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Sun Z, Kantor B, Chiba-Falek O. Neuronal-type-specific epigenome editing to decrease SNCA expression: Implications for precision medicine in synucleinopathies. Mol Ther Nucleic Acids 2024; 35:102084. [PMID: 38130373 PMCID: PMC10732167 DOI: 10.1016/j.omtn.2023.102084] [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] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 11/22/2023] [Indexed: 12/23/2023]
Abstract
Overexpression of SNCA has been implicated in the pathogenesis of synucleinopathies, particularly Parkinson's disease (PD) and dementia with Lewy bodies (DLB). While PD and DLB share some clinical and pathological similarities, each disease presents distinct characteristics, including the primary affected brain region and neuronal type. We aimed to develop neuronal-type-specific SNCA-targeted epigenome therapies for synucleinopathies. The system is based on an all-in-one lentiviral vector comprised of CRISPR-dSaCas9 and guide RNA (gRNA) targeted at SNCA intron 1 fused with a synthetic repressor molecule of Krüppel-associated box (KRAB)/ methyl CpG binding protein 2 (MeCp2) transcription repression domain (TRD). To achieve neuronal-type specificity for dopaminergic and cholinergic neurons, the system was driven by tyrosine hydroxylase (TH) and choline acetyltransferase (ChAT) promoters, respectively. Delivering the system into human induced pluripotent stem cell (hiPSC)-derived dopaminergic and cholinergic neurons from a patient with the SNCA triplication resulted in efficient and neuronal-type-specific downregulation of SNCA-mRNA and protein. Furthermore, the reduction in SNCA levels by the gRNA-dSaCas9-repressor system rescued disease-related cellular phenotypes including Ser129-phophorylated α-synuclein, neuronal viability, and mitochondrial dysfunction. We established a novel neuronal-type-specific SNCA-targeted epigenome therapy and provided in vitro proof of concept using human-based disease models. Our results support the therapeutic potential of our system for PD and DLB and provide the foundation for further preclinical studies in animal models toward investigational new drug (IND) enablement and clinical trials.
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Affiliation(s)
| | - Boris Kantor
- Viral Vector Core, Department of Neurobiology, Duke University School of Medicine, Durham, NC 27710, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University School of Medicine, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University School of Medicine, Durham, NC 27710, USA
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2
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Gamache J, Gingerich D, Shwab EK, Barrera J, Garrett ME, Hume C, Crawford GE, Ashley-Koch AE, Chiba-Falek O. Integrative single-nucleus multi-omics analysis prioritizes candidate cis and trans regulatory networks and their target genes in Alzheimer's disease brains. Cell Biosci 2023; 13:185. [PMID: 37789374 PMCID: PMC10546724 DOI: 10.1186/s13578-023-01120-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 08/30/2023] [Indexed: 10/05/2023] Open
Abstract
BACKGROUND The genetic underpinnings of late-onset Alzheimer's disease (LOAD) are yet to be fully elucidated. Although numerous LOAD-associated loci have been discovered, the causal variants and their target genes remain largely unknown. Since the brain is composed of heterogenous cell subtypes, it is imperative to study the brain on a cell subtype specific level to explore the biological processes underlying LOAD. METHODS Here, we present the largest parallel single-nucleus (sn) multi-omics study to simultaneously profile gene expression (snRNA-seq) and chromatin accessibility (snATAC-seq) to date, using nuclei from 12 normal and 12 LOAD brains. We identified cell subtype clusters based on gene expression and chromatin accessibility profiles and characterized cell subtype-specific LOAD-associated differentially expressed genes (DEGs), differentially accessible peaks (DAPs) and cis co-accessibility networks (CCANs). RESULTS Integrative analysis defined disease-relevant CCANs in multiple cell subtypes and discovered LOAD-associated cell subtype-specific candidate cis regulatory elements (cCREs), their candidate target genes, and trans-interacting transcription factors (TFs), some of which, including ELK1, JUN, and SMAD4 in excitatory neurons, were also LOAD-DEGs. Finally, we focused on a subset of cell subtype-specific CCANs that overlap known LOAD-GWAS regions and catalogued putative functional SNPs changing the affinities of TF motifs within LOAD-cCREs linked to LOAD-DEGs, including APOE and MYO1E in a specific subtype of microglia and BIN1 in a subpopulation of oligodendrocytes. CONCLUSIONS To our knowledge, this study represents the most comprehensive systematic interrogation to date of regulatory networks and the impact of genetic variants on gene dysregulation in LOAD at a cell subtype resolution. Our findings reveal crosstalk between epigenetic, genomic, and transcriptomic determinants of LOAD pathogenesis and define catalogues of candidate genes, cCREs, and variants involved in LOAD genetic etiology and the cell subtypes in which they act to exert their pathogenic effects. Overall, these results suggest that cell subtype-specific cis-trans interactions between regulatory elements and TFs, and the genes dysregulated by these networks contribute to the development of LOAD.
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Affiliation(s)
- Julia Gamache
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA
| | - Daniel Gingerich
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA
| | - E Keats Shwab
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA
| | - Julio Barrera
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA
| | - Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, DUMC Box 104775, Durham, NC, 27701, USA
| | - Cordelia Hume
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA
| | - Gregory E Crawford
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA.
- Department of Pediatrics, Division of Medical Genetics, Duke University Medical Center, DUMC Box 3382, Durham, NC, 27708, USA.
- Center for Advanced Genomic Technologies, Duke University Medical Center, Durham, NC, 27708, USA.
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, DUMC Box 104775, Durham, NC, 27701, USA.
- Department of Medicine, Duke University Medical Center, Durham, NC, 27708, USA.
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, DUMC Box 2900, Durham, NC, 27710, USA.
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27708, USA.
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Lutz MW, Chiba-Falek O. Bioinformatics pipeline to guide post-GWAS studies in Alzheimer's: A new catalogue of disease candidate short structural variants. Alzheimers Dement 2023; 19:4094-4109. [PMID: 37253165 PMCID: PMC10524333 DOI: 10.1002/alz.13168] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 12/22/2022] [Revised: 04/27/2023] [Accepted: 05/08/2023] [Indexed: 06/01/2023]
Abstract
BACKGROUND Short structural variants (SSVs), including insertions/deletions (indels), are common in the human genome and impact disease risk. The role of SSVs in late-onset Alzheimer's disease (LOAD) has been understudied. In this study, we developed a bioinformatics pipeline of SSVs within LOAD-genome-wide association study (GWAS) regions to prioritize regulatory SSVs based on the strength of their predicted effect on transcription factor (TF) binding sites. METHODS The pipeline utilized publicly available functional genomics data sources including candidate cis-regulatory elements (cCREs) from ENCODE and single-nucleus (sn)RNA-seq data from LOAD patient samples. RESULTS We catalogued 1581 SSVs in candidate cCREs in LOAD GWAS regions that disrupted 737 TF sites. That included SSVs that disrupted the binding of RUNX3, SPI1, and SMAD3, within the APOE-TOMM40, SPI1, and MS4A6A LOAD regions. CONCLUSIONS The pipeline developed here prioritized non-coding SSVs in cCREs and characterized their putative effects on TF binding. The approach integrates multiomics datasets for validation experiments using disease models.
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Affiliation(s)
- Michael W. Lutz
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
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Gottschalk WK, Mahon S, Hodgson D, Barrera J, Hill D, Wei A, Kumar M, Dai K, Anderson L, Mihovilovic M, Lutz MW, Chiba-Falek O. The APOE-TOMM40 Humanized Mouse Model: Characterization of Age, Sex, and PolyT Variant Effects on Gene Expression. J Alzheimers Dis 2023; 94:1563-1576. [PMID: 37458041 PMCID: PMC10733864 DOI: 10.3233/jad-230451] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023]
Abstract
BACKGROUND The human chromosome 19q13.32 is a gene rich region and has been associated with multiple phenotypes, including late onset Alzheimer's disease (LOAD) and other age-related conditions. OBJECTIVE Here we developed the first humanized mouse model that contains the entire TOMM40 and APOE genes with all intronic and intergenic sequences including the upstream and downstream regions. Thus, the mouse model carries the human TOMM40 and APOE genes and their intact regulatory sequences. METHODS We generated the APOE-TOMM40 humanized mouse model in which the entire mouse region was replaced with the human (h)APOE-TOMM40 loci including their upstream and downstream flanking regulatory sequences using recombineering technologies. We then measured the expression of the human TOMM40 and APOE genes in the mice brain, liver, and spleen tissues using TaqMan based mRNA expression assays. RESULTS We investigated the effects of the '523' polyT genotype (S/S or VL/VL), sex, and age on the human TOMM40- and APOE-mRNAs expression levels using our new humanized mouse model. The analysis revealed tissue specific and shared effects of the '523' polyT genotype, sex, and age on the regulation of the human TOMM40 and APOE genes. Noteworthy, the regulatory effect of the '523' polyT genotype was observed for all studied organs. CONCLUSION The model offers new opportunities for basic science, translational, and preclinical drug discovery studies focused on the APOE genomic region in relation to LOAD and other conditions in adulthood.
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Affiliation(s)
- William K. Gottschalk
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Scott Mahon
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Dellila Hodgson
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Julio Barrera
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Delaney Hill
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Angela Wei
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Manish Kumar
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Kathy Dai
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Lauren Anderson
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Mirta Mihovilovic
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Michael W. Lutz
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
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5
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Upadhya S, Liu H, Luo S, Lutz MW, Chiba-Falek O. Polygenic Risk Score Effectively Predicts Depression Onset in Alzheimer’s Disease Based on Major Depressive Disorder Risk Variants. Front Neurosci 2022; 16:827447. [PMID: 35350557 PMCID: PMC8957806 DOI: 10.3389/fnins.2022.827447] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 01/31/2022] [Indexed: 12/02/2022] Open
Abstract
Introduction Depression is a common, though heterogenous, comorbidity in late-onset Alzheimer’s Disease (LOAD) patients. In addition, individuals with depression are at greater risk to develop LOAD. In previous work, we demonstrated shared genetic etiology between depression and LOAD. Collectively, these previous studies suggested interactions between depression and LOAD. However, the underpinning genetic heterogeneity of depression co-occurrence with LOAD, and the various genetic etiologies predisposing depression in LOAD, are largely unknown. Methods Major Depressive Disorder (MDD) genome-wide association study (GWAS) summary statistics were used to create polygenic risk scores (PRS). The Religious Orders Society and Rush Memory and Aging Project (ROSMAP, n = 1,708) and National Alzheimer’s Coordinating Center (NACC, n = 10,256) datasets served as discovery and validation cohorts, respectively, to assess the PRS performance in predicting depression onset in LOAD patients. Results The PRS showed marginal results in standalone models for predicting depression onset in both ROSMAP (AUC = 0.540) and NACC (AUC = 0.527). Full models, with baseline age, sex, education, and APOEε4 allele count, showed improved prediction of depression onset (ROSMAP AUC: 0.606, NACC AUC: 0.581). In time-to-event analysis, standalone PRS models showed significant effects in ROSMAP (P = 0.0051), but not in NACC cohort. Full models showed significant performance in predicting depression in LOAD for both datasets (P < 0.001 for all). Conclusion This study provided new insights into the genetic factors contributing to depression onset in LOAD and advanced our knowledge of the genetics underlying the heterogeneity of depression in LOAD. The developed PRS accurately predicted LOAD patients with depressive symptoms, thus, has clinical implications including, diagnosis of LOAD patients at high-risk to develop depression for early anti-depressant treatment.
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Affiliation(s)
- Suraj Upadhya
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
| | - Hongliang Liu
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, United States
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC, United States
| | - Sheng Luo
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, United States
| | - Michael W. Lutz
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
- *Correspondence: Ornit Chiba-Falek,
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6
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Lam M, Chen CY, Ge T, Xia Y, Hill DW, Trampush JW, Yu J, Knowles E, Davies G, Stahl EA, Huckins L, Liewald DC, Djurovic S, Melle I, Christoforou A, Reinvang I, DeRosse P, Lundervold AJ, Steen VM, Espeseth T, Räikkönen K, Widen E, Palotie A, Eriksson JG, Giegling I, Konte B, Hartmann AM, Roussos P, Giakoumaki S, Burdick KE, Payton A, Ollier W, Chiba-Falek O, Koltai DC, Need AC, Cirulli ET, Voineskos AN, Stefanis NC, Avramopoulos D, Hatzimanolis A, Smyrnis N, Bilder RM, Freimer NB, Cannon TD, London E, Poldrack RA, Sabb FW, Congdon E, Conley ED, Scult MA, Dickinson D, Straub RE, Donohoe G, Morris D, Corvin A, Gill M, Hariri AR, Weinberger DR, Pendleton N, Bitsios P, Rujescu D, Lahti J, Le Hellard S, Keller MC, Andreassen OA, Deary IJ, Glahn DC, Huang H, Liu C, Malhotra AK, Lencz T. Identifying nootropic drug targets via large-scale cognitive GWAS and transcriptomics. Neuropsychopharmacology 2021; 46:1788-1801. [PMID: 34035472 PMCID: PMC8357785 DOI: 10.1038/s41386-021-01023-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 02/22/2021] [Accepted: 04/12/2021] [Indexed: 02/05/2023]
Abstract
Broad-based cognitive deficits are an enduring and disabling symptom for many patients with severe mental illness, and these impairments are inadequately addressed by current medications. While novel drug targets for schizophrenia and depression have emerged from recent large-scale genome-wide association studies (GWAS) of these psychiatric disorders, GWAS of general cognitive ability can suggest potential targets for nootropic drug repurposing. Here, we (1) meta-analyze results from two recent cognitive GWAS to further enhance power for locus discovery; (2) employ several complementary transcriptomic methods to identify genes in these loci that are credibly associated with cognition; and (3) further annotate the resulting genes using multiple chemoinformatic databases to identify "druggable" targets. Using our meta-analytic data set (N = 373,617), we identified 241 independent cognition-associated loci (29 novel), and 76 genes were identified by 2 or more methods of gene identification. Actin and chromatin binding gene sets were identified as novel pathways that could be targeted via drug repurposing. Leveraging our transcriptomic and chemoinformatic databases, we identified 16 putative genes targeted by existing drugs potentially available for cognitive repurposing.
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Affiliation(s)
- Max Lam
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Institute for Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA
- Institute of Mental Health, Singapore, Singapore
| | - Chia-Yen Chen
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Biogen, Inc, Cambridge, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Tian Ge
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Yan Xia
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, Central South University, Changsha, China
- Psychiatry Department, SUNY Upstate Medical University, Syracuse, NY, USA
| | - David W Hill
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, Scotland, UK
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Joey W Trampush
- Department of Psychiatry and the Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Jin Yu
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY, USA
| | - Emma Knowles
- Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Olin Neuropsychic Research Center, Institute of Living, Hartford Hospital, Hartford, CT, USA
| | - Gail Davies
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, Scotland, UK
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Eli A Stahl
- Regeneron Pharmaceuticals, Inc., Tarrytown, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Laura Huckins
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David C Liewald
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Ingrid Melle
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Andrea Christoforou
- Spaulding Rehabilitation Hospital Boston, Charlestown, MA, USA
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Ivar Reinvang
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Pamela DeRosse
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY, USA
- Institute for Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA
- Department of Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Vidar M Steen
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Thomas Espeseth
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, Finland
| | - Johan G Eriksson
- Department of General Practice, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Folkhälsan Research Center, Helsinki, Finland
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA
| | | | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA
- Department of Psychiatry - Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Antony Payton
- Division of Informatics, Imaging & Data Sciences, School of Health Sciences, The University of Manchester, Manchester, UK
| | - William Ollier
- Centre for Epidemiology, Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK
- School of Healthcare Sciences, Manchester Metropolitan University, Manchester, United Kingdom
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Bryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Deborah C Koltai
- Psychiatry and Behavioral Sciences, Division of Medical Psychology, and Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Anna C Need
- William Harvey Research Institute, Queen Mary University of London, London, UK
| | | | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
| | - Nikos C Stefanis
- 2nd Department of Psychiatry, National and Kapodistrian University of Athens Medical School, University General Hospital "ATTIKON", Athens, Greece
- University Mental Health Research Institute, Athens, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Dimitrios Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Alex Hatzimanolis
- 2nd Department of Psychiatry, National and Kapodistrian University of Athens Medical School, University General Hospital "ATTIKON", Athens, Greece
- University Mental Health Research Institute, Athens, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Nikolaos Smyrnis
- 2nd Department of Psychiatry, National and Kapodistrian University of Athens Medical School, University General Hospital "ATTIKON", Athens, Greece
- University Mental Health Research Institute, Athens, Greece
| | - Robert M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Nelson B Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Tyrone D Cannon
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
- Department of Psychology, Yale University, New Haven, CT, USA
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, USA
| | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - Matthew A Scult
- Weill Cornell Psychiatry at NewYork-Presbyterian, Weill Cornell Medical Center, New York, NY, USA
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, MD, USA
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Gary Donohoe
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Derek Morris
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology/School of Biological Sciences, Faculty of Biology Medicine and Health, Manchester Academic Health Science Centre, Salford Royal NHS Foundation Trust, University of Manchester, Manchester, UK
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, Crete, GR, Greece
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
| | - Stephanie Le Hellard
- NORMENT, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ian J Deary
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, Scotland, UK
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - David C Glahn
- Tommy Fuss Center for Neuropsychiatric Disease Research, Boston Children's Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Olin Neuropsychic Research Center, Institute of Living, Hartford Hospital, Hartford, CT, USA
| | - Hailiang Huang
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Chunyu Liu
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, Central South University, Changsha, China
- Psychiatry Department, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Anil K Malhotra
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY, USA
- Institute for Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA
- Department of Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Todd Lencz
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY, USA.
- Institute for Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA.
- Department of Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA.
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7
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Barrera J, Song L, Gamache JE, Garrett ME, Safi A, Yun Y, Premasinghe I, Sprague D, Chipman D, Li J, Fradin H, Soldano K, Gordân R, Ashley-Koch AE, Crawford GE, Chiba-Falek O. Sex dependent glial-specific changes in the chromatin accessibility landscape in late-onset Alzheimer's disease brains. Mol Neurodegener 2021; 16:58. [PMID: 34429139 PMCID: PMC8383438 DOI: 10.1186/s13024-021-00481-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 06/14/2021] [Accepted: 08/11/2021] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND In the post-GWAS era, there is an unmet need to decode the underpinning genetic etiologies of late-onset Alzheimer's disease (LOAD) and translate the associations to causation. METHODS We conducted ATAC-seq profiling using NeuN sorted-nuclei from 40 frozen brain tissues to determine LOAD-specific changes in chromatin accessibility landscape in a cell-type specific manner. RESULTS We identified 211 LOAD-specific differential chromatin accessibility sites in neuronal-nuclei, four of which overlapped with LOAD-GWAS regions (±100 kb of SNP). While the non-neuronal nuclei did not show LOAD-specific differences, stratification by sex identified 842 LOAD-specific chromatin accessibility sites in females. Seven of these sex-dependent sites in the non-neuronal samples overlapped LOAD-GWAS regions including APOE. LOAD loci were functionally validated using single-nuclei RNA-seq datasets. CONCLUSIONS Using brain sorted-nuclei enabled the identification of sex-dependent cell type-specific LOAD alterations in chromatin structure. These findings enhance the interpretation of LOAD-GWAS discoveries, provide potential pathomechanisms, and suggest novel LOAD-loci.
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Affiliation(s)
- Julio Barrera
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Lingyun Song
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Julia E. Gamache
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Melanie E. Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC 27701 USA
| | - Alexias Safi
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Young Yun
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Ivana Premasinghe
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Daniel Sprague
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Danielle Chipman
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Jeffrey Li
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Hélène Fradin
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
| | - Karen Soldano
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC 27701 USA
| | - Raluca Gordân
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC 27705 USA
- Department of Computer Science, Duke University, Durham, NC 27705 USA
| | - Allison E. Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, NC 27701 USA
- Department of Medicine, Duke University Medical Center, DUMC, Box 104775, Durham, NC 27708 USA
| | - Gregory E. Crawford
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
- Department of Pediatrics, Division of Medical Genetics, Duke University Medical Center, DUMC, Box 3382, Durham, NC 27708 USA
- Center for Advanced Genomic Technologies, Duke University Medical Center, Durham, NC 27708 USA
| | - Ornit Chiba-Falek
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, DUMC, Box 2900, Durham, NC 27710 USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708 USA
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8
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Gu J, Barrera J, Yun Y, Murphy SK, Beach TG, Woltjer RL, Serrano GE, Kantor B, Chiba-Falek O. Cell-Type Specific Changes in DNA Methylation of SNCA Intron 1 in Synucleinopathy Brains. Front Neurosci 2021; 15:652226. [PMID: 33994928 PMCID: PMC8113398 DOI: 10.3389/fnins.2021.652226] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 04/06/2021] [Indexed: 11/26/2022] Open
Abstract
Parkinson's disease (PD) and dementia with Lewy body (DLB) are the most common synucleinopathies. SNCA gene is a major genetic risk factor for these diseases group, and dysregulation of its expression has been implicated in the genetic etiologies of several synucleinopathies. DNA methylation at CpG island (CGI) within SNCA intron 1 has been suggested as a regulatory mechanism of SNCA expression, and changes in methylation levels at this region were associated with PD and DLB. However, the role of DNA methylation in the regulation of SNCA expression in a cell-type specific manner and its contribution to the pathogenesis of PD and DLB remain poorly understood, and the data are conflicting. Here, we employed a bisulfite pyrosequencing technique to profile the DNA methylation across SNCA intron 1 CGI in PD and DLB compared to age- and sex-matched normal control subjects. We analyzed homogenates of bulk post-mortem frozen frontal cortex samples and a subset of neuronal and glia nuclei sorted by the fluorescence-activated nuclei sorting (FANS) method. Bulk brain tissues showed no significant difference in the overall DNA methylation across SNCA intron 1 CGI region between the neuropathological groups. Sorted neuronal nuclei from PD frontal cortex showed significant lower levels of DNA methylation at this region compared to normal controls, but no differences between DLB and control, while sorted glia nuclei exhibited trends of decreased overall DNA methylation in DLB only. In conclusion, our data suggested disease-dependent cell-type specific differential DNA methylation within SNCA intron 1 CGI. These changes may affect SNCA dysregulation that presumably mediates disease-specific risk. Our results can be translated into the development of the SNCA intron 1 CGI region as an attractive therapeutics target for gene therapy in patients who suffer from synucleinopathies due to SNCA dysregulation.
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Affiliation(s)
- Jeffrey Gu
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Julio Barrera
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Young Yun
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Susan K. Murphy
- Division of Reproductive Sciences, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC, United States
| | - Thomas G. Beach
- Banner Sun Health Research Institute, Sun City, AZ, United States
| | - Randy L. Woltjer
- Layton Aging and Alzheimer’s Disease Center, Department of Pathology, Oregon Health & Science University, Portland, OR, United States
| | - Geidy E. Serrano
- Banner Sun Health Research Institute, Sun City, AZ, United States
| | - Boris Kantor
- Viral Vector Core, Duke University Medical Center, Durham, NC, United States
- Department of Neurobiology, Duke University Medical Center, Durham, NC, United States
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
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9
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MacDougall G, Brown LY, Kantor B, Chiba-Falek O. The Path to Progress Preclinical Studies of Age-Related Neurodegenerative Diseases: A Perspective on Rodent and hiPSC-Derived Models. Mol Ther 2021; 29:949-972. [PMID: 33429080 PMCID: PMC7934639 DOI: 10.1016/j.ymthe.2021.01.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [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: 09/16/2020] [Revised: 12/03/2020] [Accepted: 01/01/2021] [Indexed: 12/21/2022] Open
Abstract
Alzheimer's disease (AD) and Parkinson's disease (PD) are the two most prevalent age-related neurodegenerative diseases, and currently no effective clinical treatments exist for either, despite decades of clinical trials. The failure to translate preclinical findings into effective treatments is indicative of a problem in the current evaluation pipeline for potential therapeutics. At present, there are no useful animal models for AD and PD research that reflect the entire biology of the diseases, specifically, the more common non-Mendelian forms. Whereas the field continues to seek suitable rodent models for investigating potential therapeutics for these diseases, rodent models have still been used primarily for preclinical studies. Here, we advocate for a paradigm shift toward the application of human-induced pluripotent stem cell (hiPSC)-derived systems for PD and AD modeling and the development of improved human-based models in a dish for drug discovery and preclinical assessment of therapeutic targets.
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Affiliation(s)
- Gabriella MacDougall
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Logan Y Brown
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA; Center for Advanced Genomic Technologies, Duke University Medical Center, Durham, NC 27710, USA; Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
| | - Boris Kantor
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA; Center for Advanced Genomic Technologies, Duke University Medical Center, Durham, NC 27710, USA; Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA.
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA.
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10
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Yang A, Kantor B, Chiba-Falek O. APOE: The New Frontier in the Development of a Therapeutic Target towards Precision Medicine in Late-Onset Alzheimer's. Int J Mol Sci 2021; 22:1244. [PMID: 33513969 PMCID: PMC7865856 DOI: 10.3390/ijms22031244] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 01/22/2021] [Accepted: 01/23/2021] [Indexed: 02/07/2023] Open
Abstract
Alzheimer's disease (AD) has a critical unmet medical need. The consensus around the amyloid cascade hypothesis has been guiding pre-clinical and clinical research to focus mainly on targeting beta-amyloid for treating AD. Nevertheless, the vast majority of the clinical trials have repeatedly failed, prompting the urgent need to refocus on other targets and shifting the paradigm of AD drug development towards precision medicine. One such emerging target is apolipoprotein E (APOE), identified nearly 30 years ago as one of the strongest and most reproduceable genetic risk factor for late-onset Alzheimer's disease (LOAD). An exploration of APOE as a new therapeutic culprit has produced some very encouraging results, proving that the protein holds promise in the context of LOAD therapies. Here, we review the strategies to target APOE based on state-of-the-art technologies such as antisense oligonucleotides, monoclonal antibodies, and gene/base editing. We discuss the potential of these initiatives in advancing the development of novel precision medicine therapies to LOAD.
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Affiliation(s)
- Anna Yang
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA;
| | - Boris Kantor
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA;
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
- Duke Center for Advanced Genomic Technologies, Durham, NC 27708, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA;
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708, USA
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11
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Chen V, Moncalvo M, Tringali D, Tagliafierro L, Shriskanda A, Ilich E, Dong W, Kantor B, Chiba-Falek O. The mechanistic role of alpha-synuclein in the nucleus: impaired nuclear function caused by familial Parkinson's disease SNCA mutations. Hum Mol Genet 2020; 29:3107-3121. [PMID: 32954426 PMCID: PMC7645704 DOI: 10.1093/hmg/ddaa183] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [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: 05/10/2020] [Revised: 07/11/2020] [Accepted: 07/15/2020] [Indexed: 12/13/2022] Open
Abstract
Alpha-synuclein SNCA has been implicated in the etiology of Parkinson's disease (PD); however, the normal function of alpha-synuclein protein and the pathway that mediates its pathogenic effect is yet to be discovered. We investigated the mechanistic role of SNCA in the nucleus utilizing isogenic human-induced pluripotent stem cells-derived neurons from PD patients with autosomal dominant mutations, A53T and SNCA-triplication, and their corresponding corrected lines by genome- and epigenome-editing. Comparisons of shape and integrity of the nuclear envelope and its resistance to stresses found that both mutations result in similar nuclear envelope perturbations that were reversed in the isogenic mutation-corrected cells. Further mechanistic studies showed that SNCA mutation has adverse effects on the nucleus by trapping Ras-related nuclear protein (RAN) and preventing it from transporting key nuclear proteins such as, DNMT3A, for maintaining normal nuclear function. For the first time, we proposed that α-syn interacts with RAN and normally functions in the nucleocytoplasmic transport while exerts its pathogenic effect by sequestering RAN. We suggest that defects in the nucleocytoplasmic transport components may be a general pathomechanistic driver of neurodegenerative diseases.
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Affiliation(s)
- Vivian Chen
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Malik Moncalvo
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Dominic Tringali
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Lidia Tagliafierro
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ahila Shriskanda
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ekaterina Ilich
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Wendy Dong
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Boris Kantor
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA
- Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
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12
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Angrist M, Yang A, Kantor B, Chiba-Falek O. Good problems to have? Policy and societal implications of a disease-modifying therapy for presymptomatic late-onset Alzheimer's disease. Life Sci Soc Policy 2020; 16:11. [PMID: 33043412 PMCID: PMC7548124 DOI: 10.1186/s40504-020-00106-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [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: 06/19/2020] [Accepted: 09/09/2020] [Indexed: 06/11/2023]
Abstract
In the United States alone, the prevalence of AD is expected to more than double from six million people in 2019 to nearly 14 million people in 2050. Meanwhile, the track record for developing treatments for AD has been marked by decades of failure. But recent progress in genetics, neuroscience and gene editing suggest that effective treatments could be on the horizon. The arrival of such treatments would have profound implications for the way we diagnose, triage, study, and allocate resources to Alzheimer's patients. Because the disease is not rare and because it strikes late in life, the development of therapies that are expensive and efficacious but less than cures, will pose particular challenges to healthcare infrastructure. We have a window of time during which we can begin to anticipate just, equitable and salutary ways to accommodate a disease-modifying therapy Alzheimer's disease. Here we consider the implications for caregivers, clinicians, researchers, and the US healthcare system of the availability of an expensive, presymptomatic treatment for a common late-onset neurodegenerative disease for which diagnosis can be difficult.
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Affiliation(s)
- Misha Angrist
- Initiative for Science and Society and Social Science Research Institute, Duke University, Durham, North Carolina 27708-0222 USA
| | | | - Boris Kantor
- Duke University Department of Neurobiology, Durham, North Carolina 27710-3209 USA
| | - Ornit Chiba-Falek
- Duke University Department of Neurology, 311 Research Drive, Durham, North Carolina 27710-2900 USA
- Duke Center For Genomic And Computational Biology, Durham, USA
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13
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Abstract
The importance of apolipoprotein E (APOE) in late-onset Alzheimer's disease (LOAD) has been firmly established, but the mechanisms through which it exerts its pathogenic effects remain elusive. In addition, the sex-dependent effects of APOE on LOAD risk and endophenotypes have yet to be explained. In this Review, we revisit the different aspects of APOE involvement in neurodegeneration and neurological diseases, with particular attention to sex differences in the contribution of APOE to LOAD susceptibility. We discuss the role of APOE in a broader range of age-related neurodegenerative diseases, and summarize the biological factors linking APOE to sex hormones, drawing on supportive findings from rodent models to identify major mechanistic themes underlying the exacerbation of LOAD-associated neurodegeneration and pathology in the female brain. Additionally, we list sex-by-genotype interactions identified across neurodegenerative diseases, proposing APOE variants as a shared etiology for sex differences in the manifestation of these diseases. Finally, we present recent advancements in 'omics' technologies, which provide a new platform for more in-depth investigations of how dysregulation of this gene affects the development and progression of neurodegenerative diseases. Collectively, the evidence summarized in this Review highlights the interplay between APOE and sex as a key factor in the etiology of LOAD and other age-related neurodegenerative diseases. We emphasize the importance of careful examination of sex as a contributing factor in studying the underpinning genetics of neurodegenerative diseases in general, but particularly for LOAD.
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Affiliation(s)
- Julia Gamache
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708, USA
| | - Young Yun
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27708, USA
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14
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Rittiner JE, Moncalvo M, Chiba-Falek O, Kantor B. Gene-Editing Technologies Paired With Viral Vectors for Translational Research Into Neurodegenerative Diseases. Front Mol Neurosci 2020; 13:148. [PMID: 32903507 PMCID: PMC7437156 DOI: 10.3389/fnmol.2020.00148] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Accepted: 07/16/2020] [Indexed: 12/20/2022] Open
Abstract
Diseases of the central nervous system (CNS) have historically been among the most difficult to treat using conventional pharmacological approaches. This is due to a confluence of factors, including the limited regenerative capacity and overall complexity of the brain, problems associated with repeated drug administration, and difficulties delivering drugs across the blood-brain barrier (BBB). Viral-mediated gene transfer represents an attractive alternative for the delivery of therapeutic cargo to the nervous system. Crucially, it usually requires only a single injection, whether that be a gene replacement strategy for an inherited disorder or the delivery of a genome- or epigenome-modifying construct for treatment of CNS diseases and disorders. It is thus understandable that considerable effort has been put towards the development of improved vector systems for gene transfer into the CNS. Different viral vectors are of course tailored to their specific applications, but they generally should share several key properties. The ideal viral vector incorporates a high-packaging capacity, efficient gene transfer paired with robust and sustained expression, lack of oncogenicity, toxicity and pathogenicity, and scalable manufacturing for clinical applications. In this review, we will devote attention to viral vectors derived from human immunodeficiency virus type 1 (lentiviral vectors; LVs) and adeno-associated virus (AAVs). The high interest in these viral delivery systems vectors is due to: (i) robust delivery and long-lasting expression; (ii) efficient transduction into postmitotic cells, including the brain; (iii) low immunogenicity and toxicity; and (iv) compatibility with advanced manufacturing techniques. Here, we will outline basic aspects of LV and AAV biology, particularly focusing on approaches and techniques aiming to enhance viral safety. We will also allocate a significant portion of this review to the development and use of LVs and AAVs for delivery into the CNS, with a focus on the genome and epigenome-editing tools based on clustered regularly interspaced short palindromic repeats/CRISPR-associated protein 9 (CRISPR/Cas 9) and the development of novel strategies for the treatment of neurodegenerative diseases (NDDs).
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Affiliation(s)
- Joseph Edward Rittiner
- Department of Neurobiology, Duke University Medical Center, Durham, NC, United States
- Viral Vector Core, Duke University Medical Center, Durham, NC, United States
- Duke Center for Advanced Genomic Technologies, Durham, NC, United States
| | - Malik Moncalvo
- Department of Neurobiology, Duke University Medical Center, Durham, NC, United States
- Viral Vector Core, Duke University Medical Center, Durham, NC, United States
- Duke Center for Advanced Genomic Technologies, Durham, NC, United States
| | - Ornit Chiba-Falek
- Department of Neurology, Division of Translational Brain Sciences, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Boris Kantor
- Department of Neurobiology, Duke University Medical Center, Durham, NC, United States
- Viral Vector Core, Duke University Medical Center, Durham, NC, United States
- Duke Center for Advanced Genomic Technologies, Durham, NC, United States
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15
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Lutz MW, Luo S, Williamson DE, Chiba-Falek O. Shared genetic etiology underlying late-onset Alzheimer's disease and posttraumatic stress syndrome. Alzheimers Dement 2020; 16:1280-1292. [PMID: 32588970 DOI: 10.1002/alz.12128] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Revised: 04/30/2020] [Accepted: 05/06/2020] [Indexed: 01/03/2023]
Abstract
INTRODUCTION Late-onset Alzheimer's disease (LOAD) manifests comorbid neuropsychiatric symptoms and posttraumatic stress disorder (PTSD) is associated with an increased risk for dementia in late life, suggesting the two disorders may share genetic etiologies. METHODS We performed genetic pleiotropy analysis using LOAD and PTSD genome-wide association study (GWAS) datasets from white and African-American populations, followed by functional-genomic analyses. RESULTS We found an enrichment for LOAD across increasingly stringent levels of significance with the PTSD GWAS association (LOAD|PTSD) in the discovery and replication cohorts and a modest enrichment for the reverse conditional association (PTSD|LOAD). LOAD|PTSD association analysis identified and replicated the MS4A genes region. These genes showed similar expression pattern in brain regions affected in LOAD, and across-brain-tissue analysis identified a significant association for MS4A6A. The African-American samples showed moderate enrichment; however, no false discovery rate-significant associations. DISCUSSION We demonstrated common genetic signatures for LOAD and PTSD and suggested immune response as a common pathway for these diseases.
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Affiliation(s)
- Michael W Lutz
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA
| | - Sheng Luo
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, North Carolina, USA
| | - Douglas E Williamson
- Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, North Carolina, USA.,Research Service, Durham VA Medical Center, Durham, North Carolina, USA.,Center for Applied Genomics and Precision Medicine, Duke University Medical Center, Durham, North Carolina, USA
| | - Ornit Chiba-Falek
- Division of Translational Brain Sciences, Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, USA
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Lam M, Hill WD, Trampush JW, Yu J, Knowles E, Davies G, Stahl E, Huckins L, Liewald DC, Djurovic S, Melle I, Sundet K, Christoforou A, Reinvang I, DeRosse P, Lundervold AJ, Steen VM, Espeseth T, Räikkönen K, Widen E, Palotie A, Eriksson JG, Giegling I, Konte B, Hartmann AM, Roussos P, Giakoumaki S, Burdick KE, Payton A, Ollier W, Chiba-Falek O, Attix DK, Need AC, Cirulli ET, Voineskos AN, Stefanis NC, Avramopoulos D, Hatzimanolis A, Arking DE, Smyrnis N, Bilder RM, Freimer NA, Cannon TD, London E, Poldrack RA, Sabb FW, Congdon E, Conley ED, Scult MA, Dickinson D, Straub RE, Donohoe G, Morris D, Corvin A, Gill M, Hariri AR, Weinberger DR, Pendleton N, Bitsios P, Rujescu D, Lahti J, Le Hellard S, Keller MC, Andreassen OA, Deary IJ, Glahn DC, Malhotra AK, Lencz T. Pleiotropic Meta-Analysis of Cognition, Education, and Schizophrenia Differentiates Roles of Early Neurodevelopmental and Adult Synaptic Pathways. Am J Hum Genet 2019; 105:334-350. [PMID: 31374203 PMCID: PMC6699140 DOI: 10.1016/j.ajhg.2019.06.012] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [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: 01/23/2019] [Accepted: 06/12/2019] [Indexed: 12/12/2022] Open
Abstract
Susceptibility to schizophrenia is inversely correlated with general cognitive ability at both the phenotypic and the genetic level. Paradoxically, a modest but consistent positive genetic correlation has been reported between schizophrenia and educational attainment, despite the strong positive genetic correlation between cognitive ability and educational attainment. Here we leverage published genome-wide association studies (GWASs) in cognitive ability, education, and schizophrenia to parse biological mechanisms underlying these results. Association analysis based on subsets (ASSET), a pleiotropic meta-analytic technique, allowed jointly associated loci to be identified and characterized. Specifically, we identified subsets of variants associated in the expected ("concordant") direction across all three phenotypes (i.e., greater risk for schizophrenia, lower cognitive ability, and lower educational attainment); these were contrasted with variants that demonstrated the counterintuitive ("discordant") relationship between education and schizophrenia (i.e., greater risk for schizophrenia and higher educational attainment). ASSET analysis revealed 235 independent loci associated with cognitive ability, education, and/or schizophrenia at p < 5 × 10-8. Pleiotropic analysis successfully identified more than 100 loci that were not significant in the input GWASs. Many of these have been validated by larger, more recent single-phenotype GWASs. Leveraging the joint genetic correlations of cognitive ability, education, and schizophrenia, we were able to dissociate two distinct biological mechanisms-early neurodevelopmental pathways that characterize concordant allelic variation and adulthood synaptic pruning pathways-that were linked to the paradoxical positive genetic association between education and schizophrenia. Furthermore, genetic correlation analyses revealed that these mechanisms contribute not only to the etiopathogenesis of schizophrenia but also to the broader biological dimensions implicated in both general health outcomes and psychiatric illness.
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Affiliation(s)
- Max Lam
- Institute of Mental Health, Singapore, 539747, Singapore; Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY 11004, USA; Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - W David Hill
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom; Department of Psychology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom
| | - Joey W Trampush
- Department of Psychiatry and the Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Jin Yu
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY 11004, USA
| | - Emma Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06511, USA
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom; Department of Psychology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom
| | - Eli Stahl
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Laura Huckins
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - David C Liewald
- Department of Psychology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Bergen 4956, Nydalen 0424, Norway; Norsk Senter for Forskning på Mentale Lidelser, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen 4956, Nydalen 0424, Norway
| | - Ingrid Melle
- Norsk Senter for Forskning på Mentale Lidelser, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen 4956, Nydalen 0424, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo 1039, Blindern 0315, Norway
| | - Kjetil Sundet
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo 1039, Blindern 0315, Norway; Department of Psychology, University of Oslo, Oslo 1094, Blindern 0317, Norway
| | - Andrea Christoforou
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 7804, N-5020 Bergen, Norway
| | - Ivar Reinvang
- Department of Psychology, University of Oslo, Oslo 1094, Blindern 0317, Norway
| | - Pamela DeRosse
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY 11004, USA
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, 7807, N-5020, Norway
| | - Vidar M Steen
- Norsk Senter for Forskning på Mentale Lidelser, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen 4956, Nydalen 0424, Norway; Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 7804, N-5020 Bergen, Norway
| | - Thomas Espeseth
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo 1039, Blindern 0315, Norway; Department of Psychology, University of Oslo, Oslo 1094, Blindern 0317, Norway
| | - Katri Räikkönen
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, 00014, Finland
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, 00014, Finland; Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge CB10 1SA, United Kingdom; Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, 00014, Finland
| | - Johan G Eriksson
- Department of General Practice, University of Helsinki and Helsinki University Hospital, Helsinki, 00014, Finland; National Institute for Health and Welfare, Helsinki FI-00271, Finland; Folkhälsan Research Center, Helsinki 00290, Finland
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle 06108, Germany
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle 06108, Germany
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle 06108, Germany
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY 10468, USA
| | | | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY 10468, USA; Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
| | - Antony Payton
- Division of Informatics, Imaging, and Data Sciences, School of Health Sciences, University of Manchester, Manchester M139NT, United Kingdom
| | - William Ollier
- Centre for Epidemiology, Division of Population Health, Health Services Research and Primary Care, University of Manchester, Manchester M139PL, United Kingdom; School of Healthcare Sciences, Manchester Metropolitan University, Manchester M15 6BH, United Kingdom
| | - Ornit Chiba-Falek
- Department of Neurology, Bryan Alzheimer Disease Research Center, Duke University Medical Center, Durham, NC 27705, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27705, USA
| | - Deborah K Attix
- Department of Neurology, Bryan Alzheimer Disease Research Center, Duke University Medical Center, Durham, NC 27705, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27705, USA; Psychiatry and Behavioral Sciences, Division of Medical Psychology, Duke University Medical Center, Durham, NC 27708, USA; Department of Neurology, Duke University Medical Center, Durham, NC 27708, USA
| | - Anna C Need
- Division of Brain Sciences, Department of Medicine, Imperial College, London W12 0NN, UK
| | | | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto M6J 1H4, Canada
| | - Nikos C Stefanis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece; University Mental Health Research Institute, Athens 115 27, Greece; Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Dimitrios Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Alex Hatzimanolis
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto M6J 1H4, Canada; Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece; University Mental Health Research Institute, Athens 115 27, Greece
| | - Dan E Arking
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Nikolaos Smyrnis
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto M6J 1H4, Canada; Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
| | - Robert M Bilder
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Nelson A Freimer
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Tyrone D Cannon
- Department of Psychology, Yale University, New Haven, CT 06511, USA
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA 90024, USA
| | | | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, 97401, USA
| | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA 90024, USA
| | | | - Matthew A Scult
- Laboratory of NeuroGenetics, Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, MD 20814, USA
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD 21205, USA
| | - Gary Donohoe
- Neuroimaging, Cognition, and Genomics Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Derek Morris
- Neuroimaging, Cognition, and Genomics Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland; Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland; Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology and Neuroscience, Duke University, Durham, NC 27708, USA
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD 21205, USA
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, University of Manchester, Manchester Academic Health Science Centre, Salford Royal NHS Foundation Trust, Manchester M13 9PL, United Kingdom
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, Crete GR-71003, Greece
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle 06108, Germany
| | - Jari Lahti
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, 00014, Finland; Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki 00014, Finland
| | - Stephanie Le Hellard
- Norsk Senter for Forskning på Mentale Lidelser, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen 4956, Nydalen 0424, Norway; Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 7804, N-5020 Bergen, Norway
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO 80303, USA
| | - Ole A Andreassen
- Norsk Senter for Forskning på Mentale Lidelser, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen 4956, Nydalen 0424, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo 1039, Blindern 0315, Norway; Institute of Clinical Medicine, University of Oslo, Oslo 0318, Norway
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom; Department of Psychology, University of Edinburgh, Edinburgh, Scotland, EH8 9JZ, United Kingdom
| | - David C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06511, USA
| | - Anil K Malhotra
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY 11004, USA; Department of Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA; Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY 11030, USA
| | - Todd Lencz
- Division of Psychiatry Research, The Zucker Hillside Hospital, Glen Oaks, NY 11004, USA; Department of Psychiatry, Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA; Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY 11030, USA.
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Lutz MW, Sprague D, Chiba-Falek O. Bioinformatics strategy to advance the interpretation of Alzheimer's disease GWAS discoveries: The roads from association to causation. Alzheimers Dement 2019; 15:1048-1058. [PMID: 31262699 PMCID: PMC6699885 DOI: 10.1016/j.jalz.2019.04.014] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [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: 01/06/2019] [Revised: 03/20/2019] [Accepted: 04/17/2019] [Indexed: 11/16/2022]
Abstract
INTRODUCTION Genome-wide association studies (GWAS) discovered multiple late-onset Alzheimer's disease (LOAD)-associated SNPs and inferred the genes based on proximity; however, the actual causal genes are yet to be identified. METHODS We defined LOAD-GWAS regions by the most significantly associated SNP ±0.5 Mb and developed a bioinformatics pipeline that uses and integrates chromatin state segmentation track to map active enhancers and virtual 4C software to visualize interactions between active enhancers and gene promoters. We augmented our pipeline with biomedical and functional information. RESULTS We applied the bioinformatics pipeline using three ∼1 Mb LOAD-GWAS loci: BIN1, PICALM, CELF1. These loci contain 10-24 genes, an average of 106 active enhancers and 80 CTCF sites. Our strategy identified all genes corresponding to the promoters that interact with the active enhancer that is closest to the LOAD-GWAS-SNP and generated a shorter list of prioritized candidate LOAD genes (5-14/loci), feasible for post-GWAS investigations of causality. DISCUSSION Interpretation of LOAD-GWAS discoveries requires the integration of brain-specific functional genomic data sets and information related to regulatory activity.
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Affiliation(s)
- Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Daniel Sprague
- Department of Neurology, Duke University Medical Center, Durham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA.
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Tagliafierro L, Zamora ME, Chiba-Falek O. Multiplication of the SNCA locus exacerbates neuronal nuclear aging. Hum Mol Genet 2019; 28:407-421. [PMID: 30304516 DOI: 10.1093/hmg/ddy355] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Accepted: 10/01/2018] [Indexed: 01/26/2023] Open
Abstract
Human-induced Pluripotent Stem Cell (hiPSC)-derived models have advanced the study of neurodegenerative diseases, including Parkinson's disease (PD). While age is the strongest risk factor for these disorders, hiPSC-derived models represent rejuvenated neurons. We developed hiPSC-derived Aged dopaminergic and cholinergic neurons to model PD and related synucleinopathies. Our new method induces aging through a `semi-natural' process, by passaging multiple times at the Neural Precursor Cell stage, prior to final differentiation. Characterization of isogenic hiPSC-derived neurons using heterochromatin and nuclear envelope markers, as well as DNA damage and global DNA methylation, validated our age-inducing method. Next, we compared neurons derived from a patient with SNCA-triplication (SNCA-Tri) and a Control. The SNCA-Tri neurons displayed exacerbated nuclear aging, showing advanced aging signatures already at the Juvenile stage. Noteworthy, the Aged SNCA-Tri neurons showed more α-synuclein aggregates per cell versus the Juvenile. We suggest a link between the effects of aging and SNCA overexpression on neuronal nuclear architecture.
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Affiliation(s)
- Lidia Tagliafierro
- Department of Neurology, Duke University Medical Center, Durham, NC, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Madison Elena Zamora
- Department of Neurology, Duke University Medical Center, Durham, NC, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
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Tseng E, Rowell WJ, Glenn OC, Hon T, Barrera J, Kujawa S, Chiba-Falek O. The Landscape of SNCA Transcripts Across Synucleinopathies: New Insights From Long Reads Sequencing Analysis. Front Genet 2019; 10:584. [PMID: 31338105 PMCID: PMC6629766 DOI: 10.3389/fgene.2019.00584] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Accepted: 06/04/2019] [Indexed: 11/21/2022] Open
Abstract
Dysregulation of alpha-synuclein expression has been implicated in the pathogenesis of synucleinopathies, in particular Parkinson's Disease (PD) and Dementia with Lewy bodies (DLB). Previous studies have shown that the alternatively spliced isoforms of the SNCA gene are differentially expressed in different parts of the brain for PD and DLB patients. Similarly, SNCA isoforms with skipped exons can have a functional impact on the protein domains. The large intronic region of the SNCA gene was also shown to harbor structural variants that affect transcriptional levels. Here, we apply the first study of using long read sequencing with targeted capture of both the gDNA and cDNA of the SNCA gene in brain tissues of PD, DLB, and control samples using the PacBio Sequel system. The targeted full-length cDNA (Iso-Seq) data confirmed complex usage of known alternative start sites and variable 3' UTR lengths, as well as novel 5' starts and 3' ends not previously described. The targeted gDNA data allowed phasing of up to 81% of the ~114 kb SNCA region, with the longest phased block exceeding 54 kb. We demonstrate that long gDNA and cDNA reads have the potential to reveal long-range information not previously accessible using traditional sequencing methods. This approach has a potential impact in studying disease risk genes such as SNCA, providing new insights into the genetic etiologies, including perturbations to the landscape the gene transcripts, of human complex diseases such as synucleinopathies.
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Affiliation(s)
| | | | - Omolara-Chinue Glenn
- Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Ting Hon
- Pacific Biosciences, Menlo Park, CA, United States
| | - Julio Barrera
- Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
| | - Steve Kujawa
- Pacific Biosciences, Menlo Park, CA, United States
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC, United States
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, United States
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Kantor B, Ilich E, Moncalvo M, Tagliafierro L, Gu J, Sriskanda A, Chiba-Falek O. P2-050: A NOVEL TARGETED EPIGENOME EDITING SYSTEM FOR FINE DOWNREGULATION OF SNCA
LEVELS: TOWARDS PRECISION GENE THERAPY IN PD. Alzheimers Dement 2019. [DOI: 10.1016/j.jalz.2019.06.1272] [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]
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Tagliafierro L, Sriskanda A, Chiba-Falek O. P3-202: USING HIPSC-DERIVED NEURONS TO MODEL THE ROLE OF APOE
IN LATE ONSET ALZHEIMER'S DISEASE (LOAD) IN THE CONTEXT OF AGING. Alzheimers Dement 2019. [DOI: 10.1016/j.jalz.2019.06.3232] [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: 10/25/2022]
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Chiba-Falek O, Sprague D, Lutz MW. P2-123: BIOINFORMATICS STRATEGY TO ADVANCE THE INTERPRETATION OF ALZHEIMER'S DISEASE GWAS DISCOVERIES: THE ROADS FROM ASSOCIATION TO CAUSATION. Alzheimers Dement 2019. [DOI: 10.1016/j.jalz.2019.06.2530] [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]
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Davies G, Lam M, Harris SE, Trampush JW, Luciano M, Hill WD, Hagenaars SP, Ritchie SJ, Marioni RE, Fawns-Ritchie C, Liewald DCM, Okely JA, Ahola-Olli AV, Barnes CLK, Bertram L, Bis JC, Burdick KE, Christoforou A, DeRosse P, Djurovic S, Espeseth T, Giakoumaki S, Giddaluru S, Gustavson DE, Hayward C, Hofer E, Ikram MA, Karlsson R, Knowles E, Lahti J, Leber M, Li S, Mather KA, Melle I, Morris D, Oldmeadow C, Palviainen T, Payton A, Pazoki R, Petrovic K, Reynolds CA, Sargurupremraj M, Scholz M, Smith JA, Smith AV, Terzikhan N, Thalamuthu A, Trompet S, van der Lee SJ, Ware EB, Windham BG, Wright MJ, Yang J, Yu J, Ames D, Amin N, Amouyel P, Andreassen OA, Armstrong NJ, Assareh AA, Attia JR, Attix D, Avramopoulos D, Bennett DA, Böhmer AC, Boyle PA, Brodaty H, Campbell H, Cannon TD, Cirulli ET, Congdon E, Conley ED, Corley J, Cox SR, Dale AM, Dehghan A, Dick D, Dickinson D, Eriksson JG, Evangelou E, Faul JD, Ford I, Freimer NA, Gao H, Giegling I, Gillespie NA, Gordon SD, Gottesman RF, Griswold ME, Gudnason V, Harris TB, Hartmann AM, Hatzimanolis A, Heiss G, Holliday EG, Joshi PK, Kähönen M, Kardia SLR, Karlsson I, Kleineidam L, Knopman DS, Kochan NA, Konte B, Kwok JB, Le Hellard S, Lee T, Lehtimäki T, Li SC, Lill CM, Liu T, Koini M, London E, Longstreth WT, Lopez OL, Loukola A, Luck T, Lundervold AJ, Lundquist A, Lyytikäinen LP, Martin NG, Montgomery GW, Murray AD, Need AC, Noordam R, Nyberg L, Ollier W, Papenberg G, Pattie A, Polasek O, Poldrack RA, Psaty BM, Reppermund S, Riedel-Heller SG, Rose RJ, Rotter JI, Roussos P, Rovio SP, Saba Y, Sabb FW, Sachdev PS, Satizabal CL, Schmid M, Scott RJ, Scult MA, Simino J, Slagboom PE, Smyrnis N, Soumaré A, Stefanis NC, Stott DJ, Straub RE, Sundet K, Taylor AM, Taylor KD, Tzoulaki I, Tzourio C, Uitterlinden A, Vitart V, Voineskos AN, Kaprio J, Wagner M, Wagner H, Weinhold L, Wen KH, Widen E, Yang Q, Zhao W, Adams HHH, Arking DE, Bilder RM, Bitsios P, Boerwinkle E, Chiba-Falek O, Corvin A, De Jager PL, Debette S, Donohoe G, Elliott P, Fitzpatrick AL, Gill M, Glahn DC, Hägg S, Hansell NK, Hariri AR, Ikram MK, Jukema JW, Vuoksimaa E, Keller MC, Kremen WS, Launer L, Lindenberger U, Palotie A, Pedersen NL, Pendleton N, Porteous DJ, Räikkönen K, Raitakari OT, Ramirez A, Reinvang I, Rudan I, Dan Rujescu, Schmidt R, Schmidt H, Schofield PW, Schofield PR, Starr JM, Steen VM, Trollor JN, Turner ST, Van Duijn CM, Villringer A, Weinberger DR, Weir DR, Wilson JF, Malhotra A, McIntosh AM, Gale CR, Seshadri S, Mosley TH, Bressler J, Lencz T, Deary IJ. Author Correction: Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function. Nat Commun 2019; 10:2068. [PMID: 31043617 PMCID: PMC6494826 DOI: 10.1038/s41467-019-10160-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Christina M. Lill, who contributed to analysis of data, was inadvertently omitted from the author list in the originally published version of this article. This has now been corrected in both the PDF and HTML versions of the article.
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Affiliation(s)
- Gail Davies
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Max Lam
- 0000 0004 0469 9592grid.414752.1Institute of Mental Health, Singapore, 539747 Singapore
| | - Sarah E. Harris
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK
| | - Joey W. Trampush
- BrainWorkup, LLC, Los Angeles, 90033 CA USA ,0000 0001 2156 6853grid.42505.36Department of Psychiatry and Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, 90033 CA USA
| | - Michelle Luciano
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - W. David Hill
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Saskia P. Hagenaars
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0001 2322 6764grid.13097.3cSocial, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, De Crespigny Park, Denmark Hill, London, SE5 8AF UK
| | - Stuart J. Ritchie
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Riccardo E. Marioni
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK
| | - Chloe Fawns-Ritchie
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - David C. M. Liewald
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Judith A. Okely
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Ari V. Ahola-Olli
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland ,grid.415303.0Department of Internal Medicine, Satakunta Central Hospital, Pori, 28100 Finland
| | - Catriona L. K. Barnes
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Lars Bertram
- 0000 0000 9071 0620grid.419538.2Max Planck Institute for Molecular Genetics, Berlin, 14195 Germany
| | - Joshua C. Bis
- 0000000122986657grid.34477.33Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101 Washington USA
| | - Katherine E. Burdick
- 0000 0001 0670 2351grid.59734.3cDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0004 0420 1184grid.274295.fMental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, 10468 NY USA ,000000041936754Xgrid.38142.3cDepartment of Psychiatry, Brigham and Women’s Hospital, Harvard Medical School, Boston, 02115 MA USA
| | - Andrea Christoforou
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Pamela DeRosse
- 0000 0004 0469 9592grid.414752.1Institute of Mental Health, Singapore, 539747 Singapore ,0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA
| | - Srdjan Djurovic
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0004 0389 8485grid.55325.34Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, 0424 Norway
| | - Thomas Espeseth
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Stella Giakoumaki
- 0000 0004 0576 3437grid.8127.cDepartment of Psychology, University of Crete, Crete, GR-74100 Greece
| | - Sudheer Giddaluru
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Daniel E. Gustavson
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Center for Behavior Genetics of Aging, University of California, San Diego, 92093 CA USA
| | - Caroline Hayward
- 0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK ,0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Edith Hofer
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria ,0000 0000 8988 2476grid.11598.34Institute of Medical Informatics Statistics and Documentation, Medical University of Graz, Graz, 8036 Austria
| | - M. Arfan Ikram
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx The Netherlands
| | - Robert Karlsson
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Emma Knowles
- 0000000419368710grid.47100.32Department of Psychiatry, Yale University School of Medicine, New Haven, 06511 CT USA
| | - Jari Lahti
- 0000 0004 0410 2071grid.7737.4Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014 Finland ,0000 0004 0410 2071grid.7737.4Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, 00014 Finland
| | - Markus Leber
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937 Germany
| | - Shuo Li
- 0000 0004 1936 7558grid.189504.1Department of Biostatistics, Boston University School of Public Health, Boston, 02118 MA USA
| | - Karen A. Mather
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - Ingrid Melle
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway
| | - Derek Morris
- 0000 0004 0488 0789grid.6142.1Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33 Ireland
| | - Christopher Oldmeadow
- 0000 0000 8831 109Xgrid.266842.cMedical Research Institute and Faculty of Health, University of Newcastle, New South Wa0les, 2308 Australia
| | - Teemu Palviainen
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Antony Payton
- 0000000121662407grid.5379.8Centre for EpidemiologyDivision of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, M13 9PL UK
| | - Raha Pazoki
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Katja Petrovic
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Chandra A. Reynolds
- 0000 0001 2222 1582grid.266097.cDepartment of Psychology, University of California Riverside, Riverside, 92521 CA USA
| | - Muralidharan Sargurupremraj
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France
| | - Markus Scholz
- 0000 0001 2230 9752grid.9647.cInstitute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107 Germany ,0000 0001 2230 9752grid.9647.cLIFE—Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107 Germany
| | - Jennifer A. Smith
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA ,0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - Albert V. Smith
- 0000 0000 9458 5898grid.420802.cIcelandic Heart Association, Kopavogur, IS-201 Iceland ,0000 0004 0640 0021grid.14013.37University of Iceland, Reykjavik, 101 Iceland
| | - Natalie Terzikhan
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,0000 0004 0626 3303grid.410566.0Department of Respiratory Medicine, Ghent University Hospital, De Pintelaan 185, 9000 Ghent, Belgium
| | - Anbupalam Thalamuthu
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - Stella Trompet
- 0000000089452978grid.10419.3dSection of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Sven J. van der Lee
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Erin B. Ware
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - B. Gwen Windham
- 0000 0004 1937 0407grid.410721.1Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Margaret J. Wright
- 0000 0000 9320 7537grid.1003.2Queensland Brain Institute, University of Queensland, Brisbane, 4072 Australia ,0000 0000 9320 7537grid.1003.2Centre for Advanced Imaging, University of Queensland, Brisbane, 4072 Australia
| | - Jingyun Yang
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartment of Neurological Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Jin Yu
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA
| | - David Ames
- 0000 0004 0624 1200grid.416153.4National Ageing Research Institute, Royal Melbourne Hospital, Victoria, 3052 Australia ,0000 0001 2179 088Xgrid.1008.9Academic Unit for Psychiatry of Old Age, University of Melbourne, St George’s Hospital, Kew, 3010 Australia
| | - Najaf Amin
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Philippe Amouyel
- 0000 0001 2159 9858grid.8970.6Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-LabEx DISTALZ, F-59000 Lille, France
| | - Ole A. Andreassen
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 1936 8921grid.5510.1Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, 0372 Norway
| | - Nicola J. Armstrong
- 0000 0004 0436 6763grid.1025.6Mathematics and Statistics, Murdoch University, Perth, 6150 Australia
| | - Amelia A. Assareh
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia
| | - John R. Attia
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Deborah Attix
- 0000000100241216grid.189509.cDepartment of NeurologyBryan Alzheimer’s Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708 NC USA ,0000000100241216grid.189509.cPsychiatry and Behavioral Sciences, Division of Medical Psychology, and Department of Neurology, Duke University Medical Center, Durham, 27708 NC USA
| | - Dimitrios Avramopoulos
- 0000 0001 2171 9311grid.21107.35Department of Psychiatry, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA ,0000 0001 2171 9311grid.21107.35McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA
| | - David A. Bennett
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartment of Neurological Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Anne C. Böhmer
- 0000 0001 2240 3300grid.10388.32Institute of Human Genetics, University of Bonn, Bonn, 53113 Germany ,0000 0001 2240 3300grid.10388.32Department of Genomics, Life and Brain Center, University of Bonn, Bonn, 53113 Germany
| | - Patricia A. Boyle
- 0000 0001 0705 3621grid.240684.cRush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, 60612 IL USA ,0000 0001 0705 3621grid.240684.cDepartments of Behavioral Sciences, Rush University Medical Center, Chicago, 60612 IL USA
| | - Henry Brodaty
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Dementia Centre for Research Collaboration, University of New South Wales, Sydney, 2031 NSW Australia
| | - Harry Campbell
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Tyrone D. Cannon
- 0000000419368710grid.47100.32Department of Psychology, Yale University, New Haven, 06520 CT USA
| | | | - Eliza Congdon
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | | | - Janie Corley
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Simon R. Cox
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Anders M. Dale
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Cognitive Science, University of California, San Diego, La Jolla, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Neurosciences, University of California, San Diego, La Jolla, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Department of Radiology, University of California, San Diego, La Jolla, 92093 CA USA
| | - Abbas Dehghan
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Danielle Dick
- 0000 0004 0458 8737grid.224260.0Department of Psychology, Virginia Commonwealth University, Richmond, 23284 VA USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, 20892 MD USA
| | - Johan G. Eriksson
- 0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland ,0000 0004 0410 2071grid.7737.4Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, 00290 Finland ,0000 0000 9950 5666grid.15485.3dHelsinki University Central Hospital, Unit of General Practice, Helsinki, FI-00029 Finland ,0000 0004 0409 6302grid.428673.cFolkhälsan Research Centre, Helsinki, 2018 Finland
| | - Evangelos Evangelou
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland
| | - Jessica D. Faul
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - Ian Ford
- 0000 0001 2193 314Xgrid.8756.cRobertson Centre for Biostatistics, University of Glasgow, Glasgow, G12 8QQ United Kingdom
| | - Nelson A. Freimer
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - He Gao
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Ina Giegling
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Nathan A. Gillespie
- 0000 0004 0458 8737grid.224260.0Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, 23298 VA USA
| | - Scott D. Gordon
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia
| | - Rebecca F. Gottesman
- 0000 0001 2171 9311grid.21107.35Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, 21287 MD USA ,0000 0001 2171 9311grid.21107.35Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, 21205 MD USA
| | - Michael E. Griswold
- 0000 0004 1937 0407grid.410721.1Department of Data Science, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Vilmundur Gudnason
- 0000 0000 9458 5898grid.420802.cIcelandic Heart Association, Kopavogur, IS-201 Iceland ,0000 0004 0640 0021grid.14013.37University of Iceland, Reykjavik, 101 Iceland
| | - Tamara B. Harris
- 0000 0001 2297 5165grid.94365.3dIntramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892 MD USA
| | - Annette M. Hartmann
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Alex Hatzimanolis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece ,Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521 Greece
| | - Gerardo Heiss
- 0000000122483208grid.10698.36Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, 27599 NC USA
| | - Elizabeth G. Holliday
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Peter K. Joshi
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Mika Kähönen
- 0000 0004 0628 2985grid.412330.7Department of Clinical Physiology, Tampere University Hospital, and Finnish Cardiovascular Research Center, Tampere, FI-33014 Finland ,0000 0001 2314 6254grid.502801.eFaculty of Medicine and Life Sciences, University of Tampere, Tampere, 33521 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Physiology, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Sharon L. R. Kardia
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA
| | - Ida Karlsson
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Luca Kleineidam
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry Medical Faculty, University of Cologne, Cologne, 50923 Germany ,0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany ,0000 0004 0438 0426grid.424247.3German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127 Germany ,0000 0001 2240 3300grid.10388.32Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127 Germany
| | - David S. Knopman
- 0000 0004 0459 167Xgrid.66875.3aDepartment of Neurology, Mayo Clinic, Rochester, 55905 MN USA
| | - Nicole A. Kochan
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Bettina Konte
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - John B. Kwok
- 0000 0004 1936 834Xgrid.1013.3Brain and Mind Centre—The University of Sydney, Camperdown, NSW 2050 Australia ,0000 0004 4902 0432grid.1005.4School of Medical Sciences, University of New South Wales, Sydney, 2052 Australia
| | - Stephanie Le Hellard
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Teresa Lee
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Terho Lehtimäki
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Shu-Chen Li
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany ,0000 0001 2111 7257grid.4488.0Technische Universität Dresden, Dresden, 01187 Germany
| | - Christina M. Lill
- 0000 0001 0057 2672grid.4562.5Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany
| | - Tian Liu
- 0000 0000 9071 0620grid.419538.2Max Planck Institute for Molecular Genetics, Berlin, 14195 Germany ,0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany
| | - Marisa Koini
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Edythe London
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - Will T. Longstreth
- 0000000122986657grid.34477.33Department of Neurology, School of Medicine, University of Washington, Seattle, 98195-6465 WA USA ,0000000122986657grid.34477.33Department of Epidemiology, University of Washington, Seattle, 98195 WA USA
| | - Oscar L. Lopez
- 0000 0004 1936 9000grid.21925.3dDepartment of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, 15213 PA USA
| | - Anu Loukola
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Tobias Luck
- 0000 0001 2230 9752grid.9647.cLIFE—Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107 Germany ,0000 0001 2230 9752grid.9647.cInstitute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103 Germany
| | - Astri J. Lundervold
- 0000 0004 1936 7443grid.7914.bDepartment of Biological and Medical Psychology, University of Bergen, Bergen, 5009 Norway ,0000 0004 1936 7443grid.7914.bK. G. Jebsen Center for Neuropsychiatry, University of Bergen, Bergen, N-5009 Norway
| | - Anders Lundquist
- 0000 0001 1034 3451grid.12650.30Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Statistics, USBE Umeå University, S-907 97 Umeå, Sweden
| | - Leo-Pekka Lyytikäinen
- 0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland ,0000 0001 2314 6254grid.502801.eDepartment of Clinical Chemistry, Finnish Cardiovascular Research Center—Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014 Finland
| | - Nicholas G. Martin
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia
| | - Grant W. Montgomery
- 0000 0001 2294 1395grid.1049.cQIMR Berghofer Medical Research Institute, Brisbane, 4029 Australia ,0000 0000 9320 7537grid.1003.2Institute for Molecular Bioscience, University of Queensland, Brisbane, 4072 Australia
| | - Alison D. Murray
- 0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK ,0000 0004 1936 7291grid.7107.1The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, AB25 2ZD UK
| | - Anna C. Need
- 0000 0001 2113 8111grid.7445.2Division of Brain Sciences, Department of Medicine, Imperial College, London, SW7 2AZ UK
| | - Raymond Noordam
- 0000000089452978grid.10419.3dSection of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Lars Nyberg
- 0000 0001 1034 3451grid.12650.30Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Radiation Sciences, Umeå University, Umeå, SE-901 87 Sweden ,0000 0001 1034 3451grid.12650.30Department of Integrative Medical Biology, Umeå University, Umeå, SE-901 87 Sweden
| | - William Ollier
- 0000000121662407grid.5379.8Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, M13 9PT UK
| | - Goran Papenberg
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany ,0000 0004 1936 9377grid.10548.38Karolinska Institutet, Aging Research Center, Stockholm University, Stockholm, SE-113 30 Sweden
| | - Alison Pattie
- 0000 0004 1936 7988grid.4305.2Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Ozren Polasek
- Gen-Info LLC, Zagreb, 10000 Croatia ,0000 0004 0644 1675grid.38603.3eFaculty of Medicine, University of Split, Split, 21000 Croatia
| | - Russell A. Poldrack
- 0000000419368956grid.168010.eDepartment of Psychology, Stanford University, Palo Alto, 94305-2130 CA USA
| | - Bruce M. Psaty
- 0000000122986657grid.34477.33Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101 Washington USA ,0000000122986657grid.34477.33Deparment of Health Services, University of Washington, Seattle, 98195-7660 WA USA ,0000 0004 0615 7519grid.488833.cKaiser Permanente Washington Health Research Institute, Seattle, 98101 WA USA
| | - Simone Reppermund
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052 Australia
| | - Steffi G. Riedel-Heller
- 0000 0001 2230 9752grid.9647.cInstitute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103 Germany
| | - Richard J. Rose
- 0000 0001 0790 959Xgrid.411377.7Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN 47405-7007 USA
| | - Jerome I. Rotter
- 0000 0001 0157 6501grid.239844.0Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502 USA ,0000 0001 0157 6501grid.239844.0Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509 CA USA
| | - Panos Roussos
- 0000 0001 0670 2351grid.59734.3cDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0001 0670 2351grid.59734.3cDepartment of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, 10029 NY USA ,0000 0004 0420 1184grid.274295.fMental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, 10468 NY USA
| | - Suvi P. Rovio
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland
| | - Yasaman Saba
- 0000 0000 8988 2476grid.11598.34Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036 Austria
| | - Fred W. Sabb
- 0000 0004 1936 8008grid.170202.6Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403 OR USA
| | - Perminder S. Sachdev
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,grid.415193.bNeuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031 Australia
| | - Claudia L. Satizabal
- 0000 0004 0367 5222grid.475010.7Department of Neurology, Boston University School of Medicine, Boston, 02118 MA USA ,0000 0001 2293 4638grid.279885.9The National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, 01702-5827 MA USA
| | - Matthias Schmid
- 0000 0000 8852 305Xgrid.411097.aDepartment of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012 Germany
| | - Rodney J. Scott
- 0000 0000 8831 109Xgrid.266842.cHunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305 Australia
| | - Matthew A. Scult
- 0000 0004 1936 7961grid.26009.3dLaboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086 NC USA
| | - Jeannette Simino
- 0000 0004 1937 0407grid.410721.1Department of Data Science, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - P. Eline Slagboom
- 0000000089452978grid.10419.3dDepartment of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Nikolaos Smyrnis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece
| | - Aïcha Soumaré
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France
| | - Nikos C. Stefanis
- 0000 0001 2155 0800grid.5216.0Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528 Greece ,grid.1088.1University Mental Health Research Institute, Athens, GR-156 01 Greece ,Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521 Greece
| | - David J. Stott
- 0000 0001 2193 314Xgrid.8756.cInstitute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8QQ United Kingdom
| | - Richard E. Straub
- 0000 0001 2171 9311grid.21107.35Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205 MD USA
| | - Kjetil Sundet
- 0000 0004 1936 8921grid.5510.1Department of Psychology, University of Oslo, Oslo, 0373 Norway ,0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Adele M. Taylor
- 0000 0004 1936 7988grid.4305.2Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Kent D. Taylor
- 0000 0001 0157 6501grid.239844.0Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502 USA ,0000 0001 0157 6501grid.239844.0Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509 CA USA
| | - Ioanna Tzoulaki
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2108 7481grid.9594.1Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110 Greece
| | - Christophe Tzourio
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France ,0000 0004 0593 7118grid.42399.35Department of Public Health, University Hospital of Bordeaux, Bordeaux, 33076 France
| | - André Uitterlinden
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015 The Netherlands
| | - Veronique Vitart
- 0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Aristotle N. Voineskos
- 0000 0001 2157 2938grid.17063.33Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, M5T 1L8 Canada
| | - Jaakko Kaprio
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0001 1013 0499grid.14758.3fNational Institute for Health and Welfare, Helsinki, FI-00271 Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, 00014 Finland
| | - Michael Wagner
- 0000 0004 0438 0426grid.424247.3German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127 Germany ,0000 0001 2240 3300grid.10388.32Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127 Germany
| | - Holger Wagner
- 0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany
| | - Leonie Weinhold
- 0000 0000 8852 305Xgrid.411097.aDepartment of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012 Germany
| | - K. Hoyan Wen
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Elisabeth Widen
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland
| | - Qiong Yang
- 0000 0004 1936 7558grid.189504.1Department of Biostatistics, Boston University School of Public Health, Boston, 02118 MA USA
| | - Wei Zhao
- 0000000086837370grid.214458.eDepartment of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109 USA
| | - Hieab H. H. Adams
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Radiology, Erasmus MC, Rotterdam, 3015 The Netherlands
| | - Dan E. Arking
- 0000 0001 2171 9311grid.21107.35McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD Baltimore, 21287 USA
| | - Robert M. Bilder
- 0000 0000 9632 6718grid.19006.3eUCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024 CA USA
| | - Panos Bitsios
- 0000 0004 0576 3437grid.8127.cDepartment of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, GR-71003 Greece
| | - Eric Boerwinkle
- 0000 0000 9206 2401grid.267308.8Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030 TX USA ,0000 0001 2160 926Xgrid.39382.33Human Genome Sequencing Center, Baylor College of Medicine, Houston, 77030-3411 TX USA
| | - Ornit Chiba-Falek
- 0000000100241216grid.189509.cDepartment of NeurologyBryan Alzheimer’s Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708 NC USA
| | - Aiden Corvin
- 0000 0004 1936 9705grid.8217.cNeuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89 Ireland
| | - Philip L. De Jager
- 0000 0001 2285 2675grid.239585.0Center for Translational and Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032 NY USA ,grid.66859.34Program in Medical and Population Genetics, Broad Institute, Cambridge, 02142 MA USA
| | - Stéphanie Debette
- 0000 0001 2106 639Xgrid.412041.2University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000 Bordeaux, France ,0000 0004 0593 7118grid.42399.35Department of Neurology, University Hospital of Bordeaux, Bordeaux, 33000 France
| | - Gary Donohoe
- 0000 0004 0488 0789grid.6142.1Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33 Ireland
| | - Paul Elliott
- 0000 0001 2113 8111grid.7445.2Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG UK ,0000 0001 2113 8111grid.7445.2MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG UK
| | - Annette L. Fitzpatrick
- 0000000122986657grid.34477.33Department of Epidemiology, University of Washington, Seattle, 98195 WA USA ,0000000122986657grid.34477.33Department of Global Health, University of Washington, Seattle, 98104 WA USA
| | - Michael Gill
- 0000 0004 1936 9705grid.8217.cNeuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89 Ireland
| | - David C. Glahn
- 0000000419368710grid.47100.32Department of Psychiatry, Yale University School of Medicine, New Haven, 06511 CT USA
| | - Sara Hägg
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Narelle K. Hansell
- 0000 0000 9320 7537grid.1003.2Queensland Brain Institute, University of Queensland, Brisbane, 4072 Australia
| | - Ahmad R. Hariri
- 0000 0004 1936 7961grid.26009.3dLaboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086 NC USA
| | - M. Kamran Ikram
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands ,000000040459992Xgrid.5645.2Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx The Netherlands
| | - J. Wouter Jukema
- 0000000089452978grid.10419.3dDepartment of Cardiology, Leiden University Medical Center, Leiden, 2333 The Netherlands
| | - Eero Vuoksimaa
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0004 0410 2071grid.7737.4Department of Public Health, University of Helsinki, Helsinki, 00014 Finland
| | - Matthew C. Keller
- 0000000096214564grid.266190.aInstitute for Behavioral Genetics, University of Colorado, Boulder, 80309 CO USA
| | - William S. Kremen
- 0000 0001 2107 4242grid.266100.3Department of Psychiatry, University of California, San Diego, 92093 CA USA ,0000 0001 2107 4242grid.266100.3Center for Behavior Genetics of Aging, University of California, San Diego, 92093 CA USA
| | - Lenore Launer
- 0000 0001 2297 5165grid.94365.3dIntramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892 MD USA
| | - Ulman Lindenberger
- 0000 0000 9859 7917grid.419526.dMax Planck Institute for Human Development, Berlin, 14195 Germany
| | - Aarno Palotie
- 0000 0004 0410 2071grid.7737.4Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014 Finland ,0000 0004 0606 5382grid.10306.34Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA UK ,0000 0000 9950 5666grid.15485.3dDepartment of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, 00014 Finland
| | - Nancy L. Pedersen
- 0000 0004 1937 0626grid.4714.6Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77 Sweden
| | - Neil Pendleton
- 0000000121662407grid.5379.8Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Manchester Academic Health Science Centre, and Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, M13 9PL UK
| | - David J. Porteous
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU UK ,0000 0004 1936 7988grid.4305.2Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Katri Räikkönen
- 0000 0004 0410 2071grid.7737.4Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014 Finland
| | - Olli T. Raitakari
- 0000 0001 2097 1371grid.1374.1Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520 Finland ,0000 0004 0628 215Xgrid.410552.7Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20520 Finland
| | - Alfredo Ramirez
- 0000 0000 8580 3777grid.6190.eDepartment of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937 Germany ,0000 0001 2240 3300grid.10388.32Institute of Human Genetics, University of Bonn, Bonn, 53113 Germany ,0000 0001 2240 3300grid.10388.32Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127 Germany
| | - Ivar Reinvang
- 0000 0004 0389 8485grid.55325.34Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315 Norway
| | - Igor Rudan
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland
| | - Dan Rujescu
- 0000 0001 0679 2801grid.9018.0Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108 Germany
| | - Reinhold Schmidt
- 0000 0000 8988 2476grid.11598.34Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036 Austria
| | - Helena Schmidt
- 0000 0000 8988 2476grid.11598.34Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036 Austria
| | - Peter W. Schofield
- 0000 0000 8831 109Xgrid.266842.cSchool of Medicine and Public Health, University of Newcastle, New South Wales, 2308 Australia
| | - Peter R. Schofield
- 0000 0000 8900 8842grid.250407.4Neuroscience Research Australia, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Faculty of Medicine, University of New South Wales, Sydney, 2052 Australia
| | - John M. Starr
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 7988grid.4305.2Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Vidar M. Steen
- 0000 0004 1936 7443grid.7914.bNORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021 Norway ,0000 0000 9753 1393grid.412008.fDr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020 Norway
| | - Julian N. Trollor
- 0000 0004 4902 0432grid.1005.4Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031 Australia ,0000 0004 4902 0432grid.1005.4Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052 Australia
| | - Steven T. Turner
- 0000 0004 0459 167Xgrid.66875.3aDivision of Nephrology and Hypertension, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55905 USA
| | - Cornelia M. Van Duijn
- 000000040459992Xgrid.5645.2Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 The Netherlands
| | - Arno Villringer
- 0000 0001 0041 5028grid.419524.fMax Planck Institute for Human Cognitive and Brain Sciences, Leipzig, 04103 Germany ,0000 0000 8517 9062grid.411339.dDay Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, 04103 Germany
| | - Daniel R. Weinberger
- 0000 0001 2171 9311grid.21107.35Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205 MD USA
| | - David R. Weir
- 0000000086837370grid.214458.eSurvey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48104 USA
| | - James F. Wilson
- 0000 0004 1936 7988grid.4305.2Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG Scotland ,0000 0004 1936 7988grid.4305.2Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Anil Malhotra
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA ,grid.440243.5Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, 11004 NY USA ,0000 0001 2284 9943grid.257060.6Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, 11549 NY USA
| | - Andrew M. McIntosh
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 7988grid.4305.2Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF UK
| | - Catharine R. Gale
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK ,0000 0004 1936 9297grid.5491.9MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, SO16 6YD UK
| | - Sudha Seshadri
- 0000 0004 1936 8008grid.170202.6Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403 OR USA ,0000 0004 0367 5222grid.475010.7Department of Neurology, Boston University School of Medicine, Boston, 02118 MA USA ,0000 0001 0629 5880grid.267309.9Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, 78229 TX USA
| | - Thomas H. Mosley
- 0000 0004 1937 0407grid.410721.1Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216 MS USA
| | - Jan Bressler
- 0000 0000 9206 2401grid.267308.8Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030 TX USA
| | - Todd Lencz
- 0000 0000 9566 0634grid.250903.dCenter for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030 NY USA ,0000 0004 1936 7988grid.4305.2Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF UK
| | - Ian J. Deary
- 0000 0004 1936 7988grid.4305.2Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ UK
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Tagliafierro L, Ilich E, Moncalvo M, Gu J, Sriskanda A, Grenier C, Murphy SK, Chiba-Falek O, Kantor B. Lentiviral Vector Platform for the Efficient Delivery of Epigenome-editing Tools into Human Induced Pluripotent Stem Cell-derived Disease Models. J Vis Exp 2019. [PMID: 30985756 DOI: 10.3791/59241] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The use of hiPSC-derived cells represents a valuable approach to study human neurodegenerative diseases. Here, we describe an optimized protocol for the differentiation of hiPSCs derived from a patient with the triplication of the alpha-synuclein gene (SNCA) locus into Parkinson's disease (PD)-relevant dopaminergic neuronal populations. Accumulating evidence has shown that high levels of SNCA are causative for the development of PD. Recognizing the unmet need to establish novel therapeutic approaches for PD, especially those targeting the regulation of SNCA expression, we recently developed a CRISPR/dCas9-DNA-methylation-based system to epigenetically modulate SNCA transcription by enriching methylation levels at the SNCA intron 1 regulatory region. To deliver the system, consisting of a dead (deactivated) version of Cas9 (dCas9) fused with the catalytic domain of the DNA methyltransferase enzyme 3A (DNMT3A), a lentiviral vector is used. This system is applied to cells with the triplication of the SNCA locus and reduces the SNCA-mRNA and protein levels by about 30% through the targeted DNA methylation of SNCA intron 1. The fine-tuned downregulation of the SNCA levels rescues disease-related cellular phenotypes. In the current protocol, we aim to describe a step-by-step procedure for differentiating hiPSCs into neural progenitor cells (NPCs) and the establishment and validation of pyrosequencing assays for the evaluation of the methylation profile in the SNCA intron 1. To outline in more detail the lentivirus-CRISPR/dCas9 system used in these experiments, this protocol describes how to produce, purify, and concentrate lentiviral vectors and to highlight their suitability for epigenome- and genome-editing applications using hiPSCs and NPCs. The protocol is easily adaptable and can be used to produce high titer lentiviruses for in vitro and in vivo applications.
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Affiliation(s)
- Lidia Tagliafierro
- Department of Neurology, Duke University Medical Center; Center for Genomic and Computational Biology, Duke University Medical Center
| | | | | | - Jeffrey Gu
- Department of Neurology, Duke University Medical Center
| | - Ahila Sriskanda
- Department of Neurology, Duke University Medical Center; Center for Genomic and Computational Biology, Duke University Medical Center
| | - Carole Grenier
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center
| | - Susan K Murphy
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center; Center for Genomic and Computational Biology, Duke University Medical Center;
| | - Boris Kantor
- Viral Vector Core, Duke University Medical Center;
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25
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Kantor B, Tagliafierro L, Gu J, Zamora ME, Ilich E, Grenier C, Huang ZY, Murphy S, Chiba-Falek O. Downregulation of SNCA Expression by Targeted Editing of DNA Methylation: A Potential Strategy for Precision Therapy in PD. Mol Ther 2018; 26:2638-2649. [PMID: 30266652 PMCID: PMC6224806 DOI: 10.1016/j.ymthe.2018.08.019] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [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: 05/16/2018] [Revised: 08/21/2018] [Accepted: 08/23/2018] [Indexed: 01/04/2023] Open
Abstract
Elevated levels of SNCA have been implicated in the pathogenesis of Parkinson's disease (PD), while normal physiological levels of SNCA are needed to maintain neuronal function. We ought to develop new therapeutic strategies targeting the regulation of SNCA expression. DNA methylation at SNCA intron 1 regulates SNCA transcription, and PD brains showed differential methylation levels compared to controls. Thus, DNA methylation at SNCA intron 1 is an attractive target for fine-tuned downregulation of SNCA levels. Here we developed a system, comprising an all-in-one lentiviral vector, for targeted DNA methylation editing within intron 1. The system is based on CRISPR-deactivated Cas9 (dCas9) fused with the catalytic domain of DNA-methyltransferase 3A (DNMT3A). Applying the system to human induced pluripotent stem cell (hiPSC)-derived dopaminergic neurons from a PD patient with the SNCA triplication resulted in fine downregulation of SNCA mRNA and protein mediated by targeted DNA methylation at intron 1. Furthermore, the reduction in SNCA levels by the guide RNA (gRNA)-dCas9-DMNT3A system rescued disease-related cellular phenotype characteristics of the SNCA triplication hiPSC-derived dopaminergic neurons, e.g., mitochondrial ROS production and cellular viability. We established that DNA hypermethylation at SNCA intron 1 allows an effective and sufficient tight downregulation of SNCA expression levels, suggesting the potential of this target sequence combined with the CRISPR-dCas9 technology as a novel epigenetic-based therapeutic approach for PD.
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Affiliation(s)
- Boris Kantor
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA.
| | - Lidia Tagliafierro
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Jeffrey Gu
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Madison E Zamora
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ekaterina Ilich
- Viral Vector Core, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA
| | - Carole Grenier
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC 27710, USA
| | - Zhiqing Y Huang
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC 27710, USA
| | - Susan Murphy
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA.
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Lam M, Trampush JW, Yu J, Knowles E, Davies G, Liewald DC, Starr JM, Djurovic S, Melle I, Sundet K, Christoforou A, Reinvang I, DeRosse P, Lundervold AJ, Steen VM, Espeseth T, Räikkönen K, Widen E, Palotie A, Eriksson JG, Giegling I, Konte B, Roussos P, Giakoumaki S, Burdick KE, Payton A, Ollier W, Chiba-Falek O, Attix DK, Need AC, Cirulli ET, Voineskos AN, Stefanis NC, Avramopoulos D, Hatzimanolis A, Arking DE, Smyrnis N, Bilder RM, Freimer NA, Cannon TD, London E, Poldrack RA, Sabb FW, Congdon E, Conley ED, Scult MA, Dickinson D, Straub RE, Donohoe G, Morris D, Corvin A, Gill M, Hariri AR, Weinberger DR, Pendleton N, Bitsios P, Rujescu D, Lahti J, Le Hellard S, Keller MC, Andreassen OA, Deary IJ, Glahn DC, Malhotra AK, Lencz T. Large-Scale Cognitive GWAS Meta-Analysis Reveals Tissue-Specific Neural Expression and Potential Nootropic Drug Targets. Cell Rep 2018; 21:2597-2613. [PMID: 29186694 DOI: 10.1016/j.celrep.2017.11.028] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Revised: 10/02/2017] [Accepted: 11/03/2017] [Indexed: 12/12/2022] Open
Abstract
Here, we present a large (n = 107,207) genome-wide association study (GWAS) of general cognitive ability ("g"), further enhanced by combining results with a large-scale GWAS of educational attainment. We identified 70 independent genomic loci associated with general cognitive ability. Results showed significant enrichment for genes causing Mendelian disorders with an intellectual disability phenotype. Competitive pathway analysis implicated the biological processes of neurogenesis and synaptic regulation, as well as the gene targets of two pharmacologic agents: cinnarizine, a T-type calcium channel blocker, and LY97241, a potassium channel inhibitor. Transcriptome-wide and epigenome-wide analysis revealed that the implicated loci were enriched for genes expressed across all brain regions (most strongly in the cerebellum). Enrichment was exclusive to genes expressed in neurons but not oligodendrocytes or astrocytes. Finally, we report genetic correlations between cognitive ability and disparate phenotypes including psychiatric disorders, several autoimmune disorders, longevity, and maternal age at first birth.
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Affiliation(s)
- Max Lam
- Institute of Mental Health, Singapore, Singapore
| | | | - Jin Yu
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
| | - Emma Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK; Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - David C Liewald
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK; Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, Norway; NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
| | - Ingrid Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Kjetil Sundet
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway; Department of Psychology, University of Oslo, Oslo, Norway
| | - Andrea Christoforou
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Ivar Reinvang
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Pamela DeRosse
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Vidar M Steen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway; Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Thomas Espeseth
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway; Department of Psychology, University of Oslo, Oslo, Norway
| | - Katri Räikkönen
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland; Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK; Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, Finland
| | - Johan G Eriksson
- Department of General Practice, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; National Institute for Health and Welfare, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA
| | | | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA; Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Antony Payton
- Centre for Epidemiology, Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK
| | - William Ollier
- Centre for Epidemiology, Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK; Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, UK
| | - Ornit Chiba-Falek
- Department of Neurology, Bryan Alzheimer's Disease Research Center and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Deborah K Attix
- Department of Neurology, Bryan Alzheimer's Disease Research Center and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA; Department of Psychiatry and Behavioral Sciences, Division of Medical Psychology, Duke University Medical Center, Durham, NC, USA
| | - Anna C Need
- Division of Brain Sciences, Department of Medicine, Imperial College, London, UK
| | | | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, Canada
| | - Nikos C Stefanis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece; University Mental Health Research Institute, Athens, Greece; Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Dimitrios Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD, USA; McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Alex Hatzimanolis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece; University Mental Health Research Institute, Athens, Greece; Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Nikolaos Smyrnis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece; University Mental Health Research Institute, Athens, Greece
| | - Robert M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Nelson A Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Tyrone D Cannon
- Department of Psychology, Yale University, New Haven, CT, USA
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, USA
| | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - Matthew A Scult
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, MD, USA
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Gary Donohoe
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Derek Morris
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Salford Royal NHS Foundation Trust, Manchester, UK
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, Crete, Greece
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Jari Lahti
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland; Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
| | - Stephanie Le Hellard
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway; Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
| | - Ole A Andreassen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway; Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK; Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - David C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Anil K Malhotra
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA; Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA; Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - Todd Lencz
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA; Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA; Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA.
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27
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Chiba-Falek O, Barrera J, Song L, Safi A, Crawford G. O4‐01‐02: DECODING THE GENETIC ARCHITECTURE OF LATE‐ONSET ALZHEIMER'S DISEASE USING SINGLE CELL ANALYSES. Alzheimers Dement 2018. [DOI: 10.1016/j.jalz.2018.06.2910] [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: 11/26/2022]
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28
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Chiba-Falek O, Tagliafierro L, Zamora ME. P4‐025: MULTIPLICATION OF THE
SNCA
LOCUS EXACERBATES NEURONAL NUCLEAR AGING IN HIPSC‐DERIVED NEURONAL MODELS OF PARKINSON'S AND DEMENTIA WITH LEWY BODIES. Alzheimers Dement 2018. [DOI: 10.1016/j.jalz.2018.06.2427] [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: 10/28/2022]
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29
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Savage JE, Jansen PR, Stringer S, Watanabe K, Bryois J, de Leeuw CA, Nagel M, Awasthi S, Barr PB, Coleman JRI, Grasby KL, Hammerschlag AR, Kaminski JA, Karlsson R, Krapohl E, Lam M, Nygaard M, Reynolds CA, Trampush JW, Young H, Zabaneh D, Hägg S, Hansell NK, Karlsson IK, Linnarsson S, Montgomery GW, Muñoz-Manchado AB, Quinlan EB, Schumann G, Skene NG, Webb BT, White T, Arking DE, Avramopoulos D, Bilder RM, Bitsios P, Burdick KE, Cannon TD, Chiba-Falek O, Christoforou A, Cirulli ET, Congdon E, Corvin A, Davies G, Deary IJ, DeRosse P, Dickinson D, Djurovic S, Donohoe G, Conley ED, Eriksson JG, Espeseth T, Freimer NA, Giakoumaki S, Giegling I, Gill M, Glahn DC, Hariri AR, Hatzimanolis A, Keller MC, Knowles E, Koltai D, Konte B, Lahti J, Le Hellard S, Lencz T, Liewald DC, London E, Lundervold AJ, Malhotra AK, Melle I, Morris D, Need AC, Ollier W, Palotie A, Payton A, Pendleton N, Poldrack RA, Räikkönen K, Reinvang I, Roussos P, Rujescu D, Sabb FW, Scult MA, Smeland OB, Smyrnis N, Starr JM, Steen VM, Stefanis NC, Straub RE, Sundet K, Tiemeier H, Voineskos AN, Weinberger DR, Widen E, Yu J, Abecasis G, Andreassen OA, Breen G, Christiansen L, Debrabant B, Dick DM, Heinz A, Hjerling-Leffler J, Ikram MA, Kendler KS, Martin NG, Medland SE, Pedersen NL, Plomin R, Polderman TJC, Ripke S, van der Sluis S, Sullivan PF, Vrieze SI, Wright MJ, Posthuma D. Genome-wide association meta-analysis in 269,867 individuals identifies new genetic and functional links to intelligence. Nat Genet 2018; 50:912-919. [PMID: 29942086 PMCID: PMC6411041 DOI: 10.1038/s41588-018-0152-6] [Citation(s) in RCA: 596] [Impact Index Per Article: 99.3] [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: 09/18/2017] [Accepted: 04/20/2018] [Indexed: 01/17/2023]
Abstract
Intelligence is highly heritable1 and a major determinant of human health and well-being2. Recent genome-wide meta-analyses have identified 24 genomic loci linked to variation in intelligence3-7, but much about its genetic underpinnings remains to be discovered. Here, we present a large-scale genetic association study of intelligence (n = 269,867), identifying 205 associated genomic loci (190 new) and 1,016 genes (939 new) via positional mapping, expression quantitative trait locus (eQTL) mapping, chromatin interaction mapping, and gene-based association analysis. We find enrichment of genetic effects in conserved and coding regions and associations with 146 nonsynonymous exonic variants. Associated genes are strongly expressed in the brain, specifically in striatal medium spiny neurons and hippocampal pyramidal neurons. Gene set analyses implicate pathways related to nervous system development and synaptic structure. We confirm previous strong genetic correlations with multiple health-related outcomes, and Mendelian randomization analysis results suggest protective effects of intelligence for Alzheimer's disease and ADHD and bidirectional causation with pleiotropic effects for schizophrenia. These results are a major step forward in understanding the neurobiology of cognitive function as well as genetically related neurological and psychiatric disorders.
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Affiliation(s)
- Jeanne E Savage
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Philip R Jansen
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Child and Adolescent Psychiatry, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Sven Stringer
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Kyoko Watanabe
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Julien Bryois
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Christiaan A de Leeuw
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Mats Nagel
- Department of Clinical Genetics, Section of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU Medical Center, Amsterdam, The Netherlands
| | - Swapnil Awasthi
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Campus Mitte, Berlin, Germany
| | - Peter B Barr
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
| | - Jonathan R I Coleman
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
- NIHR Biomedical Research Centre for Mental Health, South London and Maudsley NHS Trust, London, UK
| | - Katrina L Grasby
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Anke R Hammerschlag
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Jakob A Kaminski
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Campus Mitte, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Eva Krapohl
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
| | - Max Lam
- Institute of Mental Health, Singapore, Singapore
| | - Marianne Nygaard
- The Danish Twin Registry and the Danish Aging Research Center, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Epidemiology, Biostatistics, and Biodemography, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Chandra A Reynolds
- Department of Psychology, University of California Riverside, Riverside, CA, USA
| | - Joey W Trampush
- BrainWorkup, LLC, Los Angeles, CA, USA
- Department of Psychiatry and the Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Hannah Young
- Department of Psychology, University of Minnesota, St. Paul, MN, USA
| | - Delilah Zabaneh
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
| | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Narelle K Hansell
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Ida K Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Sten Linnarsson
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Queensland, Australia
| | - Ana B Muñoz-Manchado
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Erin B Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, MRC-SGDP Centre, King's College London, London, UK
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, MRC-SGDP Centre, King's College London, London, UK
| | - Nathan G Skene
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
- UCL Institute of Neurology, Queen Square, London, UK
| | - Bradley T Webb
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
| | - Tonya White
- Department of Child and Adolescent Psychiatry, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Dimitrios Avramopoulos
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Robert M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mental Illness Research, Education and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Tyrone D Cannon
- Department of Psychology, Yale University, New Haven, CT, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Bryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - Andrea Christoforou
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | | | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Department of Psychology, 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
| | - Pamela DeRosse
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
- Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, US National Institutes of Health, Bethesda, MD, USA
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, Norway
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
| | - Gary Donohoe
- Neuroimaging, Cognition, and Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | | | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Nelson A Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - David C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Alex Hatzimanolis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
- University Mental Health Research Institute, Athens, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
| | - Emma Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - Deborah Koltai
- Psychiatry and Behavioral Sciences, Division of Medical Psychology and Department of Neurology, Duke University Medical Center, Durham, NC, USA
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
| | - Stephanie Le Hellard
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
| | - Todd Lencz
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
- Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - David C Liewald
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
- Department of Psychiatry and Biobehavioral Sciences and Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
- K.G. Jebsen Center for Research on Neuropsychiatric Disorders, University of Bergen, Bergen, Norway
| | - Anil K Malhotra
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
- Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - Ingrid Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Derek Morris
- Neuroimaging, Cognition, and Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland, Galway, Ireland
| | - Anna C Need
- Division of Brain Sciences, Department of Medicine, Imperial College London, London, UK
| | - William Ollier
- Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, UK
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK
- Center for Human Genetic Research, Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Antony Payton
- Centre for Epidemiology, Division of Population Health, Health Services Research, and Primary Care, University of Manchester, Manchester, UK
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology/School of Biological Sciences, Faculty of Biology Medicine and Health, University of Manchester, Manchester Academic Health Science Centre, Salford Royal NHS Foundation Trust, Manchester, UK
| | | | - Katri Räikkönen
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland
| | - Ivar Reinvang
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mental Illness Research, Education and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, USA
| | - Matthew A Scult
- Laboratory of NeuroGenetics, Department of Psychology and Neuroscience, Duke University, Durham, NC, USA
| | - Olav B Smeland
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Nikolaos Smyrnis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
- University Mental Health Research Institute, Athens, Greece
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
| | - Vidar M Steen
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
| | - Nikos C Stefanis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
- University Mental Health Research Institute, Athens, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, Greece
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Kjetil Sundet
- Department of Psychology, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Henning Tiemeier
- Department of Child and Adolescent Psychiatry, Erasmus Medical Center, Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, Ontario, Canada
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Jin Yu
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
| | - Goncalo Abecasis
- Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
- Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Gerome Breen
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
- NIHR Biomedical Research Centre for Mental Health, South London and Maudsley NHS Trust, London, UK
| | - Lene Christiansen
- The Danish Twin Registry and the Danish Aging Research Center, Department of Public Health, University of Southern Denmark, Odense, Denmark
- Epidemiology, Biostatistics, and Biodemography, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Birgit Debrabant
- Epidemiology, Biostatistics, and Biodemography, Department of Public Health, University of Southern Denmark, Odense, Denmark
| | - Danielle M Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
- College Behavioral and Emotional Health Institute, Virginia Commonwealth University, Richmond, VA, USA
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Campus Mitte, Berlin, Germany
| | - Jens Hjerling-Leffler
- Laboratory of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Kenneth S Kendler
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA
- Department of Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Sarah E Medland
- QIMR Berghofer Medical Research Institute, Herston, Brisbane, Queensland, Australia
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Robert Plomin
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK
| | - Tinca J C Polderman
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Stephan Ripke
- Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, Campus Mitte, Berlin, Germany
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sophie van der Sluis
- Department of Clinical Genetics, Section of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU Medical Center, Amsterdam, The Netherlands
| | - Patrick F Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
| | - Scott I Vrieze
- Department of Psychology, University of Minnesota, St. Paul, MN, USA
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, Queensland, Australia
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
- Department of Clinical Genetics, Section of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU Medical Center, Amsterdam, The Netherlands.
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Davies G, Lam M, Harris SE, Trampush JW, Luciano M, Hill WD, Hagenaars SP, Ritchie SJ, Marioni RE, Fawns-Ritchie C, Liewald DCM, Okely JA, Ahola-Olli AV, Barnes CLK, Bertram L, Bis JC, Burdick KE, Christoforou A, DeRosse P, Djurovic S, Espeseth T, Giakoumaki S, Giddaluru S, Gustavson DE, Hayward C, Hofer E, Ikram MA, Karlsson R, Knowles E, Lahti J, Leber M, Li S, Mather KA, Melle I, Morris D, Oldmeadow C, Palviainen T, Payton A, Pazoki R, Petrovic K, Reynolds CA, Sargurupremraj M, Scholz M, Smith JA, Smith AV, Terzikhan N, Thalamuthu A, Trompet S, van der Lee SJ, Ware EB, Windham BG, Wright MJ, Yang J, Yu J, Ames D, Amin N, Amouyel P, Andreassen OA, Armstrong NJ, Assareh AA, Attia JR, Attix D, Avramopoulos D, Bennett DA, Böhmer AC, Boyle PA, Brodaty H, Campbell H, Cannon TD, Cirulli ET, Congdon E, Conley ED, Corley J, Cox SR, Dale AM, Dehghan A, Dick D, Dickinson D, Eriksson JG, Evangelou E, Faul JD, Ford I, Freimer NA, Gao H, Giegling I, Gillespie NA, Gordon SD, Gottesman RF, Griswold ME, Gudnason V, Harris TB, Hartmann AM, Hatzimanolis A, Heiss G, Holliday EG, Joshi PK, Kähönen M, Kardia SLR, Karlsson I, Kleineidam L, Knopman DS, Kochan NA, Konte B, Kwok JB, Le Hellard S, Lee T, Lehtimäki T, Li SC, Lill CM, Liu T, Koini M, London E, Longstreth WT, Lopez OL, Loukola A, Luck T, Lundervold AJ, Lundquist A, Lyytikäinen LP, Martin NG, Montgomery GW, Murray AD, Need AC, Noordam R, Nyberg L, Ollier W, Papenberg G, Pattie A, Polasek O, Poldrack RA, Psaty BM, Reppermund S, Riedel-Heller SG, Rose RJ, Rotter JI, Roussos P, Rovio SP, Saba Y, Sabb FW, Sachdev PS, Satizabal CL, Schmid M, Scott RJ, Scult MA, Simino J, Slagboom PE, Smyrnis N, Soumaré A, Stefanis NC, Stott DJ, Straub RE, Sundet K, Taylor AM, Taylor KD, Tzoulaki I, Tzourio C, Uitterlinden A, Vitart V, Voineskos AN, Kaprio J, Wagner M, Wagner H, Weinhold L, Wen KH, Widen E, Yang Q, Zhao W, Adams HHH, Arking DE, Bilder RM, Bitsios P, Boerwinkle E, Chiba-Falek O, Corvin A, De Jager PL, Debette S, Donohoe G, Elliott P, Fitzpatrick AL, Gill M, Glahn DC, Hägg S, Hansell NK, Hariri AR, Ikram MK, Jukema JW, Vuoksimaa E, Keller MC, Kremen WS, Launer L, Lindenberger U, Palotie A, Pedersen NL, Pendleton N, Porteous DJ, Räikkönen K, Raitakari OT, Ramirez A, Reinvang I, Rudan I, Dan Rujescu, Schmidt R, Schmidt H, Schofield PW, Schofield PR, Starr JM, Steen VM, Trollor JN, Turner ST, Van Duijn CM, Villringer A, Weinberger DR, Weir DR, Wilson JF, Malhotra A, McIntosh AM, Gale CR, Seshadri S, Mosley TH, Bressler J, Lencz T, Deary IJ. Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function. Nat Commun 2018; 9:2098. [PMID: 29844566 PMCID: PMC5974083 DOI: 10.1038/s41467-018-04362-x] [Citation(s) in RCA: 357] [Impact Index Per Article: 59.5] [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: 08/31/2017] [Accepted: 04/23/2018] [Indexed: 11/15/2022] Open
Abstract
General cognitive function is a prominent and relatively stable human trait that is associated with many important life outcomes. We combine cognitive and genetic data from the CHARGE and COGENT consortia, and UK Biobank (total N = 300,486; age 16-102) and find 148 genome-wide significant independent loci (P < 5 × 10-8) associated with general cognitive function. Within the novel genetic loci are variants associated with neurodegenerative and neurodevelopmental disorders, physical and psychiatric illnesses, and brain structure. Gene-based analyses find 709 genes associated with general cognitive function. Expression levels across the cortex are associated with general cognitive function. Using polygenic scores, up to 4.3% of variance in general cognitive function is predicted in independent samples. We detect significant genetic overlap between general cognitive function, reaction time, and many health variables including eyesight, hypertension, and longevity. In conclusion we identify novel genetic loci and pathways contributing to the heritability of general cognitive function.
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Affiliation(s)
- Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Max Lam
- Institute of Mental Health, Singapore, 539747, Singapore
| | - Sarah E Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Joey W Trampush
- BrainWorkup, LLC, Los Angeles, 90033, CA, USA
- Department of Psychiatry and Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, 90033, CA, USA
| | - Michelle Luciano
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - W David Hill
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Saskia P Hagenaars
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - Stuart J Ritchie
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Riccardo E Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Chloe Fawns-Ritchie
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - David C M Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Judith A Okely
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Ari V Ahola-Olli
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
- Department of Internal Medicine, Satakunta Central Hospital, Pori, 28100, Finland
| | - Catriona L K Barnes
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Lars Bertram
- Max Planck Institute for Molecular Genetics, Berlin, 14195, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101, Washington, USA
| | - Katherine E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, 10468, NY, USA
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, 02115, MA, USA
| | - Andrea Christoforou
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Pamela DeRosse
- Institute of Mental Health, Singapore, 539747, Singapore
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
| | - Srdjan Djurovic
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, 0424, Norway
| | - Thomas Espeseth
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Stella Giakoumaki
- Department of Psychology, University of Crete, Crete, GR-74100, Greece
| | - Sudheer Giddaluru
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Daniel E Gustavson
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, 92093, CA, USA
| | - Caroline Hayward
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Edith Hofer
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
- Institute of Medical Informatics Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx, The Netherlands
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Emma Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, 06511, CT, USA
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, 00014, Finland
| | - Markus Leber
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937, Germany
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, 02118, MA, USA
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - Ingrid Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
| | - Derek Morris
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - Christopher Oldmeadow
- Medical Research Institute and Faculty of Health, University of Newcastle, New South Wa0les, 2308, Australia
| | - Teemu Palviainen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Antony Payton
- Centre for EpidemiologyDivision of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, M13 9PL, UK
| | - Raha Pazoki
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Katja Petrovic
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Chandra A Reynolds
- Department of Psychology, University of California Riverside, Riverside, 92521, CA, USA
| | - Muralidharan Sargurupremraj
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, 04107, Germany
- LIFE-Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Natalie Terzikhan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Respiratory Medicine, Ghent University Hospital, De Pintelaan 185, 9000, Ghent, Belgium
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - Stella Trompet
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Sven J van der Lee
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Erin B Ware
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - B Gwen Windham
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, 4072, Australia
- Centre for Advanced Imaging, University of Queensland, Brisbane, 4072, Australia
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Jin Yu
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
| | - David Ames
- National Ageing Research Institute, Royal Melbourne Hospital, Victoria, 3052, Australia
- Academic Unit for Psychiatry of Old Age, University of Melbourne, St George's Hospital, Kew, 3010, Australia
| | - Najaf Amin
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Philippe Amouyel
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-LabEx DISTALZ, F-59000, Lille, France
| | - Ole A Andreassen
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, 0372, Norway
| | | | - Amelia A Assareh
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
| | - John R Attia
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Deborah Attix
- Department of NeurologyBryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708, NC, USA
- Psychiatry and Behavioral Sciences, Division of Medical Psychology, and Department of Neurology, Duke University Medical Center, Durham, 27708, NC, USA
| | - Dimitrios Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Anne C Böhmer
- Institute of Human Genetics, University of Bonn, Bonn, 53113, Germany
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, 53113, Germany
| | - Patricia A Boyle
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, 60612, IL, USA
- Departments of Behavioral Sciences, Rush University Medical Center, Chicago, 60612, IL, USA
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Dementia Centre for Research Collaboration, University of New South Wales, Sydney, 2031, NSW, Australia
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Tyrone D Cannon
- Department of Psychology, Yale University, New Haven, 06520, CT, USA
| | | | - Eliza Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | | | - Janie Corley
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Simon R Cox
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Anders M Dale
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Department of Cognitive Science, University of California, San Diego, La Jolla, 92093, CA, USA
- Department of Neurosciences, University of California, San Diego, La Jolla, 92093, CA, USA
- Department of Radiology, University of California, San Diego, La Jolla, 92093, CA, USA
| | - Abbas Dehghan
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Danielle Dick
- Department of Psychology, Virginia Commonwealth University, Richmond, 23284, VA, USA
| | - Dwight Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, 20892, MD, USA
| | - Johan G Eriksson
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, 00290, Finland
- Helsinki University Central Hospital, Unit of General Practice, Helsinki, FI-00029, Finland
- Folkhälsan Research Centre, Helsinki, 2018, Finland
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow, G12 8QQ, United Kingdom
| | - Nelson A Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - He Gao
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Ina Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Nathan A Gillespie
- Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, 23298, VA, USA
| | - Scott D Gordon
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
| | - Rebecca F Gottesman
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, 21287, MD, USA
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, 21205, MD, USA
| | - Michael E Griswold
- Department of Data Science, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, IS-201, Iceland
- University of Iceland, Reykjavik, 101, Iceland
| | - Tamara B Harris
- Intramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892, MD, USA
| | - Annette M Hartmann
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Alex Hatzimanolis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521, Greece
| | - Gerardo Heiss
- Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel Hill, 27599, NC, USA
| | - Elizabeth G Holliday
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, and Finnish Cardiovascular Research Center, Tampere, FI-33014, Finland
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33521, Finland
- Department of Clinical Physiology, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Ida Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Luca Kleineidam
- Department of Psychiatry Medical Faculty, University of Cologne, Cologne, 50923, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127, Germany
| | - David S Knopman
- Department of Neurology, Mayo Clinic, Rochester, 55905, MN, USA
| | - Nicole A Kochan
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Bettina Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - John B Kwok
- Brain and Mind Centre-The University of Sydney, Camperdown, NSW, 2050, Australia
- School of Medical Sciences, University of New South Wales, Sydney, 2052, Australia
| | - Stephanie Le Hellard
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Teresa Lee
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Shu-Chen Li
- Max Planck Institute for Human Development, Berlin, 14195, Germany
- Technische Universität Dresden, Dresden, 01187, Germany
| | - Christina M Lill
- Genetic and Molecular Epidemiology Group, Lübeck Interdisciplinary Platform for Genome Analytics, Institutes of Neurogenetics & Cardiogenetics, University of Lübeck, Lübeck, Germany
| | - Tian Liu
- Max Planck Institute for Molecular Genetics, Berlin, 14195, Germany
- Max Planck Institute for Human Development, Berlin, 14195, Germany
| | - Marisa Koini
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Edythe London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - Will T Longstreth
- Department of Neurology, School of Medicine, University of Washington, Seattle, 98195-6465, WA, USA
- Department of Epidemiology, University of Washington, Seattle, 98195, WA, USA
| | - Oscar L Lopez
- Department of Neurology and Psychiatry, University of Pittsburgh, Pittsburgh, 15213, PA, USA
| | - Anu Loukola
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Tobias Luck
- LIFE-Leipzig Research Center for Civilization Diseases, University of Leipzig, Leipzig, 04107, Germany
- Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103, Germany
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, 5009, Norway
- K. G. Jebsen Center for Neuropsychiatry, University of Bergen, Bergen, N-5009, Norway
| | - Anders Lundquist
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87, Sweden
- Department of Statistics, USBE Umeå University, S-907 97, Umeå, Sweden
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
- Department of Clinical Chemistry, Finnish Cardiovascular Research Center-Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere, 33014, Finland
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, 4029, Australia
- Institute for Molecular Bioscience, University of Queensland, Brisbane, 4072, Australia
| | - Alison D Murray
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
- The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, AB25 2ZD, UK
| | - Anna C Need
- Division of Brain Sciences, Department of Medicine, Imperial College, London, SW7 2AZ, UK
| | - Raymond Noordam
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Lars Nyberg
- Umeå Center for Functional Brain Imaging (UFBI), Umeå University, Umeå, SE-901 87, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, SE-901 87, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, SE-901 87, Sweden
| | - William Ollier
- Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, M13 9PT, UK
| | - Goran Papenberg
- Max Planck Institute for Human Development, Berlin, 14195, Germany
- Karolinska Institutet, Aging Research Center, Stockholm University, Stockholm, SE-113 30, Sweden
| | - Alison Pattie
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Ozren Polasek
- Gen-Info LLC, Zagreb, 10000, Croatia
- Faculty of Medicine, University of Split, Split, 21000, Croatia
| | - Russell A Poldrack
- Department of Psychology, Stanford University, Palo Alto, 94305-2130, CA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, 98101, Washington, USA
- Deparment of Health Services, University of Washington, Seattle, 98195-7660, WA, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, 98101, WA, USA
| | - Simone Reppermund
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052, Australia
| | - Steffi G Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health (ISAP), University of Leipzig, Leipzig, 04103, Germany
| | - Richard J Rose
- Department of Psychological and Brain Sciences, Indiana University, Bloomington, IN, 47405-7007, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509, CA, USA
| | - Panos Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Mental Illness Research, Education, and Clinical Center (VISN 2), James J. Peters VA Medical Center, Bronx, 10468, NY, USA
| | - Suvi P Rovio
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
| | - Yasaman Saba
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036, Austria
| | - Fred W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403, OR, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Neuropsychiatric Institute, Prince of Wales Hospital, Sydney, 2031, Australia
| | - Claudia L Satizabal
- Department of Neurology, Boston University School of Medicine, Boston, 02118, MA, USA
- The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, 01702-5827, MA, USA
| | - Matthias Schmid
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012, Germany
| | - Rodney J Scott
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, New South Wales, 2305, Australia
| | - Matthew A Scult
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086, NC, USA
| | - Jeannette Simino
- Department of Data Science, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Nikolaos Smyrnis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
| | - Aïcha Soumaré
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
| | - Nikos C Stefanis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, 11528, Greece
- University Mental Health Research Institute, Athens, GR-156 01, Greece
- Neurobiology Research Institute, Theodor-Theohari Cozzika Foundation, Athens, 11521, Greece
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8QQ, United Kingdom
| | - Richard E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205, MD, USA
| | - Kjetil Sundet
- Department of Psychology, University of Oslo, Oslo, 0373, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Adele M Taylor
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Kent D Taylor
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA, 90502, USA
- Department of Pediatrics, Harbor-UCLA Medical Center, Torrance, 90509, CA, USA
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Christophe Tzourio
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
- Department of Public Health, University Hospital of Bordeaux, Bordeaux, 33076, France
| | - André Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, 3015, The Netherlands
| | - Veronique Vitart
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Aristotle N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, M5T 1L8, Canada
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- National Institute for Health and Welfare, Helsinki, FI-00271, Finland
- Department of Public Health, University of Helsinki, Helsinki, 00014, Finland
| | - Michael Wagner
- German Center for Neurodegenerative Diseases (DZNE), Bonn, 53127, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn, Bonn, 53127, Germany
| | - Holger Wagner
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
| | - Leonie Weinhold
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital, Bonn, D-53012, Germany
| | - K Hoyan Wen
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, 02118, MA, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Hieab H H Adams
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Radiology, Erasmus MC, Rotterdam, 3015, The Netherlands
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, MD, Baltimore, 21287, USA
| | - Robert M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, 90024, CA, USA
| | - Panos Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, GR-71003, Greece
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, 77030-3411, TX, USA
| | - Ornit Chiba-Falek
- Department of NeurologyBryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, 27708, NC, USA
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89, Ireland
| | - Philip L De Jager
- Center for Translational and Systems Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, 10032, NY, USA
- Program in Medical and Population Genetics, Broad Institute, Cambridge, 02142, MA, USA
| | - Stéphanie Debette
- University of Bordeaux, Bordeaux Population Health Research Center, INSERM UMR 1219, F-33000, Bordeaux, France
- Department of Neurology, University Hospital of Bordeaux, Bordeaux, 33000, France
| | - Gary Donohoe
- Neuroimaging, Cognition & Genomics (NICOG) Centre, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment, School of Public Health, Imperial College London, London, W2 1PG, UK
| | - Annette L Fitzpatrick
- Department of Epidemiology, University of Washington, Seattle, 98195, WA, USA
- Department of Global Health, University of Washington, Seattle, 98104, WA, USA
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, DO2 AY89, Ireland
| | - David C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, 06511, CT, USA
| | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Narelle K Hansell
- Queensland Brain Institute, University of Queensland, Brisbane, 4072, Australia
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, 27708-0086, NC, USA
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
- Department of Neurology, Erasmus University Medical Center, Rotterdam, xxxxxx, The Netherlands
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2333, The Netherlands
| | - Eero Vuoksimaa
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- Department of Public Health, University of Helsinki, Helsinki, 00014, Finland
| | - Matthew C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, 80309, CO, USA
| | - William S Kremen
- Department of Psychiatry, University of California, San Diego, 92093, CA, USA
- Center for Behavior Genetics of Aging, University of California, San Diego, 92093, CA, USA
| | - Lenore Launer
- Intramural Research Program National Institutes on Aging, National Institutes of Health, Bethesda, 20892, MD, USA
| | | | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK
- Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, 00014, Finland
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, SE-171 77, Sweden
| | - Neil Pendleton
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Manchester Academic Health Science Centre, and Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, M13 9PL, UK
| | - David J Porteous
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Medical Genetics Section, Centre for Genomic & Experimental Medicine, MRC Institute of Genetics & Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
- Generation Scotland, Centre for Genomic and Experimental Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki, 00014, Finland
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, 20520, Finland
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, 20520, Finland
| | - Alfredo Ramirez
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, D-50937, Germany
- Institute of Human Genetics, University of Bonn, Bonn, 53113, Germany
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, 53127, Germany
| | - Ivar Reinvang
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, 0315, Norway
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
| | - Dan Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, 06108, Germany
| | - Reinhold Schmidt
- Department of Neurology, Clinical Division of Neurogeriatrics, Medical University of Graz, Graz, 8036, Austria
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz, 8036, Austria
| | - Peter W Schofield
- School of Medicine and Public Health, University of Newcastle, New South Wales, 2308, Australia
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, 2031, Australia
- Faculty of Medicine, University of New South Wales, Sydney, 2052, Australia
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ, UK
| | - Vidar M Steen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, 5021, Norway
- Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, 5020, Norway
| | - Julian N Trollor
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, 2031, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, 2052, Australia
| | - Steven T Turner
- Division of Nephrology and Hypertension, Department of Internal Medicine, Mayo Clinic, Rochester, MN, 55905, USA
| | - Cornelia M Van Duijn
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015, The Netherlands
| | - Arno Villringer
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, 04103, Germany
- Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, 04103, Germany
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, 21205, MD, USA
| | - David R Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48104, USA
| | - James F Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, Scotland
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Anil Malhotra
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, 11004, NY, USA
- Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, 11549, NY, USA
| | - Andrew M McIntosh
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Catharine R Gale
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK
- MRC Lifecourse Epidemiology Unit, University of Southampton, Southampton, SO16 6YD, UK
| | - Sudha Seshadri
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, 97403, OR, USA
- Department of Neurology, Boston University School of Medicine, Boston, 02118, MA, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, University of Texas Health Sciences Center, San Antonio, 78229, TX, USA
| | - Thomas H Mosley
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, 39216, MS, USA
| | - Jan Bressler
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, 77030, TX, USA
| | - Todd Lencz
- Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, 11030, NY, USA
- Division of Psychiatry, University of Edinburgh, Edinburgh, EH10 5HF, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, EH8 9JZ, UK.
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Afek A, Tagliafierro L, Glenn OC, Lukatsky DB, Gordan R, Chiba-Falek O. Toward deciphering the mechanistic role of variations in the Rep1 repeat site in the transcription regulation of SNCA gene. Neurogenetics 2018; 19:135-144. [PMID: 29730780 DOI: 10.1007/s10048-018-0546-8] [Citation(s) in RCA: 6] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 04/25/2018] [Indexed: 12/01/2022]
Abstract
Short structural variants-variants other than single nucleotide polymorphisms-are hypothesized to contribute to many complex diseases, possibly by modulating gene expression. However, the molecular mechanisms by which noncoding short structural variants exert their effects on gene regulation have not been discovered. Here, we study simple sequence repeats (SSRs), a common class of short structural variants. Previously, we showed that repetitive sequences can directly influence the binding of transcription factors to their proximate recognition sites, a mechanism we termed non-consensus binding. In this study, we focus on the SSR termed Rep1, which was associated with Parkinson's disease (PD) and has been implicated in the cis-regulation of the PD-risk SNCA gene. We show that Rep1 acts via the non-consensus binding mechanism to affect the binding of transcription factors from the GATA and ELK families to their specific sites located right next to the Rep1 repeat. Next, we performed an expression analysis to further our understanding regarding the GATA and ELK family members that are potentially relevant for SNCA transcriptional regulation in health and disease. Our analysis indicates a potential role for GATA2, consistent with previous reports. Our study proposes non-consensus transcription factor binding as a potential mechanism through which noncoding repeat variants could exert their pathogenic effects by regulating gene expression.
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Affiliation(s)
- A Afek
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, 27710, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27710, USA
| | - L Tagliafierro
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27710, USA.,Department of Neurology, Duke University Medical Center, Durham, NC, 27710, USA
| | - O C Glenn
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27710, USA.,Department of Neurology, Duke University Medical Center, Durham, NC, 27710, USA
| | - D B Lukatsky
- Department of Chemistry, Ben-Gurion University of the Negev, 8410501, Beersheba, Israel
| | - R Gordan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, 27710, USA. .,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27710, USA. .,Department of Computer Science, Duke University, Durham, NC, 27708, USA.
| | - O Chiba-Falek
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, 27710, USA. .,Department of Neurology, Duke University Medical Center, Durham, NC, 27710, USA.
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Barrera J, Subramanian S, Chiba-Falek O. Probing the role of PPARγ in the regulation of late-onset Alzheimer's disease-associated genes. PLoS One 2018; 13:e0196943. [PMID: 29723294 PMCID: PMC5933777 DOI: 10.1371/journal.pone.0196943] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [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: 01/16/2018] [Accepted: 04/23/2018] [Indexed: 12/21/2022] Open
Abstract
Peroxisome proliferator-activated receptor-γ (PPARγ), is a transcription factor that governs pathways, such as lipid metabolism and immune response, that have been implicated in the etiology of LOAD. Previously, we established HepG2-derived cell-lines with stable knockdown of PPARγ gene, and showed an increase in mRNA levels of genes mapped in the APOE linkage disequilibrium (LD) region on chromosome 19q13.32, with the greatest effect observed for APOE-mRNA. Here, we extended the analysis using our PPARγ knockdown model system and investigated the broader effect on expression changes of genes implicated in LOAD via genome wide association studies (GWAS). We applied the nCounter gene expression assay (NanoString) using a panel of twenty-four LOAD-associated genes inferred by proximity to the top significantly associated SNPs. Two independent PPARγ knockdown cell-lines showed changes in mRNA levels of a total of seven genes compared to a control HepG2 cell-line; six of which, ABCA7, APOE, CASS4, CELF1, PTK2B, and ZCWPW1, were upregulated and one, DSG2, was downregulated upon PPARγ knockdown. Our results propose that PPARγ may act as a master regulator of the transcription of several genes involved in LOAD pathogenesis. Our study provided the premise for further analyses including a larger set of genes positioned within a wider range of linkage disequilibrium (LD) regions tagged by all LOAD significantly associated SNPs.
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Affiliation(s)
- Julio Barrera
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, United States of America
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Shobana Subramanian
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, United States of America
- Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, United States of America
- * E-mail:
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Abstract
The TOMM40 poly-T is a polymorphism in intron 6 of the TOMM40 gene, which is adjacent to and in linkage disequilibrium with APOE. Roses et al. identified the association between the length of TOMM40 poly-T with the risk and age of onset of late-onset Alzheimer's disease (LOAD). Following the original discovery, additional studies found associations between the TOMM40 poly-T and LOAD-related phenotypes independent of APOE genotypes, while others did not replicate these associations. Furthermore, the identity of the TOMM40 poly-T risk allele has been controversial between different LOAD-related phenotypes. Here, we propose a framework to address the conflicting findings with respect to the TOMM40 poly-T allele associations with LOAD phenotypes and their functional effects. The framework is used to interpret previous studies as means to gain insights regarding the nature of the risk allele, very long versus short. We suggest that the identity of the TOMM40 poly-T risk allele depends on the phenotype being evaluated, the ages of the study subjects at the time of assessment, and the context of the APOE genotypes. In concluding remarks, we outline future studies that will inform the mechanistic interpretation of the genetic data.
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Affiliation(s)
- Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA.
| | | | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, NC, USA
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Trampush JW, Yang MLZ, Yu J, Knowles E, Davies G, Liewald DC, Starr JM, Djurovic S, Melle I, Sundet K, Christoforou A, Reinvang I, DeRosse P, Lundervold AJ, Steen VM, Espeseth T, Räikkönen K, Widen E, Palotie A, Eriksson JG, Giegling I, Konte B, Roussos P, Giakoumaki S, Burdick KE, Payton A, Ollier W, Horan M, Chiba-Falek O, Attix DK, Need AC, Cirulli ET, Voineskos AN, Stefanis NC, Avramopoulos D, Hatzimanolis A, Arking DE, Smyrnis N, Bilder RM, Freimer NA, Cannon TD, London E, Poldrack RA, Sabb FW, Congdon E, Conley ED, Scult MA, Dickinson D, Straub RE, Donohoe G, Morris D, Corvin A, Gill M, Hariri AR, Weinberger DR, Pendleton N, Bitsios P, Rujescu D, Lahti J, Le Hellard S, Keller MC, Andreassen OA, Deary IJ, Glahn DC, Malhotra AK, Lencz T. GWAS meta-analysis reveals novel loci and genetic correlates for general cognitive function: a report from the COGENT consortium. Mol Psychiatry 2017; 22:1651-1652. [PMID: 29068436 PMCID: PMC5659072 DOI: 10.1038/mp.2017.197] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This corrects the article DOI: 10.1038/mp.2016.244.
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Glenn OC, Tagliafierro L, Beach TG, Woltjer RL, Chiba-Falek O. Interpreting Gene Expression Effects of Disease-Associated Variants: A Lesson from SNCA rs356168. Front Genet 2017; 8:133. [PMID: 28979294 PMCID: PMC5611418 DOI: 10.3389/fgene.2017.00133] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [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: 07/10/2017] [Accepted: 09/07/2017] [Indexed: 11/13/2022] Open
Abstract
The SNCA intronic single nucleotide polymorphism (SNP), rs356168, has been associated with Parkinson's disease (PD) in large genome wide association studies (GWAS). Recently, the PD-risk allele, rs356168-G was shown to increase SNCA-mRNA expression using genome edited human induced pluripotent stem cells (iPSC)-derived neurons. In this study, as means of validation, we tested the effect of rs356168 on total SNCA-mRNA levels using brain tissues, temporal and frontal cortex, from healthy control donors. Carriers of the rs356168-G allele demonstrated a borderline significant decrease of SNCA-mRNA levels in temporal brain tissues (p = 0.02) compared to individuals homozygous for the 'A' allele. Similar trend, but weak, was observed in the analysis of frontal cortex samples, however, this analysis did not reach statistical significance. These results conflict with the recently reported effect of SNCA SNP rs356168 described above. Our study conveys the need to carefully interpret the precise molecular mechanism by which rs356168, or another tightly linked variant, affects the regulation of SNCA expression. The regulatory mechanisms that contribute to the observed associations between PD and the SNCA-3' linkage disequilibrium region warrant further investigations.
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Affiliation(s)
- Omolara-Chinue Glenn
- Department of Neurology, Duke University Medical Center, DurhamNC, United States.,Center for Genomic and Computational Biology, Duke University Medical Center, DurhamNC, United States
| | - Lidia Tagliafierro
- Department of Neurology, Duke University Medical Center, DurhamNC, United States.,Center for Genomic and Computational Biology, Duke University Medical Center, DurhamNC, United States
| | - Thomas G Beach
- Banner Sun Health Research Institute, Sun CityAZ, United States
| | - Randy L Woltjer
- Layton Aging and Alzheimer's Disease Center, Department of Pathology, Oregon Health and Science University, PortlandOR, United States
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, DurhamNC, United States.,Center for Genomic and Computational Biology, Duke University Medical Center, DurhamNC, United States
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Tagliafierro L, Glenn OC, Zamora ME, Beach TG, Woltjer RL, Lutz MW, Chiba-Falek O. Genetic analysis of α-synuclein 3' untranslated region and its corresponding microRNAs in relation to Parkinson's disease compared to dementia with Lewy bodies. Alzheimers Dement 2017; 13:1237-1250. [PMID: 28431219 DOI: 10.1016/j.jalz.2017.03.001] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [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: 12/09/2016] [Revised: 03/08/2017] [Accepted: 03/09/2017] [Indexed: 11/29/2022]
Abstract
INTRODUCTION The α-synuclein (SNCA) gene has been implicated in the etiology of Parkinson's disease (PD) and dementia with Lewy bodies (DLB). METHODS A computational analysis of SNCA 3' untranslated region to identify potential microRNA (miRNA) binding sites and quantitative real-time polymerase chain reaction (PCR) to determine their expression in isogenic induced pluripotent stem cell-derived dopaminergic and cholinergic neurons as a model of PD and DLB, respectively, were performed. In addition, we performed a deep sequencing analysis of the SNCA 3' untranslated region of autopsy-confirmed cases of PD, DLB, and normal controls, followed by genetic association analysis of the identified variants. RESULTS We identified four miRNA binding sites and observed a neuronal-type-specific expression profile for each miRNA in the different isogenic induced pluripotent stem cell-derived dopaminergic and cholinergic neurons. Furthermore, we found that the short structural variant rs777296100-polyT was moderately associated with DLB but not with PD. DISCUSSION We suggest that the regulation of SNCA expression through miRNAs is neuronal-type-specific and possibly plays a part in the phenotypic heterogeneity of synucleinopathies. Furthermore, genetic variability in the SNCA gene may contribute to synucleinopathies in a pathology-specific manner.
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Affiliation(s)
- Lidia Tagliafierro
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, USA
| | - Omolara-Chinue Glenn
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, USA
| | - Madison E Zamora
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, USA
| | - Thomas G Beach
- Banner Sun Health Research Institute, Sun City, Arizona, USA
| | - Randy L Woltjer
- Department of Pathology, Layton Aging & Alzheimer's Disease Center, Oregon Health & Science University, Portland, Oregon, USA
| | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, USA.
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Trampush JW, Yang MLZ, Yu J, Knowles E, Davies G, Liewald DC, Starr JM, Djurovic S, Melle I, Sundet K, Christoforou A, Reinvang I, DeRosse P, Lundervold AJ, Steen VM, Espeseth T, Räikkönen K, Widen E, Palotie A, Eriksson JG, Giegling I, Konte B, Roussos P, Giakoumaki S, Burdick KE, Payton A, Ollier W, Horan M, Chiba-Falek O, Attix DK, Need AC, Cirulli ET, Voineskos AN, Stefanis NC, Avramopoulos D, Hatzimanolis A, Arking DE, Smyrnis N, Bilder RM, Freimer NA, Cannon TD, London E, Poldrack RA, Sabb FW, Congdon E, Conley ED, Scult MA, Dickinson D, Straub RE, Donohoe G, Morris D, Corvin A, Gill M, Hariri AR, Weinberger DR, Pendleton N, Bitsios P, Rujescu D, Lahti J, Le Hellard S, Keller MC, Andreassen OA, Deary IJ, Glahn DC, Malhotra AK, Lencz T. GWAS meta-analysis reveals novel loci and genetic correlates for general cognitive function: a report from the COGENT consortium. Mol Psychiatry 2017; 22:336-345. [PMID: 28093568 PMCID: PMC5322272 DOI: 10.1038/mp.2016.244] [Citation(s) in RCA: 136] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Revised: 10/30/2016] [Accepted: 11/03/2016] [Indexed: 01/12/2023]
Abstract
The complex nature of human cognition has resulted in cognitive genomics lagging behind many other fields in terms of gene discovery using genome-wide association study (GWAS) methods. In an attempt to overcome these barriers, the current study utilized GWAS meta-analysis to examine the association of common genetic variation (~8M single-nucleotide polymorphisms (SNP) with minor allele frequency ⩾1%) to general cognitive function in a sample of 35 298 healthy individuals of European ancestry across 24 cohorts in the Cognitive Genomics Consortium (COGENT). In addition, we utilized individual SNP lookups and polygenic score analyses to identify genetic overlap with other relevant neurobehavioral phenotypes. Our primary GWAS meta-analysis identified two novel SNP loci (top SNPs: rs76114856 in the CENPO gene on chromosome 2 and rs6669072 near LOC105378853 on chromosome 1) associated with cognitive performance at the genome-wide significance level (P<5 × 10-8). Gene-based analysis identified an additional three Bonferroni-corrected significant loci at chromosomes 17q21.31, 17p13.1 and 1p13.3. Altogether, common variation across the genome resulted in a conservatively estimated SNP heritability of 21.5% (s.e.=0.01%) for general cognitive function. Integration with prior GWAS of cognitive performance and educational attainment yielded several additional significant loci. Finally, we found robust polygenic correlations between cognitive performance and educational attainment, several psychiatric disorders, birth length/weight and smoking behavior, as well as a novel genetic association to the personality trait of openness. These data provide new insight into the genetics of neurocognitive function with relevance to understanding the pathophysiology of neuropsychiatric illness.
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Affiliation(s)
- J W Trampush
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA
| | - M L Z Yang
- Institute of Mental Health, Singapore, Singapore
| | - J Yu
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - E Knowles
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - G Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK,Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - D C Liewald
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - J M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK,Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
| | - S Djurovic
- Department of Medical Genetics, Oslo University Hospital, University of Bergen, Oslo, Norway,NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway
| | - I Melle
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway,Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - K Sundet
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway,Department of Psychology, University of Oslo, Oslo, Norway
| | - A Christoforou
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway,Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - I Reinvang
- Department of Psychology, University of Oslo, Oslo, Norway
| | - P DeRosse
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - A J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - V M Steen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway,Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - T Espeseth
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway,Department of Psychology, University of Oslo, Oslo, Norway
| | - K Räikkönen
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland
| | - E Widen
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - A Palotie
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland,Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK,Department of Medical Genetics, University of Helsinki and University Central Hospital, Helsinki, Finland
| | - J G Eriksson
- National Institute for Health and Welfare, Helsinki, Finland,Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland,Helsinki University Central Hospital, Unit of General Practice, Helsinki, Finland,Folkhälsan Research Centre, Helsinki, Finland
| | - I Giegling
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - B Konte
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - P Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Mental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, NY, USA
| | - S Giakoumaki
- Department of Psychology, University of Crete, Rethymno, Greece
| | - K E Burdick
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA,Mental Illness Research, Education, and Clinical Center (VISN 3), James J. Peters VA Medical Center, Bronx, NY, USA
| | - A Payton
- Manchester Centre for Audiology and Deafness, Manchester Academic Health Science Centre, The University of Manchester, Manchester, UK,Division of Evolution and Genomic Sciences, School of Biological Sciences, The University of Manchester, Manchester, UK
| | - W Ollier
- Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, UK
| | - M Horan
- Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, UK
| | - O Chiba-Falek
- Department of Neurology, Bryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA
| | - D K Attix
- Department of Neurology, Bryan Alzheimer's Disease Research Center, and Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC, USA,Division of Medical Psychology, Department of Neurology, Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC, USA
| | - A C Need
- Division of Brain Sciences, Department of Medicine, Imperial College, London, UK
| | - E T Cirulli
- Center for Applied Genomics and Precision Medicine, Duke University School of Medicine, Durham, NC, USA
| | - A N Voineskos
- Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
| | - N C Stefanis
- Department of Psychiatry, University of Athens School of Medicine, Eginition Hospital, Athens, Greece,University Mental Health Research Institute, Athens, Greece,Neurobiology Research Institute, Theodor Theohari Cozzika Foundation, Athens, Greece
| | - D Avramopoulos
- Department of Psychiatry, Johns Hopkins University School of Medicine, Baltimore, MD, USA,Department of Psychiatry and McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - A Hatzimanolis
- Department of Psychiatry, University of Athens School of Medicine, Eginition Hospital, Athens, Greece,University Mental Health Research Institute, Athens, Greece,Neurobiology Research Institute, Theodor Theohari Cozzika Foundation, Athens, Greece
| | - D E Arking
- Department of Psychiatry and McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - N Smyrnis
- Department of Psychiatry, University of Athens School of Medicine, Eginition Hospital, Athens, Greece,University Mental Health Research Institute, Athens, Greece
| | - R M Bilder
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - N A Freimer
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - T D Cannon
- Department of Psychology, Yale University, New Haven, CT, USA
| | - E London
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | - R A Poldrack
- Department of Psychology, Stanford University, Palo Alto, CA, USA
| | - F W Sabb
- Robert and Beverly Lewis Center for Neuroimaging, University of Oregon, Eugene, OR, USA
| | - E Congdon
- UCLA Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, USA
| | | | - M A Scult
- Department of Psychology & Neuroscience, Laboratory of NeuroGenetics, Duke University, Durham, NC, USA
| | - D Dickinson
- Clinical and Translational Neuroscience Branch, Intramural Research Program, National Institute of Mental Health, National Institute of Health, Bethesda, MD, USA
| | - R E Straub
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - G Donohoe
- Department of Psychology, National University of Ireland, Galway, Ireland
| | - D Morris
- Department of Psychiatry, Neuropsychiatric Genetics Research Group, Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - A Corvin
- Department of Psychiatry, Neuropsychiatric Genetics Research Group, Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - M Gill
- Department of Psychiatry, Neuropsychiatric Genetics Research Group, Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - A R Hariri
- Department of Psychology & Neuroscience, Laboratory of NeuroGenetics, Duke University, Durham, NC, USA
| | - D R Weinberger
- Lieber Institute for Brain Development, Johns Hopkins University Medical Campus, Baltimore, MD, USA
| | - N Pendleton
- Centre for Integrated Genomic Medical Research, Institute of Population Health, University of Manchester, Manchester, UK,Manchester Medical School, Institute of Brain, Behaviour, and Mental Health, University of Manchester, Manchester, UK
| | - P Bitsios
- Department of Psychiatry and Behavioral Sciences, Faculty of Medicine, University of Crete, Heraklion, Greece
| | - D Rujescu
- Department of Psychiatry, Martin Luther University of Halle-Wittenberg, Halle, Germany
| | - J Lahti
- Institute of Behavioural Sciences, University of Helsinki, Helsinki, Finland,Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki, Finland
| | - S Le Hellard
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway,Dr Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen, Norway
| | - M C Keller
- Institute for Behavioral Genetics, University of Colorado, Boulder, CO, USA
| | - O A Andreassen
- NORMENT, K.G. Jebsen Centre for Psychosis Research, University of Bergen, Bergen, Norway,Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - I J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK,Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - D C Glahn
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
| | - A K Malhotra
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA,Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA
| | - T Lencz
- Division of Psychiatry Research, Zucker Hillside Hospital, Glen Oaks, NY, USA,Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY, USA,Department of Psychiatry, Hofstra Northwell School of Medicine, Hempstead, NY, USA,Division of Psychiatry Research, Zucker Hillside Hospital, 75-59 263rd Street, Glen Oaks, NY 11004, USA. E-mail:
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Chiba-Falek O, Lutz MW. Towards precision medicine in Alzheimer's disease: deciphering genetic data to establish informative biomarkers. Expert Rev Precis Med Drug Dev 2017; 2:47-55. [PMID: 28944295 DOI: 10.1080/23808993.2017.1286227] [Citation(s) in RCA: 7] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Developing biomarker tools for identification of individuals at high-risk for late-onset Alzheimer's disease (LOAD) is important for prognosis and early treatment. This review focuses on genetic factors and their potential role for precision medicine in LOAD. AREAS COVERED APOEe4 is the strongest genetic risk factor for non-Mendelian LOAD, and the APOE-linkage disequilibrium (LD) region has produced the most significant association signal in multi-center genome-wide-association-studies (GWAS). Consideration of extended haplotypes in the APOE-LD region and specifically, non-coding variants in putative enhancer elements, such as the TOMM40-polyT, in-addition to the coding variants that comprise the APOE-genotypes, may be useful for predicting subjects at high-risk of developing LOAD and estimating age-of-onset of early disease-stage symptoms. A genetic-biomarker based on APOE-TOMM40-polyT haplotypes, and age is currently applied in a clinical trial for prevention/delay of LOAD onset. Additionally, we discuss LOAD-GWAS discoveries and the development of new genetic risk scores based on LOAD-GWAS findings other than the APOE-LD region. EXPERT COMMENTARY Deciphering the precise causal genetic-variants within LOAD-GWAS regions will advance the development of genetic-biomarkers to complement and refine the APOE-LD region based prediction model. Collectively, the genetic-biomarkers will be translational for early diagnosis and enrichment of clinical trials with subjects at high-risk.
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Affiliation(s)
- Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
| | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
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Tagliafierro L, Bonawitz K, Glenn OC, Chiba-Falek O. Gene Expression Analysis of Neurons and Astrocytes Isolated by Laser Capture Microdissection from Frozen Human Brain Tissues. Front Mol Neurosci 2016; 9:72. [PMID: 27587997 PMCID: PMC4988976 DOI: 10.3389/fnmol.2016.00072] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2016] [Accepted: 08/02/2016] [Indexed: 12/05/2022] Open
Abstract
Different cell types and multiple cellular connections characterize the human brain. Gene expression analysis using a specific population of cells is more accurate than conducting analysis of the whole tissue homogenate, particularly in the context of neurodegenerative diseases, where a specific subset of cells is affected by the different pathology. Due to the difficulty of obtaining homogenous cell populations, gene expression in specific cell-types (neurons, astrocytes, etc.) has been understudied. To leverage the use of archive resources of frozen human brains in studies of neurodegenerative diseases, we developed and calibrated a method to quantify cell-type specific—neuronal, astrocytes—expression profiles of genes implicated in neurodegenerative diseases, including Parkinson's and Alzheimer's diseases. Archive human frozen brain tissues were used to prepare slides for rapid immunostaining using cell-specific antibodies. The immunoreactive-cells were isolated by Laser Capture Microdissection (LCM). The enrichment for a particular cell-type of interest was validated in post-analysis stage by the expression of cell-specific markers. We optimized the technique to preserve the RNA integrity, so that the RNA was suitable for downstream expression analyses. Following RNA extraction, the expression levels were determined digitally using nCounter Single Cell Gene Expression assay (NanoString Technologies®). The results demonstrated that using our optimized technique we successfully isolated single neurons and astrocytes from human frozen brain tissues and obtained RNA of a good quality that was suitable for mRNA expression analysis. We present here new advancements compared to previous reported methods, which improve the method's feasibility and its applicability for a variety of downstream molecular analyses. Our new developed method can be implemented in genetic and functional genomic research of neurodegenerative diseases and has the potential to significantly advance the field.
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Affiliation(s)
- Lidia Tagliafierro
- Department of Neurology, Duke University Medical CenterDurham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical CenterDurham, NC, USA
| | - Kirsten Bonawitz
- Department of Neurology, Duke University Medical CenterDurham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical CenterDurham, NC, USA
| | - Omolara C Glenn
- Department of Neurology, Duke University Medical CenterDurham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical CenterDurham, NC, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical CenterDurham, NC, USA; Center for Genomic and Computational Biology, Duke University Medical CenterDurham, NC, USA
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Saul R, Lutz MW, Burns DK, Roses AD, Chiba-Falek O. The SSV Evaluation System: A Tool to Prioritize Short Structural Variants for Studies of Possible Regulatory and Causal Variants. Hum Mutat 2016; 37:877-83. [PMID: 27279261 DOI: 10.1002/humu.23023] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [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: 03/30/2016] [Accepted: 05/26/2016] [Indexed: 01/09/2023]
Abstract
Short structural variants (SSVs) are short genomic variants (<50 bp) other than SNPs. It has been suggested that SSVs contribute to many human complex traits. However, high-throughput analysis of SSVs presents numerous technical challenges. In order to facilitate the discovery and assessment of SSVs, we have developed a prototype bioinformatics tool, "SSV evaluation system," which is a searchable, annotated database of SSVs in the human genome, with associated customizable scoring software that is used to evaluate and prioritize SSVs that are most likely to have significant biological effects and impact on disease risk. This new bioinformatics tool is a component in a larger strategy that we have been using to discover potentially important SSVs within candidate genomic regions that have been identified in genome-wide association studies, with the goal to prioritize potential functional/causal SSVs and focus the follow-up experiments on a relatively small list of strong candidate SSVs. We describe our strategy and discuss how we have used the SSV evaluation system to discover candidate causal variants related to complex neurodegenerative diseases. We present the SSV evaluation system as a powerful tool to guide genetic investigations aiming to uncover SSVs that underlie human complex diseases including neurodegenerative diseases in aging.
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Affiliation(s)
- Robert Saul
- Polymorphic DNA Technologies, Alameda, California, 94501
| | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, 27710
| | - Daniel K Burns
- Zinfandel Pharmaceuticals, Chapel Hill, North Carolina, 27710
| | - Allen D Roses
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, 27710.,Zinfandel Pharmaceuticals, Chapel Hill, North Carolina, 27710
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, North Carolina, 27710.,Center for Genomic and Computational Biology, Duke University Medical Center, Durham, North Carolina, 27710
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Tagliafierro L, Chiba-Falek O. Up-regulation of SNCA gene expression: implications to synucleinopathies. Neurogenetics 2016; 17:145-57. [PMID: 26948950 DOI: 10.1007/s10048-016-0478-0] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2015] [Accepted: 02/27/2016] [Indexed: 01/06/2023]
Abstract
Synucleinopathies are a group of neurodegenerative diseases that share a common pathological lesion of intracellular protein inclusions largely composed by aggregates of alpha-synuclein protein. Accumulating evidence, including genome wide association studies, has implicated alpha-synuclein (SNCA) gene in the etiology of synucleinopathies. However, the precise variants within SNCA gene that contribute to the sporadic forms of Parkinson's disease (PD), dementia with Lewy bodies (DLB), multiple system atrophy (MSA), and other synucleinopathies and their molecular mechanisms of action remain elusive. It has been suggested that SNCA expression levels are critical for the development of these diseases. Here, we review several model systems that have been developed to advance the understanding of the role of SNCA expression levels in the etiology of synucleinopathies. We also describe different molecular mechanisms that regulate SNCA gene expression and discuss possible strategies for SNCA down-regulation as means for therapeutic approaches. Finally, we highlight some examples that underscore the relationships between the genetic association findings and the regulatory mechanisms of SNCA expression, which suggest that genetic variability in SNCA locus is directly responsible, at least in part, to the changes in gene expression and explain the reported associations of SNCA with synucleinopathies. Future studies utilizing induced pluripotent stem cells (iPSCs)-derived neuronal lines and genome editing by CRISPR/Cas9, will allow us to validate, characterize, and manipulate the effects of particular cis-genetic variants on SNCA expression. Moreover, this model system will enable us to compare different neuronal and glial lineages involved in synucleinopathies representing an attractive strategy to elucidate-common and specific-SNCA-genetic variants, regulatory mechanisms, and vulnerable expression levels underlying synucleinopathy spectrum disorders. This forthcoming knowledge will support the development of precision medicine for synucleinopathies.
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Affiliation(s)
- L Tagliafierro
- Department of Neurology, Duke University Medical Center, Durham, NC, 27710, USA
| | - O Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC, 27710, USA.
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Affiliation(s)
| | - Mirta Mihovilovic
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Allen D Roses
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Zinfandel Pharmaceuticals, Chapel Hill, NC, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA; Center for Genomic and Computational Biology, Duke University Medical Center, Durham, NC 27710, USA
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Roses AD, Akkari PA, Chiba-Falek O, Lutz MW, Gottschalk WK, Saunders AM, Saul B, Sundseth S, Burns D. Structural variants can be more informative for disease diagnostics, prognostics and translation than current SNP mapping and exon sequencing. Expert Opin Drug Metab Toxicol 2016; 12:135-47. [PMID: 26727306 DOI: 10.1517/17425255.2016.1133586] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [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: 02/06/2023]
Abstract
INTRODUCTION In this article we discuss several human neurological diseases and their relationship to specific highly polymorphic small structural variants (SVs). Unlike genome-wide association analysis (GWAS), this methodology is not a genome screen to define new possibly associated genes, requiring statistical corrections for a million association tests. SVs provide local mapping information at a specific locus. Used with phylogenetic analysis, the specific association of length variants can be mapped and recognized. AREAS COVERED This experimental strategy provides identification of DNA variants, particularly variable length Simple Sequence Repeats (SSRs or STRs or microsatellites) that provide specific local association data at the SV locus. Phylogenetic analysis that includes the specific appearance of different length SV variations can differentiate specific phenotypic risks in a population such as age of onset related to variable length polymorphisms and risk of phenotypic variations associated with several adjacent structural variations (SVs). We focus on data for three recent examples associated with Alzheimer's disease, Levy Bodies, and Parkinson's disease. EXPERT OPINION SVs are understudied, but have led directly to mechanism of pathogenesis studies involving the regulation of gene expression. The identification of specific length polymorphisms associated with clinical disease has led to translational advances and new drug discovery.
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Affiliation(s)
- Allen D Roses
- a Department of Neurology and Neurosciences , Duke University , Durham , NC , USA.,b Zinfandel Pharmaceuticals , Chapel Hill , NC , USA
| | | | | | - Michael W Lutz
- d Department of Neurology , Duke University , Durham , NC , USA
| | | | | | - Bob Saul
- e Polymorphic DNA , Alameda , CA , USA
| | - Scott Sundseth
- f Caberner Pharmaceuticals, Inc , Chapel Hill , NC , USA
| | - Daniel Burns
- g Zinfandel Pharmaceuticals, Inc , Raleigh-Durham , NC , USA
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Roses AD, Lutz MW, Saunders AM, Goldgaber D, Saul R, Sundseth SS, Akkari PA, Roses SM, Gottschalk WK, Whitfield KE, Vostrov AA, Hauser MA, Allingham RR, Burns DK, Chiba-Falek O, Welsh-Bohmer KA. African-American TOMM40'523-APOE haplotypes are admixture of West African and Caucasian alleles. Alzheimers Dement 2014; 10:592-601.e2. [PMID: 25260913 DOI: 10.1016/j.jalz.2014.06.009] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2014] [Revised: 06/05/2014] [Accepted: 06/16/2014] [Indexed: 10/24/2022]
Abstract
BACKGROUND Several studies have demonstrated a lower apolipoprotein E4 (APOE ε4) allele frequency in African-Americans, but yet an increased age-related prevalence of AD. An algorithm for prevention clinical trials incorporating TOMM40'523 (Translocase of Outer Mitochondria Membrane) and APOE depends on accurate TOMM40'523-APOE haplotypes. METHODS We have compared the APOE and TOMM40'523 phased haplotype frequencies of a 9.5 kb TOMM40/APOE genomic region in West African, Caucasian, and African-American cohorts. RESULTS African-American haplotype frequency scans of poly-T lengths connected in phase with either APOE ε4 or APOE ε3 differ from both West Africans and Caucasians and represent admixture of several distinct West African and Caucasian haplotypes. A new West African TOMM40'523 haplotype, with APOE ε4 connected to a short TOMM40'523 allele, is observed in African-Americans but not Caucasians. CONCLUSION These data have therapeutic implications for the age of onset risk algorithm estimates and the design of a prevention trial for African-Americans or other mixed ethnic populations.
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Affiliation(s)
- Allen D Roses
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA; Zinfandel Pharmaceuticals Inc, Chapel Hill, NC, USA; Cabernet Pharmaceuticals, Inc., Chapel Hill, NC, USA.
| | - Michael W Lutz
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA
| | - Ann M Saunders
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA
| | - Dmitry Goldgaber
- Department of Psychiatry, State University of New York, Stony Brook, NY, USA
| | - Robert Saul
- Polymorphic DNA Technologies, Alameda, CA, USA
| | | | | | - Stephanie M Roses
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA
| | - W Kirby Gottschalk
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA
| | | | - Alexander A Vostrov
- Department of Psychiatry, State University of New York, Stony Brook, NY, USA
| | | | | | | | - Ornit Chiba-Falek
- Duke University Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA
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Linnertz C, Lutz MW, Ervin JF, Allen J, Miller NR, Welsh-Bohmer KA, Roses AD, Chiba-Falek O. The genetic contributions of SNCA and LRRK2 genes to Lewy Body pathology in Alzheimer's disease. Hum Mol Genet 2014; 23:4814-21. [PMID: 24777780 DOI: 10.1093/hmg/ddu196] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
The molecular genetic basis that leads to Lewy Body (LB) pathology in 15-20% of Alzheimer disease cases (LBV/AD) was largely unknown. Alpha-synuclein (SNCA) and Leucine-rich repeat kinase2 (LRRK2) have been implicated in the pathogenesis of Parkinson's disease (PD), the prototype of LB spectrum disorders. We tested the association of SNCA variants with LB pathology in AD. We then stratified the SNCA association analyses by LRRK2 genotype. We also investigated the expression regulation of SNCA and LRRK2 in relation to LB pathology. We evaluated the differences in SNCA-mRNA and LRRK2-mRNA levels as a function of LB pathology in the temporal cortex (TC) from autopsy-confirmed LBV/AD cases and AD controls. We further investigated the cis-effect of the LB pathology-associated genetic variants within the SNCA and LRRK2 loci on the mRNA expression of these genes. SNCA SNPs rs3857059 and rs2583988 showed significant associations with increased risk for LB pathology. When the analyses were stratified by LRRK2-rs1491923 genotype, the associations became stronger for both SNPs and an association was also observed with rs2619363. Expression analysis demonstrated that SNCA- and LRRK2-mRNA levels were significantly higher in TC from LBV/AD brains compared with AD controls. Furthermore, SNCA-mRNA expression level in the TC was associated with rs3857059; homozygotes for the minor allele showed significant higher expression. LRRK2-transcript levels were increased in carriers of rs1491923 minor allele. Our findings demonstrated that SNCA contributes to LB pathology in AD patients, possibly via interaction with LRRK2, and suggested that expression regulation of these genes may be the molecular basis underlying the observed LB associations.
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Affiliation(s)
- Colton Linnertz
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA, Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Duke University Medical Center, Durham, NC 27710, USA
| | - John F Ervin
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Jawara Allen
- Institute for Genome Sciences and Policy, Duke University Medical Center, Durham, NC 27708, USA
| | - Natalie R Miller
- Institute for Genome Sciences and Policy, Duke University Medical Center, Durham, NC 27708, USA
| | - Kathleen A Welsh-Bohmer
- Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Duke University Medical Center, Durham, NC 27710, USA
| | - Allen D Roses
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA, Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Duke University Medical Center, Durham, NC 27710, USA, Zinfandel Pharmaceuticals, Chapel Hill, NC, USA and
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA, Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Duke University Medical Center, Durham, NC 27710, USA, Institute for Genome Sciences and Policy, Duke University Medical Center, Durham, NC 27708, USA
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Davies G, Harris SE, Reynolds CA, Payton A, Knight HM, Liewald DC, Lopez LM, Luciano M, Gow AJ, Corley J, Henderson R, Murray C, Pattie A, Fox HC, Redmond P, Lutz MW, Chiba-Falek O, Linnertz C, Saith S, Haggarty P, McNeill G, Ke X, Ollier W, Horan M, Roses AD, Ponting CP, Porteous DJ, Tenesa A, Pickles A, Starr JM, Whalley LJ, Pedersen NL, Pendleton N, Visscher PM, Deary IJ. A genome-wide association study implicates the APOE locus in nonpathological cognitive ageing. Mol Psychiatry 2014; 19. [PMID: 23207651 PMCID: PMC7321835 DOI: 10.1038/mp.2012.159] [Citation(s) in RCA: 122] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Cognitive decline is a feared aspect of growing old. It is a major contributor to lower quality of life and loss of independence in old age. We investigated the genetic contribution to individual differences in nonpathological cognitive ageing in five cohorts of older adults. We undertook a genome-wide association analysis using 549 692 single-nucleotide polymorphisms (SNPs) in 3511 unrelated adults in the Cognitive Ageing Genetics in England and Scotland (CAGES) project. These individuals have detailed longitudinal cognitive data from which phenotypes measuring each individual's cognitive changes were constructed. One SNP--rs2075650, located in TOMM40 (translocase of the outer mitochondrial membrane 40 homolog)--had a genome-wide significant association with cognitive ageing (P=2.5 × 10(-8)). This result was replicated in a meta-analysis of three independent Swedish cohorts (P=2.41 × 10(-6)). An Apolipoprotein E (APOE) haplotype (adjacent to TOMM40), previously associated with cognitive ageing, had a significant effect on cognitive ageing in the CAGES sample (P=2.18 × 10(-8); females, P=1.66 × 10(-11); males, P=0.01). Fine SNP mapping of the TOMM40/APOE region identified both APOE (rs429358; P=3.66 × 10(-11)) and TOMM40 (rs11556505; P=2.45 × 10(-8)) as loci that were associated with cognitive ageing. Imputation and conditional analyses in the discovery and replication cohorts strongly suggest that this effect is due to APOE (rs429358). Functional genomic analysis indicated that SNPs in the TOMM40/APOE region have a functional, regulatory non-protein-coding effect. The APOE region is significantly associated with nonpathological cognitive ageing. The identity and mechanism of one or multiple causal variants remain unclear.
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Affiliation(s)
- Gail Davies
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Sarah E Harris
- Medical Genetics Section, The University of Edinburgh Molecular Medicine Centre, Institute of Genetics and Molecular Medicine, Western General Hospital Edinburgh, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Chandra A Reynolds
- Department of Psychology, University of California - Riverside, Riverside, CA 92521
| | - Antony Payton
- Centre for Integrated Genomic Medical Research, University of Manchester, Stopford Building, Oxford Road, Manchester M13 9PT
| | - Helen M Knight
- CGAT, MRC Functional Genomics Unit, Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road Oxford OX1 3PT, UK
| | - David C Liewald
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Lorna M Lopez
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Michelle Luciano
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Alan J Gow
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Janie Corley
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Ross Henderson
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Catherine Murray
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Alison Pattie
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Helen C. Fox
- Institute of Applied Health Sciences, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD
| | - Paul Redmond
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Michael W Lutz
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA,Joseph and Kathleen Bryan Alzheimer’s Disease Research Center, Duke University, Durham, NC 27705, USA
| | - Ornit Chiba-Falek
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA,Joseph and Kathleen Bryan Alzheimer’s Disease Research Center, Duke University, Durham, NC 27705, USA
| | - Colton Linnertz
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA
| | - Sunita Saith
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA
| | - Paul Haggarty
- Nutrition and Epigenetics Group, Rowett Institute of Nutrition and Health, University of Aberdeen, Greenburn Road, Bucksburn, Aberdeen, UK
| | - Geraldine McNeill
- Institute of Applied Health Sciences, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD
| | - Xiayi Ke
- Institute of Child Health, University College London, London, UK
| | - William Ollier
- Centre for Integrated Genomic Medical Research, University of Manchester, Stopford Building, Oxford Road, Manchester M13 9PT
| | - Michael Horan
- School of Community-Based Medicine, Neurodegeneration Research Group, University of Manchester, Clinical sciences Building, Salford Royal NHS Foundation Trust, Salford M6 8HD
| | - Allen D Roses
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA,Joseph and Kathleen Bryan Alzheimer’s Disease Research Center, Duke University, Durham, NC 27705, USA,Zinfandel Pharmaceuticals, Chapel Hill, NC, USA
| | - Chris P Ponting
- CGAT, MRC Functional Genomics Unit, Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road Oxford OX1 3PT, UK
| | - David J Porteous
- Medical Genetics Section, The University of Edinburgh Molecular Medicine Centre, Institute of Genetics and Molecular Medicine, Western General Hospital Edinburgh, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
| | - Albert Tenesa
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, The University of Edinburgh, Edinburgh, UK,The Roslin Institute, Royal (Dick) School of Veterinary Studies, The University of Edinburgh, Roslin, UK
| | - Andrew Pickles
- Clinical Trials Unit, Institute of Psychiatry Room S 2.03, Kings College London
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Alzheimer Scotland Dementia Research Centre, The University of Edinburgh, 7 George Square, Edinburgh, UK
| | - Lawrence J Whalley
- Institute of Applied Health Sciences, University of Aberdeen, Foresterhill, Aberdeen AB25 2ZD
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,Department of Psychology, University of Southern California, Los Angeles CA, USA
| | - Neil Pendleton
- School of Community-Based Medicine, Neurodegeneration Research Group, University of Manchester, Clinical sciences Building, Salford Royal NHS Foundation Trust, Salford M6 8HD
| | - Peter M Visscher
- Queensland Institute of Medical Research, Brisbane, Queensland, Australia.,University of Queensland Diamantina Institute, University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland, Australia,The Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Ian J Deary
- Department of Psychology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK,Centre for Cognitive Ageing and Cognitive Epidemiology, The University of Edinburgh, 7 George Square, Edinburgh EH8 9JZ, UK
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Abstract
Mitochondrial dysfunction is an important factor in the pathogenesis of age-related diseases, including neurodegenerative diseases like Alzheimer's and Parkinson's spectrum disorders. A polymorphism in Translocase of the Outer Mitochondrial Membrane - 40 kD (TOMM40) is associated with risk and age-of onset of late-onset AD, and is the only nuclear- encoded gene identified in genetic studies to date that presumably contributes to LOAD-related mitochondria dysfunction. In this review, we describe the TOM40-mediated mitochondrial protein import mechanism, and discuss the evidence linking TOM40 with Alzheimer's (AD) and Parkinson's (PD) diseases. All but 36 of the >~1,500 mitochondrial proteins are encoded by the nucleus and are synthesized on cytoplasmic ribosomes, and most of these are imported into mitochondria through the TOM complex, of which TOM40 is the central pore, mediating communication between the cytoplasm and the mitochondrial interior. APP enters and obstructs the TOM40 pore, inhibiting import of OXPHOS-related proteins and disrupting the mitochondrial redox balance. Other pathogenic proteins, such as Aβ and alpha-synuclein, readily pass through the pore and cause toxic effects by directly inhibiting mitochondrial enzymes. Healthy mitochondria normally import and degrade the PD-related protein Pink1, but Pink1 exits mitochondria if the membrane potential collapses and initiates Parkin-mediated mitophagy. Under normal circumstances, this process helps clear dysfunctional mitochondria and contributes to cellular health, but PINK1 mutations associated with PD exit mitochondria with intact membrane potentials, disrupting mitochondrial dynamics, leading to pathology. Thus, TOM40 plays a central role in the mitochondrial dysfunction that underlies age-related neurodegenerative diseases. Learning about the factors that control TOM40 levels and activity, and how TOM40, specifically, and the TOM complex, generally, interacts with potentially pathogenic proteins, will provide deeper insights to AD and PD pathogenesis, and possibly new targets for preventative and/or therapeutic treatments.
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Affiliation(s)
- William K Gottschalk
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Michael W Lutz
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Yu Ting He
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
| | - Ann M Saunders
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Zinfandel Pharmaceuticals, Chapel Hill, NC, USA
| | | | - Allen D Roses
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Zinfandel Pharmaceuticals, Chapel Hill, NC, USA
| | - Ornit Chiba-Falek
- Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA ; Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Department of Neurology, Duke University Medical Center, Durham, NC 27710, USA
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Smith PJ, Need AC, Cirulli ET, Chiba-Falek O, Attix DK. A comparison of the Cambridge Automated Neuropsychological Test Battery (CANTAB) with “traditional” neuropsychological testing instruments. J Clin Exp Neuropsychol 2013; 35:319-28. [DOI: 10.1080/13803395.2013.771618] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Affiliation(s)
- Patrick J. Smith
- a Division of Medical Psychology , Duke University School of Medicine , Durham , NC , USA
| | - Anna C. Need
- b Center for Human Genome Variation , Duke University School of Medicine , Durham , NC , USA
| | - Elizabeth T. Cirulli
- b Center for Human Genome Variation , Duke University School of Medicine , Durham , NC , USA
| | - Ornit Chiba-Falek
- c Division of Neurology and Institute for Genome Sciences and Policy , Duke University School of Medicine , Durham , NC , USA
| | - Deborah K. Attix
- d Division of Neurology and Division of Medical Psychology , Duke University School of Medicine , Durham , NC , USA
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Chiba-Falek O, Linnertz C, Guyton J, Gardner SD, Roses AD, McCarthy JJ, Patel K. Pleiotropy and allelic heterogeneity in the TOMM40-APOE genomic region related to clinical and metabolic features of hepatitis C infection. Hum Genet 2012; 131:1911-20. [PMID: 22898894 DOI: 10.1007/s00439-012-1220-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2012] [Accepted: 08/08/2012] [Indexed: 12/11/2022]
Abstract
Hepatitis C virus (HCV) modulates host lipid metabolism as part of its lifecycle and is dependent upon VLDL for co-assembly and secretion. HCV dyslipidemia is associated with steatosis, insulin resistance, IL28B genotype and disease progression. Apolipoprotein E (ApoE) is an important lipid transport protein, a key constituent of VLDL, and is involved in immunomodulation. Our aims were to determine the role of APOE regional polymorphisms on host lipids, IL28B genotype and disease severity in chronic HCV (CHC) patients. The study cohort included 732 CHC patients with available DNA for genotype determination of four polymorphisms in the chromosome 19 region that encompasses the TOMM40, APOE and APOC1 genes. Serum lipid analysis and apolipoproteins levels were measured using an immunoturbidimetric assay. APOE rs7412 polymorphism (capturing the ε2 isoform) was significantly associated with serum ApoE levels in both Caucasians and African-American patients (p = 2.3 × 10(-11)) and explained 7 % of variance in serum ApoE. Among IL28B-CC patients (n = 196), the rs429358 (defines ε4 isoform) and TOMM40 '523' S polymorphisms were associated with 12 % of variance in ApoB levels. Patients homozygous for the APOE ε3 isoform had a greater than twofold increased odds of F2-F4 fibrosis (p = 1.8 × 10(-5)), independent of serum lipid and lipoprotein levels. There were no associations between APOE polymorphisms and serum HDL-C, APO-CIII and triglycerides. In CHC patients, genetic heterogeneity in the APOE/TOMM40 genomic region is significantly associated with variation in serum ApoE and ApoB levels, and also with fibrosis suggesting a pleiotropic attribute of this genomic region.
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Affiliation(s)
- Ornit Chiba-Falek
- Division of Neurology, Department of Medicine, Duke University Medical Center, Durham, NC 27710, USA
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Browndyke JN, Giovanello K, Petrella J, Hayden K, Chiba-Falek O, Tucker KA, Burke JR, Welsh-Bohmer KA. Phenotypic regional functional imaging patterns during memory encoding in mild cognitive impairment and Alzheimer's disease. Alzheimers Dement 2012; 9:284-94. [PMID: 22841497 DOI: 10.1016/j.jalz.2011.12.006] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2011] [Revised: 12/10/2011] [Accepted: 12/28/2011] [Indexed: 10/28/2022]
Abstract
BACKGROUND Reliable blood-oxygen-level-dependent (BOLD) functional magnetic resonance imaging (fMRI) phenotypic biomarkers of Alzheimer's disease (AD) or mild cognitive impairment (MCI) are likely to emerge only from a systematic, quantitative, and aggregate examination of the functional neuroimaging research literature. METHODS A series of random-effects activation likelihood estimation (ALE) meta-analyses were conducted on studies of episodic memory encoding operations in AD and MCI samples relative to normal controls. ALE analyses were based on a thorough literature search for all task-based functional neuroimaging studies in AD and MCI published up to January 2010. Analyses covered 16 fMRI studies, which yielded 144 distinct foci for ALE meta-analysis. RESULTS ALE results indicated several regional task-based BOLD consistencies in MCI and AD patients relative to normal control subjects across the aggregate BOLD functional neuroimaging research literature. Patients with AD and those at significant risk (MCI) showed statistically significant consistent activation differences during episodic memory encoding in the medial temporal lobe, specifically parahippocampal gyrus, as well superior frontal gyrus, precuneus, and cuneus, relative to normal control subjects. CONCLUSIONS ALE consistencies broadly support the presence of frontal compensatory activity, medial temporal lobe activity alteration, and posterior midline "default mode" hyperactivation during episodic memory encoding attempts in the diseased or prospective predisease condition. Taken together, these robust commonalities may form the foundation for a task-based fMRI phenotype of memory encoding in AD.
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Affiliation(s)
- Jeffrey N Browndyke
- Joseph and Kathleen Bryan Alzheimer's Disease Research Center, Duke University, Durham, NC, USA.
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