalainen
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Michael D. Neinast
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - Inga Prokopenko
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Hammersmith Hospital, London, United Kingdom
- Department of Genomics of Common Diseases, School of Public Health, Imperial College London, London, United Kingdom
| | - Jeannette Simino
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Tanya M. Teslovich
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Rick Jansen
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Harm-Jan Westra
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Divisions of Genetics and Rheumatology, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
- Partners Center for Personalized Genetic Medicine, Boston, Massachusetts, United States of America
| | - Charles C. White
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Tarunveer S. Ahluwalia
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Steno Diabetes Center A/S, Gentofte, Denmark
- COPSAC, Copenhagen Prospective Studies on Asthma in Childhood, Herlev and Gentofte Hospital, University of Copenhagen, Copenhagen, Denmark
| | - Shafqat Ahmad
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Alexessander Couto Alves
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College, London, United Kingdom
| | - Jennifer L. Bragg-Gresham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Anton J. M. de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Joshua C. Bis
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
| | - Amélie Bonnefond
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | | | - Gemma Cadby
- Centre for Genetic Origins of Health and Disease, University of Western Australia, Crawley, Western Australia, Australia
| | - Yu-Ching Cheng
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- University of Maryland School of Medicine, Department of Medicine, Baltimore, Maryland, United States of America
| | - Charleston W. K. Chiang
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles, Los Angeles, California, United States of America
| | - Graciela Delgado
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Ayse Demirkan
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Nicole Dueker
- Universiy of Maryland School of Medicine, Department of Epidemiology & Public Health, Baltimore, Maryland, United States of America
| | - Niina Eklund
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | | | - Joel Eriksson
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Krista Fischer
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | - Francesca Frau
- Department of Health Sciences, University of Milan, Milan, Italy
- Filarete Foundation, Genomic and Bioinformatics Unit, Milano, Italy
| | - Tessel E. Galesloot
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Anuj Goel
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Mathias Gorski
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Tanja B. Grammer
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Stefan Gustafsson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Saskia Haitjema
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Jennifer E. Huffman
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Anne U. Jackson
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Kevin B. Jacobs
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Åsa Johansson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Marika Kaakinen
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College, London, United Kingdom
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Marcus E. Kleber
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | - Jari Lahti
- Folkhälsan Research Centre, Helsinki, Finland
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland
| | - Irene Mateo Leach
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Youfang Liu
- Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chaper Hill, North Carolina, United States of America
| | - Ken Sin Lo
- Montreal Heart Institute, Montréal, Québec, Canada
| | - Mattias Lorentzon
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Jian'an Luan
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Pamela A. F. Madden
- Washington University Medical School, St. Louis, Missouri, United States of America
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Barbara McKnight
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Program in Biostatistics and Biomathematics, Divison of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Carolina Medina-Gomez
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Keri L. Monda
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- The Center for Observational Research, Amgen Inc., Thousand Oaks, California, United States of America
| | - May E. Montasser
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Gabriele Müller
- Center for Evidence Based Healthcare, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
| | - Ilja M. Nolte
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | | | - Laura Pascoe
- Institute of Cell & Molecular Biosciences, Newcastle University, Newcastle, United Kingdom
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Nigel W. Rayner
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Frida Renström
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
| | - Federica Rizzi
- Department of Health Sciences, University of Milan, Milan, Italy
- Filarete Foundation, Genomic and Bioinformatics Unit, Milano, Italy
| | - Lynda M. Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
| | - Kathy A. Ryan
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Perttu Salo
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Jianxin Shi
- National Cancer Institute, Bethesda, Maryland, United States of America
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Lorraine Southam
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Alena Stančáková
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | | | - Rona J. Strawbridge
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Ioanna Tachmazidou
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, United States of America
| | | | - Stella Trompet
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Natalia Pervjakova
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- National Institute for Health and Welfare, Public Health Genomics Unit, Helsinki, Finland
- Institute of Cell and Molecular Biology, Department of Biotechnology, University of Tartu, Tartu, Estonia
- University of Helsinki, Helsinki, Finland
| | - Jonathan P. Tyrer
- Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Liesbeth Vandenput
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Sander W van der Laan
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Nathalie van der Velde
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Section of Geriatric Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Jessica van Setten
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
| | - Jana V. van Vliet-Ostaptchouk
- University of Groningen, University Medical Center Groningen, Department of Endocrinology, Groningen, The Netherlands
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Efthymia Vlachopoulou
- Transplantation Laboratory, Haartman Institute, University of Helsinki, Helsinki, Finland
| | - Lindsay L. Waite
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, United States of America
| | - Sophie R. Wang
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Division of Endocrinology, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Divisions of Genetics and Endocrinology and Program in Genomics, Boston's Children's Hospital, Boston, Massachusetts, United States of America
| | - Zhaoming Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, United States of America
| | - Sarah H. Wild
- Centre for Population Health Sciences, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Christina Willenborg
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Lübeck, Germany
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - James F. Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Andrew Wong
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Jian Yang
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Loïc Yengo
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Laura M. Yerges-Armstrong
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
| | - Jing Hua Zhao
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Ehm A. Andersson
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Stephan J. L. Bakker
- University of Groningen, University Medical Center Groningen, Department of Medicine, Groningen, Netherlands
| | - Damiano Baldassarre
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
| | - Karina Banasik
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Matteo Barcella
- Department of Health Sciences, University of Milan, Milan, Italy
| | | | - Claire Bellis
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, United States of America
- Genomics Research Centre, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Paola Benaglio
- Department of Pediatrics, University of California San Diego, La Jolla, California, United States of America
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - John Blangero
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, United States of America
| | - Matthias Blüher
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | | | - Lori L. Bonnycastle
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Heather A. Boyd
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Marcel Bruinenberg
- University of Groningen, University Medical Center Groningen, The LifeLines Cohort Study, Groningen, The Netherlands
| | - Aron S Buchman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Yii-Der Ida Chen
- Los Angeles BioMedical Resesarch Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America
| | - Peter S. Chines
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Simone Claudi-Boehm
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - John Cole
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- Universiy of Maryland School of Medicine, Department of Neurology, Baltimore, Maryland, United States of America
| | - Francis S. Collins
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Eco J. C. de Geus
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
| | | | - Maria Dimitriou
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Jubao Duan
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Stefan Enroth
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Elodie Eury
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Aliki-Eleni Farmaki
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Nita G. Forouhi
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Pablo V. Gejman
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Bruna Gigante
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Nicola Glorioso
- Hypertension and Related Disease Centre, AOU-University of Sassari, Sassari, Italy
| | - Alan S. Go
- Kaiser Permanente, Division of Research, Oakland, California, United States of America
| | - Omri Gottesman
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Jürgen Gräßler
- Department of Medicine III, Pathobiochemistry, University of Dresden, Dresden, Germany
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Niels Grarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Yu-Mei Gu
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Linda Broer
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Annelies C. Ham
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Torben Hansen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| | - Tamara B. Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Bethesda, Maryland, United States of America
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Catharina A. Hartman
- University of Groningen, University Medical Center Groningen, Department of Psychiatry, Groningen, The Netherlands
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Nicholas Hastie
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Andrew T. Hattersley
- Institue of Biomedical & Clinical Science, University of Exeter, Exeter, United Kingdom
| | - Andrew C. Heath
- Washington University Medical School, St. Louis, Missouri, United States of America
| | - Anjali K. Henders
- QIMR Bergofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Hans Hillege
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Oddgeir Holmen
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kees G Hovingh
- Department Vascular Medicine, Academic Medical Center, Amsterdam, The Netherlands
| | - Jennie Hui
- Pathwest Laboratory Medicine of Western Australia, Nedlands, Western Australia,Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
- School of Population Health, University of Western Australia, Nedlands, Western Australia, Australia
| | - Lise L. Husemoen
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
| | - Nina Hutri-Kähönen
- Department of Pediatrics, University of Tampere School of Medicine, Tampere, Finland
- Department of Pediatrics,Tampere University Hospital, Tampere, Finland
| | - Pirro G. Hysi
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
- Institute of Human Genetics, Hannover Medical School, Hanover, Germany
| | - Philip L. De Jager
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
- Program in Translational NeuroPsychiatric Genomics, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts,United States of America
| | - Shapour Jalilzadeh
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Torben Jørgensen
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Faculty of Medicine, University of Aalborg, Aalborg, Denmark
| | - J. Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, The Netherlands
- Interuniversity Cardiology Institute of the Netherlands, Utrecht, The Netherlands
| | - Markus Juonala
- Division of Medicine, Turku University Hospital, Turku, Finland
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Medicine, University of Turku, Turku, Finland
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | | | - Kay Tee Khaw
- Clinical Gerontology Unit, Addenbrooke's Hospital, Cambridge, United Kingdom
| | - Leena Kinnunen
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Steven J. Kittner
- VA Maryland Health Care System, Baltimore, Maryland, United States of America
- Universiy of Maryland School of Medicine, Department of Neurology, Baltimore, Maryland, United States of America
| | - Wolfgang Koenig
- Department of Internal Medicine II—Cardiology, University of Ulm Medical Center, Ulm, Germany
| | - Ivana Kolcic
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Peter Kovacs
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
| | - Nikolaj T. Krarup
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Wolfgang Kratzer
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Janine Krüger
- Department of Medicine A, University Medicine Greifswald, Greifswald, Germany
| | - Diana Kuh
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Meena Kumari
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Theodosios Kyriakou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Claudia Langenberg
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Lars Lannfelt
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Chiara Lanzani
- Chair of Nephrology, Università Vita Salute San Raffaele, Segrate (Milan), Italy
- Genomics of Renal Disease and Hypertension Unit, IRCCS San Raffaele Scientific Institute, Segrate (Milan), Italy
| | - Vaneet Lotay
- Department of Biological Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Lenore J. Launer
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Karin Leander
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Jaana Lindström
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Allan Linneberg
- Research Centre for Prevention and Health, Glostrup Hospital, Glostrup, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Experimental Research, Rigshospitalet, Glostrup, Denmark
| | - Yan-Ping Liu
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Stéphane Lobbens
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Robert Luben
- Strangeways Research Laboratory Wort's Causeway, Cambridge, United Kingdom
| | - Valeriya Lyssenko
- Steno Diabetes Center A/S, Gentofte, Denmark
- Lund University Diabetes Centre and Department of Clinical Science, Diabetes & Endocrinology Unit, Lund University, Malmö, Sweden
| | - Satu Männistö
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Patrik K. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Wendy L. McArdle
- School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Sigrun Merger
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Lili Milani
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | | | - Andrew P. Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Biostatistics, University of Liverpool, Liverpool, United Kingdom
| | - Narisu Narisu
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Mari Nelis
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
| | - Ken K. Ong
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
- Department of Paediatrics, University of Cambridge, Cambridge, United Kingdom
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- Massachusetts General Hospital, Center for Human Genetic Research, Psychiatric and Neurodevelopmental Genetics Unit, Boston, Massachusetts, United States of America
| | - Louis Pérusse
- Department of Kinesiology, Laval University, Québec City, Québec, Canada
- Institute of Nutrition and Functional Foods, Laval University, Québec City, Québec, Canada
| | - Irene Pichler
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Maria G. Pilia
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
| | - Anneli Pouta
- Department of Children, Young People and Families, National Institute for Health and Welfare, Helsinki, Finland
- Department of Obstetrics and Gynecology, Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Myriam Rheinberger
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Rasmus Ribel-Madsen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Marcus Richards
- MRC Unit for Lifelong Health & Ageing at UCL, London, United Kingdom
| | - Kenneth M. Rice
- Department of Biostatistics, University of Washington, Seattle, Washington, United States of America
| | - Treva K. Rice
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Carlo Rivolta
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Veikko Salomaa
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Alan R. Sanders
- NorthShore University HealthSystem, Evanston, Illinois, United States of America
- University of Chicago, Chicago, Illinois, United States of America
| | - Mark A. Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - Salome Scholtens
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Robert A. Scott
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - William R. Scott
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
| | - Sylvain Sebert
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Sebanti Sengupta
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Bengt Sennblad
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Thomas Seufferlein
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Angela Silveira
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - P. Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jan H. Smit
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Thomas H. Sparsø
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Kathleen Stirrups
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Ronald P. Stolk
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Heather M. Stringham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Morris A Swertz
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Amy J. Swift
- Medical Genomics and Metabolic Genetics Branch, National Human Genome Research Institute, NIH, Bethesda, Maryland, United States of America
| | - Ann-Christine Syvänen
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Sian-Tsung Tan
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Anke Tönjes
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | - Angelo Tremblay
- Department of Kinesiology, Laval University, Québec City, Québec, Canada
| | | | - Peter J. van der Most
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Marie-Claude Vohl
- Institute of Nutrition and Functional Foods, Laval University, Québec City, Québec, Canada
- School of Nutrition, Laval University, Québec City, Québec,Canada
| | - Judith M. Vonk
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Melanie Waldenberger
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Ryan W. Walker
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Roman Wennauer
- Department of Clinical Chemistry, Ulm University Medical Centre, Ulm, Germany
| | - Elisabeth Widén
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Tom Wilsgaard
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Alan F. Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - M. Carola Zillikens
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Suzanne C. van Dijk
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Natasja M. van Schoor
- EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, The Netherlands
- VUMC, Department of Epidemiology and Biostatistics, Amsterdam, The Netherlands
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht, Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, The Netherlands
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Paul I. W. de Bakker
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, Netherlands
- Department of Epidemiology, University Medical Center, Utrecht, The Netherlands
| | | | - John Beilby
- Pathwest Laboratory Medicine of Western Australia, Nedlands, Western Australia,Australia
- School of Pathology and Laboratory Medicine, University of Western Australia, Nedlands, Western Australia, Australia
| | - David A. Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Richard N. Bergman
- Diabetes and Obesity Research Institute, Cedars-Sinai Medical Center, Los Angeles, California, United States of America
| | - Sven Bergmann
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Carsten A. Böger
- Department of Nephrology, University Hospital Regensburg, Regensburg, Germany
| | - Bernhard O. Boehm
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
- Imperial College London, London, United Kingdom
- Lee Kong Chian School of Medicine, Singapore, Singapore
- Nanyang Technological University, Singapore, Singapore
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine, University of Texas Health Science Center, Houston, Texas, United States of America
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands
| | - Stefan R. Bornstein
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Erwin P. Bottinger
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - John C. Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Stephen J. Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
- Program in Biostatistics and Biomathematics, Divison of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, Italy
- University of Sassari, Sassari, Italy
| | - Daniele Cusi
- Department of Health Sciences, University of Milan, Milan, Italy
- Institute of Biomedical Technologies, National Institute of Research, Segrate-Milano, Italy
| | - George Dedoussis
- Department of Nutrition and Dietetics, School of Health Science and Education, Harokopio University, Athens, Greece
| | - Jeanette Erdmann
- DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Lübeck, Germany
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Johan G. Eriksson
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- Folkhälsan Research Centre, Helsinki, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
| | - Denis A. Evans
- Rush Institute for Healthy Aging and Department of Internal Medicine, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Martin Farrall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
- Durrer Center for Cardiogenetic Research, Amsterdam, The Netherlands
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, United States of America
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, United Kingdom
| | - Lude Franke
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
| | - Paul W. Franks
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Skåne University Hospital Malmö, Malmö, Sweden
- Department of Public Health & Clinical Medicine, Umeå University Hospital, Umeå, Sweden, Umeå, Sweden
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Philippe Froguel
- CNRS UMR 8199, Lille, France
- European Genomic Institute for Diabetes, Lille, France
- Université de Lille 2, Lille, France
| | - Ron T. Gansevoort
- University of Groningen, University Medical Center Groningen, Department of Medicine, Groningen, Netherlands
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Ulf Gyllensten
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anders Hamsten
- Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen, Netherlands
- Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, The Netherlands
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Markku Heliövaara
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Christian Hengstenberg
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
| | - Aroon Hingorani
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Albert Hofman
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Frank Hu
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Heikki V. Huikuri
- Medical Research Center Oulu, Oulu University Hospital, and University of Oulu, Oulu, Finland
| | - Kristian Hveem
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Alan L. James
- Department of Pulmonary Physiology and Sleep Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Joanne M. Jordan
- Thurston Arthritis Research Center, University of North Carolina at Chapel Hill, Chaper Hill, North Carolina, United States of America
| | - Antti Jula
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere, Finland
- Department of Clinical Physiology, University of Tampere School of Medicine, Tampere, Finland
| | - Eero Kajantie
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
- Children's Hospital, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Sekar Kathiresan
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Cardiovascular Research Center and Cardiology Division, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Center for Human Genetics Research, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Lambertus A. L. M. Kiemeney
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
- Radboud university medical center, Radboud Institute for Health Sciences, Department of Urology, Nijmegen, The Netherlands
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, UCL, London, United Kingdom
| | - Paul B. Knekt
- National Institute for Health and Welfare, Helsinki, Finland
| | - Heikki A. Koistinen
- National Institute for Health and Welfare, Helsinki, Finland
- University of Helsinki and Helsinki University Central Hospital, Department of Medicine and Abdominal Center: Endocrinology, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Jaspal S. Kooner
- Ealing Hospital NHS Trust, Middlesex, United Kingdom
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- Imperial College Healthcare NHS Trust, London, United Kingdom
| | - Seppo Koskinen
- Department of Health, National Institute for Health and Welfare, Helsinki, Finland
| | - Johanna Kuusisto
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Winfried Maerz
- Vth Department of Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Nicholas G Martin
- QIMR Bergofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Markku Laakso
- Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
| | - Timo A. Lakka
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Physiology, Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
| | - Terho Lehtimäki
- Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Guillaume Lettre
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | | | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Marja-Liisa Lokki
- Transplantation Laboratory, Haartman Institute, University of Helsinki, Helsinki, Finland
| | - Pekka Mäntyselkä
- Primary Health Care Unit, Institute of Public Health and Clinical Nutrition, School of Medicine, University of Eastern Finland, Kuopio, Finland
- Primary Health Care Unit, Kuopio University Hospital, Kuopio, Finland
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | | | - Braxton D. Mitchell
- University of Maryland School of Medicine, Department of Medicine, Baltimore, Maryland, United States of America
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, Maryland, United States of America
| | - Frans L. Moll
- Department of Surgery, University Medical Center Utrecht, Utrecht, Netherlands
| | - Jeffrey C. Murray
- Department of Pediatrics, University of Iowa, Iowa City, Iowa, United States of America
| | - Arthur W. Musk
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Markku S. Nieminen
- HUCH Heart and Lung Center, Division of Cardiology, Helsinki University Central Hospital, Helsinki, Finland
| | - Inger Njølstad
- Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
- Department of Community Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Albertine J. Oldehinkel
- University of Groningen, University Medical Center, Interdisciplinary Center Psychopathology and Emotion Regulation, Groningen, The Netherlands
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Lyle J Palmer
- School of Public Health, University of Adelaide, Adelaide, South Australia, Australia
- Robinson Research Institute, University of Adelaide, Adelaide, South Australia, Australia
| | - James S. Pankow
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Gerard Pasterkamp
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Nancy L. Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Oluf Pedersen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Brenda W. Penninx
- Department of Psychiatry and EMGO Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Markus Perola
- Estonian Genome Center, Univeristy of Tartu, Tartu, Estonia
- National Institute for Health and Welfare, Department of Chronic Disease Prevention, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Annette Peters
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
| | - Ozren Polašek
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
- Department of Public Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Peter P. Pramstaller
- Center for Biomedicine, European Academy Bozen/Bolzano (EURAC), Bolzano, Italy, Affiliated Institute of the University of Lübeck, Lübeck, Germany
- Department of Neurology, General Central Hospital, Bolzano, Italy
| | - Bruce M. Psaty
- Cardiovascular Health Research Unit, University of Washington, Seattle, Washington, United States of America
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Departments of Epidemiology and Health Services, University of Washington, Seattle, Washington, United States of America
- Group Health Research Institute, Group Health Cooperative, Seatte, Washington, United States of America
| | - Lu Qi
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - Rainer Rauramaa
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - John D. Rioux
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Fernando Rivadeneira
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Jerome I. Rotter
- Los Angeles BioMedical Resesarch Institute at Harbor-UCLA Medical Center, Torrance, California, United States of America
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, Scotland
| | - Hester M. den Ruijter
- Experimental Cardiology and laboratory of clinical chemistry, UMCU, Utrecht, The Netherlands
| | - Juha Saltevo
- Department of Medicine, Central Finland Central Hospital, Jyväskylä, Finland
| | - Naveed Sattar
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Heribert Schunkert
- DZHK (German Centre for Cardiovascular Research), partnersite Munich Heart Alliance, Munich, Germany
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
| | - Peter E. H. Schwarz
- Department of Medicine III, University of Dresden, Medical Faculty Carl Gustav Carus, Dresden, Germany
| | - Alan R. Shuldiner
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
- Geriatric Research and Education Clinical Center, Vetrans Administration Medical Center, Baltimore, Maryland, United States of America
| | - Juha Sinisalo
- HUCH Heart and Lung Center, Division of Cardiology, Helsinki University Central Hospital, Helsinki, Finland
| | - Harold Snieder
- University of Groningen, University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands
| | - Thorkild I. A. Sørensen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom
- Institute of Preventive Medicine, Bispebjerg and Frederiksberg Hospital, The Capital Region, Frederiksberg, Denmark
| | - Tim D. Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, United Kingdom
| | - Jan A. Staessen
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
- R & D VitaK Group, Maastricht University, Maastricht, The Netherlands
| | | | - Unnur Thorsteinsdottir
- deCODE Genetics, Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Michael Stumvoll
- University of Leipzig, IFB Adiposity Diseases, Leipzig, Germany
- University of Leipzig, Department of Medicine, Leipzig, Germany
| | - Jean-Claude Tardif
- Montreal Heart Institute, Montréal, Québec, Canada
- Department of Medicine, Université de Montréal, Montréal, Québec, Canada
| | - Elena Tremoli
- Centro Cardiologico Monzino, IRCCS, Milan, Italy
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
| | - Jaakko Tuomilehto
- Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland
- Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
- Instituto de Investigacion Sanitaria del Hospital Universitario La Paz (IdiPAZ), Madrid, Spain
- Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
| | - André G. Uitterlinden
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Matti Uusitupa
- Department of Public Health and Clinical Nutrition, University of Eastern Finland, Finland
- Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - André L. M. Verbeek
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
| | - Sita H. Vermeulen
- Radboud university medical center, Radboud Institute for Health Sciences, Department for Health Evidence, Nijmegen, The Netherlands
- Department of Human Genetics, Radboud university medical center, Nijmegen, The Netherlands
| | | | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, Scotland
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital Lausanne (CHUV) and University of Lausanne, Lausanne, Switzerland
| | - Gérard Waeber
- Department of Internal Medicine, University Hospital Lausanne (CHUV) and University of Lausanne, Lausanne, Switzerland
| | - Mark Walker
- Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
- Institute of Cellular Medicine, Newcastle University, Newcastle, United Kingdom
| | - Henri Wallaschofski
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany
| | - Nicholas J. Wareham
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
| | - Hugh Watkins
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Division of Cardiovacular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Eleftheria Zeggini
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
| | - CHARGE Consortium
- The Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium
| | | | | | | | | | - MAGIC Consortium
- The Meta-Analyses of Glucose and Insulin-related traits Consortium
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
| | - Deborah J. Clegg
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, United States of America
| | - L. Adrienne Cupples
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, United States of America
- Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Cashell E. Jaquish
- National Heart, Lung, and Blood Institute, National Institute of Health, Bethesda, Maryland, United States of America
| | - D. C. Rao
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Goncalo R. Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Themistocles L. Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Inês Barroso
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- NIHR Cambridge Biomedical Research Centre, Institute of Metabolic Science Addenbrooke’s Hospital, Cambridge, United Kingdom
- University of Cambridge Metabolic Research Laboratories, Institute of Metabolic Science Addenbrooke’s Hospital, Cambridge, United Kingdom
| | - Sonja I. Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Human Genetics, Hinxton, Cambridge, United Kingdom
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
- Princess Al-Jawhara Al-Brahim Centre of Excellence in Research of Hereditary Disorders (PACER-HD), King Abdulaziz University, Jeddah, Saudi Arabia
| | - Caroline S. Fox
- National Heart, Lung, and Blood Institute, the Framingham Heart Study, Framingham, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts,United States of America
| | - Leif C. Groop
- Lund University Diabetes Centre and Department of Clinical Science, Diabetes & Endocrinology Unit, Lund University, Malmö, Sweden
- Finnish Institute for Molecular Medicine (FIMM), Helsinki University, Helsinki, Finland
| | - David J. Hunter
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Department of Nutrition, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, United States of America
- Department of Epidemiology, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Erik Ingelsson
- Science for Life Laboratory, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, California, United States of America
| | - Robert C. Kaplan
- Department of Epidemiology and Popualtion Health, Albert Einstein College of Medicine, Bronx, New York, United States of America
| | - Mark I. McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford, United Kingdom
- Oxford NIHR Biomedical Research Centre, Oxford, United Kingdom
| | - Karen L. Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America
| | - Jeffrey R. O'Connell
- Program for Personalized and Genomic Medicine, Division of Endocrinology, Diabetes & Nutrition, Dept of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - David Schlessinger
- National Institute on Aging, National Institutes of Health, Bethesda, Maryland, United States of America
| | - David P. Strachan
- Population Health Research Institute, St George's, University of London, London, United Kingdom
| | - Kari Stefansson
- deCODE Genetics, Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
- Netherlands Genomics Initiative (NGI)-sponsored Netherlands Consortium for Healthy Aging (NCHA), The Netherlands
- Center for Medical Systems Biology, Leiden, The Netherlands
| | - Joel N. Hirschhorn
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Divisions of Endocrinology and Genetics and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, United States of America
- Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Cecilia M. Lindgren
- Broad Institute of the Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, United States of America
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, United Kingdom
| | - Iris M. Heid
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University Regensburg, Regensburg, Germany
- Institute of Genetic Epidemiology, Helmholtz Zentrum München—German Research Center for Environmental Health, Neuherberg, Germany
- * E-mail: (IMH); (KEN); (IBB); (ZK); (RJFL)
| | - Kari E. North
- Carolina Center for Genome Sciences and Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail: (IMH); (KEN); (IBB); (ZK); (RJFL)
| | - Ingrid B. Borecki
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, United States of America
- * E-mail: (IMH); (KEN); (IBB); (ZK); (RJFL)
| | - Zoltán Kutalik
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
- Institute of Social and Preventive Medicine, University Hospital Lausanne (CHUV), Lausanne, Switzerland
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
- * E-mail: (IMH); (KEN); (IBB); (ZK); (RJFL)
| | - Ruth J. F. Loos
- MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, United Kingdom
- The Charles Bronfman Institute for Personalized Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Department of Preventive Medicine, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York, New York, United States of America
- * E-mail: (IMH); (KEN); (IBB); (ZK); (RJFL)
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Chan G, White CC, Winn PA, Cimpean M, Replogle JM, Glick LR, Cuerdon NE, Ryan KJ, Johnson KA, Schneider JA, Bennett DA, Chibnik LB, Sperling RA, Bradshaw EM, De Jager PL. CD33 modulates TREM2: convergence of Alzheimer loci. Nat Neurosci 2015; 18:1556-8. [PMID: 26414614 PMCID: PMC4682915 DOI: 10.1038/nn.4126] [Citation(s) in RCA: 108] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Accepted: 09/02/2015] [Indexed: 12/26/2022]
Abstract
Here, we report results from a protein quantitative trait analysis in monocytes from 226 individuals to evaluate cross-talk between Alzheimer loci. We find that the NME8 locus influences PTK2B and that the CD33 risk allele leads to greater TREM2 expression. Further, we observe (1) a decreased TREM1/TREM2 ratio with a TREM1 risk allele, (2) decreased TREM2 expression with CD33 suppression, and (3) elevated cortical TREM2 mRNA expression with amyloid pathology.
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Affiliation(s)
- Gail Chan
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Charles C White
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Phoebe A Winn
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Maria Cimpean
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Joseph M Replogle
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Laura R Glick
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Nicole E Cuerdon
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA
| | - Katie J Ryan
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Keith A Johnson
- Harvard Medical School, Boston, Massachusetts, USA.,Center for Alzheimer's Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, Illinois, USA
| | - Lori B Chibnik
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Reisa A Sperling
- Harvard Medical School, Boston, Massachusetts, USA.,Center for Alzheimer's Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Elizabeth M Bradshaw
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Philip L De Jager
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Translational NeuroPsychiatric Genomics, Institute for the Neurosciences, Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Program in Medical and Population Genetics, Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
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