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Smith EN, Lee J, Prilutsky D, Zicha S, Wang Z, Han S, Zach N. Plasma neurofilament light levels show elevation two years prior to diagnosis of amyotrophic lateral sclerosis in the UK Biobank. Amyotroph Lateral Scler Frontotemporal Degener 2024; 25:170-176. [PMID: 38013452 DOI: 10.1080/21678421.2023.2285428] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Accepted: 11/14/2023] [Indexed: 11/29/2023]
Abstract
OBJECTIVE Amyotrophic lateral sclerosis (ALS) is a debilitating neurodegenerative disease with profound unmet need. In patients carrying genetic mutations, elevations in neurofilament light (NfL) have been shown to precede symptom onset, however, the natural history of NfL in general ALS patients is less characterized. METHODS We performed a secondary analysis of the UK Biobank Pharma Proteomics Project (UKB-PPP), a subset of the UK Biobank, a population-based cohort study in the United Kingdom, to examine plasma NfL levels in 237 participants subsequently diagnosed with ALS. We applied logistic and Cox proportional hazards regression to compare cases to 42,752 population-based and 948 age and sex-matched controls. Genetic information was obtained from exome and genotype array data.Results and Conclusions: We observed that NfL was 1.42-fold higher in cases vs population-based controls. At two to three years pre-diagnosis, NfL levels in patients exceeded the 95th percentile of age and sex-matched controls. A time-to-diagnosis analysis showed that a 2-fold increase in NfL levels was associated with a 3.4-fold risk of diagnosis per year, with NfL being most predictive of case status at two years (AUC = 0.96). Participants with genetic variation that might put them at risk for familial disease (N = 46) did not show a different pattern of association than those without (N = 191). DISCUSSION Our findings show that NfL is elevated and discriminative of future ALS diagnosis up to two years prior to diagnosis in patients with and without genetic risk variants.
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Affiliation(s)
- Erin N Smith
- Human Genetics and Systems Biology, Takeda Development Center Americas, Inc. San Diego, CA, USA
| | - Jonghun Lee
- Human Genetics and Systems Biology, Takeda Development Center Americas, Inc. Cambridge, MA, USA
| | - Daria Prilutsky
- Human Genetics and Systems Biology, Takeda Development Center Americas, Inc. Cambridge, MA, USA
| | - Stephen Zicha
- Neuroscience Translational Medicine, Takeda Development Center Americas, Inc. Cambridge, MA, USA, and
| | - Zemin Wang
- Neuroscience Translational Medicine, Takeda Development Center Americas, Inc. Cambridge, MA, USA, and
| | - Steve Han
- Neuroscience Therapeutic Area Unit, Takeda Development Center Americas, Inc. Cambridge, MA, USA
| | - Neta Zach
- Neuroscience Translational Medicine, Takeda Development Center Americas, Inc. Cambridge, MA, USA, and
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2
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Mahedy L, Anderson EL, Tilling K, Thornton ZA, Elmore AR, Szalma S, Simen A, Culp M, Zicha S, Harel BT, Davey Smith G, Smith EN, Paternoster L. Investigation of genetic determinants of cognitive change in later life. Transl Psychiatry 2024; 14:31. [PMID: 38238328 PMCID: PMC10796929 DOI: 10.1038/s41398-023-02726-6] [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] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 12/14/2023] [Accepted: 12/22/2023] [Indexed: 01/22/2024] Open
Abstract
Cognitive decline is a major health concern and identification of genes that may serve as drug targets to slow decline is important to adequately support an aging population. Whilst genetic studies of cross-sectional cognition have been carried out, cognitive change is less well-understood. Here, using data from the TOMMORROW trial, we investigate genetic associations with cognitive change in a cognitively normal older cohort. We conducted a genome-wide association study of trajectories of repeated cognitive measures (using generalised estimating equation (GEE) modelling) and tested associations with polygenic risk scores (PRS) of potential risk factors. We identified two genetic variants associated with change in attention domain scores, rs534221751 (p = 1 × 10-8 with slope 1) and rs34743896 (p = 5 × 10-10 with slope 2), implicating NCAM2 and CRIPT/ATP6V1E2 genes, respectively. We also found evidence for the association between an education PRS and baseline cognition (at >65 years of age), particularly in the language domain. We demonstrate the feasibility of conducting GWAS of cognitive change using GEE modelling and our results suggest that there may be novel genetic associations for cognitive change that have not previously been associated with cross-sectional cognition. We also show the importance of the education PRS on cognition much later in life. These findings warrant further investigation and demonstrate the potential value of using trial data and trajectory modelling to identify genetic variants associated with cognitive change.
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Affiliation(s)
- Liam Mahedy
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
| | - Emma L Anderson
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
| | - Kate Tilling
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
- NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston, NHS Foundation Trust and University of Bristol, Bristol, BS8 2BN, UK
| | - Zak A Thornton
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
| | - Andrew R Elmore
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
- NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston, NHS Foundation Trust and University of Bristol, Bristol, BS8 2BN, UK
| | - Sándor Szalma
- Takeda Development Center Americas, Inc., San Diego, CA, USA
| | - Arthur Simen
- Takeda Development Center Americas, Inc., Cambridge, MA, USA
| | - Meredith Culp
- Takeda Development Center Americas, Inc., Cambridge, MA, USA
| | - Stephen Zicha
- Takeda Development Center Americas, Inc., Cambridge, MA, USA
| | - Brian T Harel
- Takeda Development Center Americas, Inc., Cambridge, MA, USA
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK
- NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston, NHS Foundation Trust and University of Bristol, Bristol, BS8 2BN, UK
| | - Erin N Smith
- Takeda Development Center Americas, Inc., San Diego, CA, USA
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, BS8 2BN, UK.
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2BN, UK.
- NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston, NHS Foundation Trust and University of Bristol, Bristol, BS8 2BN, UK.
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3
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Sun BB, Chiou J, Traylor M, Benner C, Hsu YH, Richardson TG, Surendran P, Mahajan A, Robins C, Vasquez-Grinnell SG, Hou L, Kvikstad EM, Burren OS, Davitte J, Ferber KL, Gillies CE, Hedman ÅK, Hu S, Lin T, Mikkilineni R, Pendergrass RK, Pickering C, Prins B, Baird D, Chen CY, Ward LD, Deaton AM, Welsh S, Willis CM, Lehner N, Arnold M, Wörheide MA, Suhre K, Kastenmüller G, Sethi A, Cule M, Raj A, Burkitt-Gray L, Melamud E, Black MH, Fauman EB, Howson JMM, Kang HM, McCarthy MI, Nioi P, Petrovski S, Scott RA, Smith EN, Szalma S, Waterworth DM, Mitnaul LJ, Szustakowski JD, Gibson BW, Miller MR, Whelan CD. Plasma proteomic associations with genetics and health in the UK Biobank. Nature 2023; 622:329-338. [PMID: 37794186 PMCID: PMC10567551 DOI: 10.1038/s41586-023-06592-6] [Citation(s) in RCA: 29] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Accepted: 08/31/2023] [Indexed: 10/06/2023]
Abstract
The Pharma Proteomics Project is a precompetitive biopharmaceutical consortium characterizing the plasma proteomic profiles of 54,219 UK Biobank participants. Here we provide a detailed summary of this initiative, including technical and biological validations, insights into proteomic disease signatures, and prediction modelling for various demographic and health indicators. We present comprehensive protein quantitative trait locus (pQTL) mapping of 2,923 proteins that identifies 14,287 primary genetic associations, of which 81% are previously undescribed, alongside ancestry-specific pQTL mapping in non-European individuals. The study provides an updated characterization of the genetic architecture of the plasma proteome, contextualized with projected pQTL discovery rates as sample sizes and proteomic assay coverages increase over time. We offer extensive insights into trans pQTLs across multiple biological domains, highlight genetic influences on ligand-receptor interactions and pathway perturbations across a diverse collection of cytokines and complement networks, and illustrate long-range epistatic effects of ABO blood group and FUT2 secretor status on proteins with gastrointestinal tissue-enriched expression. We demonstrate the utility of these data for drug discovery by extending the genetic proxied effects of protein targets, such as PCSK9, on additional endpoints, and disentangle specific genes and proteins perturbed at loci associated with COVID-19 susceptibility. This public-private partnership provides the scientific community with an open-access proteomics resource of considerable breadth and depth to help to elucidate the biological mechanisms underlying proteo-genomic discoveries and accelerate the development of biomarkers, predictive models and therapeutics1.
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Affiliation(s)
- Benjamin B Sun
- Translational Sciences, Research & Development, Biogen, Cambridge, MA, USA.
| | - Joshua Chiou
- Internal Medicine Research Unit, Worldwide Research, Development and Medical, Pfizer, Cambridge, MA, USA
| | - Matthew Traylor
- Human Genetics Centre of Excellence, Novo Nordisk Research Centre Oxford, Oxford, UK
| | | | | | - Tom G Richardson
- Human Genetics Centre of Excellence, Novo Nordisk Research Centre Oxford, Oxford, UK
- Genomic Sciences, GlaxoSmithKline, Stevenage, UK
| | | | | | - Chloe Robins
- Genomic Sciences, GlaxoSmithKline, Collegeville, PA, USA
| | | | - Liping Hou
- Population Analytics, Janssen Research & Development, Spring House, PA, USA
| | | | - Oliver S Burren
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | | | - Kyle L Ferber
- Biostatistics, Research and Development, Biogen, Cambridge, MA, USA
| | | | - Åsa K Hedman
- External Science and Innovation Target Sciences, Worldwide Research, Development and Medical, Pfizer, Stockholm, Sweden
| | - Sile Hu
- Human Genetics Centre of Excellence, Novo Nordisk Research Centre Oxford, Oxford, UK
| | - Tinchi Lin
- Analytics and Data Sciences, Biogen, Cambridge, MA, USA
| | - Rajesh Mikkilineni
- Data Science Institute, Takeda Development Center Americas, Cambridge, MA, USA
| | | | | | - Bram Prins
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Denis Baird
- Translational Sciences, Research & Development, Biogen, Cambridge, MA, USA
| | - Chia-Yen Chen
- Translational Sciences, Research & Development, Biogen, Cambridge, MA, USA
| | - Lucas D Ward
- Alnylam Human Genetics, Discovery & Translational Research, Alnylam Pharmaceuticals, Cambridge, MA, USA
| | - Aimee M Deaton
- Alnylam Human Genetics, Discovery & Translational Research, Alnylam Pharmaceuticals, Cambridge, MA, USA
| | | | - Carissa M Willis
- Alnylam Human Genetics, Discovery & Translational Research, Alnylam Pharmaceuticals, Cambridge, MA, USA
| | - Nick Lehner
- Institute of Computational Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Matthias Arnold
- Institute of Computational Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Department of Psychiatry and Behavioral Sciences, Duke University, Durham, NC, USA
| | - Maria A Wörheide
- Institute of Computational Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | - Karsten Suhre
- Bioinformatics Core, Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Gabi Kastenmüller
- Institute of Computational Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
| | | | | | - Anil Raj
- Calico Life Sciences, San Francisco, CA, USA
| | | | | | - Mary Helen Black
- Population Analytics, Janssen Research & Development, Spring House, PA, USA
| | - Eric B Fauman
- Internal Medicine Research Unit, Worldwide Research, Development and Medical, Pfizer, Cambridge, MA, USA
| | - Joanna M M Howson
- Human Genetics Centre of Excellence, Novo Nordisk Research Centre Oxford, Oxford, UK
| | | | | | - Paul Nioi
- Alnylam Human Genetics, Discovery & Translational Research, Alnylam Pharmaceuticals, Cambridge, MA, USA
| | - Slavé Petrovski
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge, UK
- Department of Medicine, University of Melbourne, Austin Health, Melbourne, Victoria, Australia
| | | | - Erin N Smith
- Takeda Development Center Americas, San Diego, CA, USA
| | - Sándor Szalma
- Takeda Development Center Americas, San Diego, CA, USA
| | | | | | | | | | - Melissa R Miller
- Internal Medicine Research Unit, Worldwide Research, Development and Medical, Pfizer, Cambridge, MA, USA
| | - Christopher D Whelan
- Translational Sciences, Research & Development, Biogen, Cambridge, MA, USA.
- Neuroscience Data Science, Janssen Research & Development, Cambridge, MA, USA.
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4
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Yu S, Ericson M, Fanjul A, Erion DM, Paraskevopoulou M, Smith EN, Cole B, Feaver R, Holub C, Gavva N, Horman SR, Huang J. Genome-wide CRISPR Screening to Identify Drivers of TGF-β-Induced Liver Fibrosis in Human Hepatic Stellate Cells. ACS Chem Biol 2022; 17:918-929. [PMID: 35274923 PMCID: PMC9016707 DOI: 10.1021/acschembio.2c00006] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Liver fibrosis progression in chronic liver disease leads to cirrhosis, liver failure, or hepatocellular carcinoma and often ends in liver transplantation. Even with an increased understanding of liver fibrogenesis and many attempts to generate therapeutics specifically targeting fibrosis, there is no approved treatment for liver fibrosis. To further understand and characterize the driving mechanisms of liver fibrosis, we developed a high-throughput genome-wide CRISPR/Cas9 screening platform to identify hepatic stellate cell (HSC)-derived mediators of transforming growth factor (TGF)-β-induced liver fibrosis. The functional genomics phenotypic screening platform described here revealed the novel biology of TGF-β-induced fibrogenesis and potential drug targets for liver fibrosis.
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Affiliation(s)
- Shan Yu
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Matthew Ericson
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Andrea Fanjul
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Derek M. Erion
- Takeda Pharmaceutical Company Limited, Cambridge, Massachusetts 02139, United States
| | - Maria Paraskevopoulou
- Takeda Pharmaceutical Company Limited, Cambridge, Massachusetts 02139, United States
| | - Erin N. Smith
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Banumathi Cole
- HemoShear Therapeutics, Inc., Charlottesville, Virginia 22902, United States
| | - Ryan Feaver
- HemoShear Therapeutics, Inc., Charlottesville, Virginia 22902, United States
| | - Corine Holub
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Narender Gavva
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Shane R. Horman
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
| | - Jie Huang
- Takeda Development Center Americas, Inc., San Diego, California 92121, United States
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5
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Kosmicki JA, Horowitz JE, Banerjee N, Lanche R, Marcketta A, Maxwell E, Bai X, Sun D, Backman JD, Sharma D, Kury FSP, Kang HM, O'Dushlaine C, Yadav A, Mansfield AJ, Li AH, Watanabe K, Gurski L, McCarthy SE, Locke AE, Khalid S, O'Keeffe S, Mbatchou J, Chazara O, Huang Y, Kvikstad E, O'Neill A, Nioi P, Parker MM, Petrovski S, Runz H, Szustakowski JD, Wang Q, Wong E, Cordova-Palomera A, Smith EN, Szalma S, Zheng X, Esmaeeli S, Davis JW, Lai YP, Chen X, Justice AE, Leader JB, Mirshahi T, Carey DJ, Verma A, Sirugo G, Ritchie MD, Rader DJ, Povysil G, Goldstein DB, Kiryluk K, Pairo-Castineira E, Rawlik K, Pasko D, Walker S, Meynert A, Kousathanas A, Moutsianas L, Tenesa A, Caulfield M, Scott R, Wilson JF, Baillie JK, Butler-Laporte G, Nakanishi T, Lathrop M, Richards JB, Jones M, Balasubramanian S, Salerno W, Shuldiner AR, Marchini J, Overton JD, Habegger L, Cantor MN, Reid JG, Baras A, Abecasis GR, Ferreira MAR. Pan-ancestry exome-wide association analyses of COVID-19 outcomes in 586,157 individuals. Am J Hum Genet 2021; 108:1350-1355. [PMID: 34115965 PMCID: PMC8173480 DOI: 10.1016/j.ajhg.2021.05.017] [Citation(s) in RCA: 62] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 05/24/2021] [Indexed: 01/08/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) causes coronavirus disease 2019 (COVID-19), a respiratory illness that can result in hospitalization or death. We used exome sequence data to investigate associations between rare genetic variants and seven COVID-19 outcomes in 586,157 individuals, including 20,952 with COVID-19. After accounting for multiple testing, we did not identify any clear associations with rare variants either exome wide or when specifically focusing on (1) 13 interferon pathway genes in which rare deleterious variants have been reported in individuals with severe COVID-19, (2) 281 genes located in susceptibility loci identified by the COVID-19 Host Genetics Initiative, or (3) 32 additional genes of immunologic relevance and/or therapeutic potential. Our analyses indicate there are no significant associations with rare protein-coding variants with detectable effect sizes at our current sample sizes. Analyses will be updated as additional data become available, and results are publicly available through the Regeneron Genetics Center COVID-19 Results Browser.
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Affiliation(s)
- Jack A Kosmicki
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Julie E Horowitz
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Nilanjana Banerjee
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Rouel Lanche
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Anthony Marcketta
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Evan Maxwell
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Xiaodong Bai
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Dylan Sun
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Joshua D Backman
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Deepika Sharma
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Fabricio S P Kury
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Hyun M Kang
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Colm O'Dushlaine
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Ashish Yadav
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Adam J Mansfield
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Alexander H Li
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Kyoko Watanabe
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Lauren Gurski
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Shane E McCarthy
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Adam E Locke
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Shareef Khalid
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Sean O'Keeffe
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Joelle Mbatchou
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Olympe Chazara
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | | | - Erika Kvikstad
- Bristol Myers Squibb, Route 206 and Province Line Road, Princeton, NJ 08543, USA
| | - Amanda O'Neill
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - Paul Nioi
- Alnylam Pharmaceuticals, 675 West Kendall Street, Cambridge, MA 02142, USA
| | - Meg M Parker
- Alnylam Pharmaceuticals, 675 West Kendall Street, Cambridge, MA 02142, USA
| | - Slavé Petrovski
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - Heiko Runz
- Biogen, 300 Binney Street, Cambridge, MA 02142, USA
| | | | - Quanli Wang
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - Emily Wong
- Takeda California, Inc., 9625 Towne Centre Drive, San Diego, CA 92121, USA
| | | | - Erin N Smith
- Takeda California, Inc., 9625 Towne Centre Drive, San Diego, CA 92121, USA
| | - Sandor Szalma
- Takeda California, Inc., 9625 Towne Centre Drive, San Diego, CA 92121, USA
| | - Xiuwen Zheng
- AbbVie, Inc., 1 N. Waukegan Road, North Chicago, IL 60064, USA
| | - Sahar Esmaeeli
- AbbVie, Inc., 1 N. Waukegan Road, North Chicago, IL 60064, USA
| | - Justin W Davis
- AbbVie, Inc., 1 N. Waukegan Road, North Chicago, IL 60064, USA
| | - Yi-Pin Lai
- Pfizer, Inc., 1 Portland Street, Cambridge, MA 02139, USA
| | - Xing Chen
- Pfizer, Inc., 1 Portland Street, Cambridge, MA 02139, USA
| | | | | | | | | | - Anurag Verma
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Giorgio Sirugo
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Marylyn D Ritchie
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Daniel J Rader
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Gundula Povysil
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - David B Goldstein
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA; Department of Genetics and Development, Columbia University, New York, NY 10032, USA
| | - Krzysztof Kiryluk
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA; Division of Nephrology, Department of Medicine, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY 10032, USA
| | - Erola Pairo-Castineira
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh EH25 9RG, UK; MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK
| | - Konrad Rawlik
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh EH25 9RG, UK
| | | | | | - Alison Meynert
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK
| | | | | | - Albert Tenesa
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh EH25 9RG, UK; MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK; Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Teviot Place, Edinburgh EH8 9AG, UK
| | - Mark Caulfield
- Genomics England, London EC1M 6BQ, UK; William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Richard Scott
- Genomics England, London EC1M 6BQ, UK; Great Ormond Street Hospital for Children NHS Foundation Trust, London WC1N 3JH, UK
| | - James F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK; Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Teviot Place, Edinburgh EH8 9AG, UK
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh EH25 9RG, UK; MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh EH4 2XU, UK; Intensive Care Unit, Royal Infirmary of Edinburgh, 54 Little France Drive, Edinburgh EH16 5SA, UK
| | - Guillaume Butler-Laporte
- Lady Davis Institute, Jewish General Hospital, Montréal, QC H3T 1E2, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC H3A 0G4, Canada
| | - Tomoko Nakanishi
- Lady Davis Institute, Jewish General Hospital, Montréal, QC H3T 1E2, Canada; Department of Human Genetics, McGill University, Montréal, QC H3A 0G4, Canada; Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto 606-8501, Japan
| | - Mark Lathrop
- Department of Human Genetics, McGill University, Montréal, QC H3A 0G4, Canada; Canadian Centre for Computational Genomics, McGill University, Montréal, QC H3A 0G4, Canada
| | - J Brent Richards
- Lady Davis Institute, Jewish General Hospital, Montréal, QC H3T 1E2, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC H3A 0G4, Canada; Department of Human Genetics, McGill University, Montréal, QC H3A 0G4, Canada; Department of Twins Research, King's College London, London WC2R 2LS, UK
| | - Marcus Jones
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | | | - William Salerno
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Alan R Shuldiner
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Jonathan Marchini
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - John D Overton
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Lukas Habegger
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Michael N Cantor
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Jeffrey G Reid
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Aris Baras
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA
| | - Goncalo R Abecasis
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA.
| | - Manuel A R Ferreira
- Regeneron Genetics Center, 777 Old Saw Mill River Road, Tarrytown, NY 10591, USA.
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6
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Bonder MJ, Smail C, Gloudemans MJ, Frésard L, Jakubosky D, D'Antonio M, Li X, Ferraro NM, Carcamo-Orive I, Mirauta B, Seaton DD, Cai N, Vakili D, Horta D, Zhao C, Zastrow DB, Bonner DE, Wheeler MT, Kilpinen H, Knowles JW, Smith EN, Frazer KA, Montgomery SB, Stegle O. Identification of rare and common regulatory variants in pluripotent cells using population-scale transcriptomics. Nat Genet 2021; 53:313-321. [PMID: 33664507 PMCID: PMC7944648 DOI: 10.1038/s41588-021-00800-7] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Accepted: 01/25/2021] [Indexed: 12/18/2022]
Abstract
Induced pluripotent stem cells (iPSCs) are an established cellular system to study the impact of genetic variants in derived cell types and developmental contexts. However, in their pluripotent state, the disease impact of genetic variants is less known. Here, we integrate data from 1,367 human iPSC lines to comprehensively map common and rare regulatory variants in human pluripotent cells. Using this population-scale resource, we report hundreds of novel colocalization events for human traits specific to iPSCs, and find increased power to identify rare regulatory variants compared with somatic tissues. Finally, we demonstrate how iPSCs enable the identification of causal genes for rare diseases.
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Affiliation(s)
- Marc Jan Bonder
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK. .,European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany. .,Division of Computational Genomics and Systems Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany.
| | - Craig Smail
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA. .,Genomic Medicine Center, Children's Mercy Research Institute and Children's Mercy Kansas City, Kansas City, MO, USA.
| | - Michael J Gloudemans
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Laure Frésard
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - David Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA, USA.,Department of Biomedical Informatics, University of California, San Diego, La Jolla, CA, USA
| | - Matteo D'Antonio
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA, USA
| | - Xin Li
- CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China
| | - Nicole M Ferraro
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - Ivan Carcamo-Orive
- Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Bogdan Mirauta
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Daniel D Seaton
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Na Cai
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK.,Wellcome Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK.,Helmholtz Pioneer Campus, Helmholtz Zentrum München, Neuherberg, Germany
| | - Dara Vakili
- UCL Great Ormond Street Institute of Child Health, University College London, London, UK.,Faculty of Medicine, Imperial College London, London, UK
| | - Danilo Horta
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK
| | - Chunli Zhao
- Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA
| | - Diane B Zastrow
- Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA
| | - Devon E Bonner
- Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA
| | | | | | | | | | - Matthew T Wheeler
- Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA.,Stanford Center for Undiagnosed Diseases, Stanford University, Stanford, CA, USA
| | - Helena Kilpinen
- Wellcome Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK.,UCL Great Ormond Street Institute of Child Health, University College London, London, UK.,Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.,Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
| | - Joshua W Knowles
- Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Erin N Smith
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Kelly A Frazer
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA, USA.,Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Stephen B Montgomery
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA. .,Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
| | - Oliver Stegle
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Cambridge, UK. .,European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany. .,Division of Computational Genomics and Systems Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany. .,Wellcome Sanger Institute, Wellcome Trust Genome Campus, Cambridge, UK.
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7
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Kosmicki JA, Horowitz JE, Banerjee N, Lanche R, Marcketta A, Maxwell E, Bai X, Sun D, Backman JD, Sharma D, Kang HM, O'Dushlaine C, Yadav A, Mansfield AJ, Li AH, Watanabe K, Gurski L, McCarthy SE, Locke AE, Khalid S, O'Keeffe S, Mbatchou J, Chazara O, Huang Y, Kvikstad E, O'Neill A, Nioi P, Parker MM, Petrovski S, Runz H, Szustakowski JD, Wang Q, Wong E, Cordova-Palomera A, Smith EN, Szalma S, Zheng X, Esmaeeli S, Davis JW, Lai YP, Chen X, Justice AE, Leader JB, Mirshahi T, Carey DJ, Verma A, Sirugo G, Ritchie MD, Rader DJ, Povysil G, Goldstein DB, Kiryluk K, Pairo-Castineira E, Rawlik K, Pasko D, Walker S, Meynert A, Kousathanas A, Moutsianas L, Tenesa A, Caulfield M, Scott R, Wilson JF, Baillie JK, Butler-Laporte G, Nakanishi T, Lathrop M, Richards JB, Jones M, Balasubramanian S, Salerno W, Shuldiner AR, Marchini J, Overton JD, Habegger L, Cantor MN, Reid JG, Baras A, Abecasis GR, Ferreira MA. A catalog of associations between rare coding variants and COVID-19 outcomes. medRxiv 2021:2020.10.28.20221804. [PMID: 33655273 PMCID: PMC7924298 DOI: 10.1101/2020.10.28.20221804] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) causes coronavirus disease-19 (COVID-19), a respiratory illness that can result in hospitalization or death. We investigated associations between rare genetic variants and seven COVID-19 outcomes in 543,213 individuals, including 8,248 with COVID-19. After accounting for multiple testing, we did not identify any clear associations with rare variants either exome-wide or when specifically focusing on (i) 14 interferon pathway genes in which rare deleterious variants have been reported in severe COVID-19 patients; (ii) 167 genes located in COVID-19 GWAS risk loci; or (iii) 32 additional genes of immunologic relevance and/or therapeutic potential. Our analyses indicate there are no significant associations with rare protein-coding variants with detectable effect sizes at our current sample sizes. Analyses will be updated as additional data become available, with results publicly browsable at https://rgc-covid19.regeneron.com.
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Affiliation(s)
- J A Kosmicki
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J E Horowitz
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - N Banerjee
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - R Lanche
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A Marcketta
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - E Maxwell
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - X Bai
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - D Sun
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J D Backman
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - D Sharma
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - H M Kang
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - C O'Dushlaine
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A Yadav
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A J Mansfield
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A H Li
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - K Watanabe
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - L Gurski
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - S E McCarthy
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A E Locke
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - S Khalid
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - S O'Keeffe
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J Mbatchou
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - O Chazara
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - Y Huang
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - E Kvikstad
- Bristol Myers Squibb, Route 206 and Province Line Road, Princeton, NJ 08543, USA
| | - A O'Neill
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - P Nioi
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - M M Parker
- Alnylam Pharmaceuticals, 675 West Kendall St, Cambridge, MA 02142, USA
| | - S Petrovski
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - H Runz
- Biogen, 300 Binney St, Cambridge, MA 02142, USA
| | - J D Szustakowski
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - Q Wang
- Centre for Genomics Research, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, UK
| | - E Wong
- Biogen, 300 Binney St, Cambridge, MA 02142, USA
| | | | - E N Smith
- Takeda California Inc., 9625 Towne Centre Dr, San Diego, CA 92121, USA
| | - S Szalma
- Takeda California Inc., 9625 Towne Centre Dr, San Diego, CA 92121, USA
| | - X Zheng
- AbbVie, Inc., 1 N. Waukegan Rd, North Chicago, IL 60064, USA
| | - S Esmaeeli
- AbbVie, Inc., 1 N. Waukegan Rd, North Chicago, IL 60064, USA
| | - J W Davis
- AbbVie, Inc., 1 N. Waukegan Rd, North Chicago, IL 60064, USA
| | - Y-P Lai
- Pfizer, Inc., 1 Portland Street, Cambridge MA 02139, USA
| | - X Chen
- Pfizer, Inc., 1 Portland Street, Cambridge MA 02139, USA
| | | | | | | | | | - A Verma
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - G Sirugo
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - M D Ritchie
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - D J Rader
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - G Povysil
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
| | - D B Goldstein
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
- Department of Genetics & Development, Columbia University, New York, NY 10032, USA
| | - K Kiryluk
- Institute for Genomic Medicine, Columbia University Irving Medical Center, New York, NY 10032, USA
- Division of Nephrology, Department of Medicine, Vagelos College of Physicians & Surgeons, Columbia University, New York, NY 10032, USA
| | - E Pairo-Castineira
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
| | - K Rawlik
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
| | - D Pasko
- Genomics England, London EC1M 6BQ, UK
| | - S Walker
- Genomics England, London EC1M 6BQ, UK
| | - A Meynert
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
| | | | | | - A Tenesa
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Teviot Place, Edinburgh EH8 9AG, UK
| | - M Caulfield
- Genomics England, London EC1M 6BQ, UK
- William Harvey Research Institute, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - R Scott
- Genomics England, London EC1M 6BQ, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London WC1N 3JH, UK
| | - J F Wilson
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, Teviot Place, Edinburgh EH8 9AG, UK
| | - J K Baillie
- Roslin Institute, University of Edinburgh, Easter Bush, Edinburgh, EH25 9RG, UK
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU, UK
- Intensive Care Unit, Royal Infirmary of Edinburgh, 54 Little France Drive, Edinburgh, EH16 5SA, UK
| | - G Butler-Laporte
- Lady Davis Institute, Jewish General Hospital, Montréal, Québec H3T 1E2, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec H3A 0G4, Canada
| | - T Nakanishi
- Lady Davis Institute, Jewish General Hospital, Montréal, Québec H3T 1E2, Canada
- Department of Human Genetics, McGill University, Montréal, Québec H3A 0G4, Canada
- Kyoto-McGill International Collaborative School in Genomic Medicine, Graduate School of Medicine, Kyoto University, Kyoto 606-8501, Japan
- Research Fellow, Japan Society for the Promotion of Science
| | - M Lathrop
- Department of Human Genetics, McGill University, Montréal, Québec H3A 0G4, Canada
- Canadian Centre for Computational Genomics, McGill University, Montréal, Québec H3A 0G4, Canada
| | - J B Richards
- Lady Davis Institute, Jewish General Hospital, Montréal, Québec H3T 1E2, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec H3A 0G4, Canada
- Department of Human Genetics, McGill University, Montréal, Québec H3A 0G4, Canada
- Department of Twins Research, King's College London, London WC2R 2LS, UK
| | - M Jones
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - S Balasubramanian
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - W Salerno
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A R Shuldiner
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J Marchini
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J D Overton
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - L Habegger
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - M N Cantor
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - J G Reid
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - A Baras
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - G R Abecasis
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
| | - M A Ferreira
- Regeneron Genetics Center, 777 Old Saw Mill River Rd., Tarrytown, NY 10591, USA
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8
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Lotnyk D, Eyal A, Zhelev N, Abhilash TS, Smith EN, Terilli M, Wilson J, Mueller E, Einzel D, Saunders J, Parpia JM. Thermal transport of helium-3 in a strongly confining channel. Nat Commun 2020; 11:4843. [PMID: 32973182 PMCID: PMC7515880 DOI: 10.1038/s41467-020-18662-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [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: 06/05/2019] [Accepted: 09/02/2020] [Indexed: 11/09/2022] Open
Abstract
The investigation of transport properties in normal liquid helium-3 and its topological superfluid phases provides insights into related phenomena in electron fluids, topological materials, and putative topological superconductors. It relies on the measurement of mass, heat, and spin currents, due to system neutrality. Of particular interest is transport in strongly confining channels of height approaching the superfluid coherence length, to enhance the relative contribution of surface excitations, and suppress hydrodynamic counterflow. Here we report on the thermal conduction of helium-3 in a 1.1 μm high channel. In the normal state we observe a diffusive thermal conductivity that is approximately temperature independent, consistent with interference of bulk and boundary scattering. In the superfluid, the thermal conductivity is only weakly temperature dependent, requiring detailed theoretical analysis. An anomalous thermal response is detected in the superfluid which we propose arises from the emission of a flux of surface excitations from the channel.
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Affiliation(s)
- D Lotnyk
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
| | - A Eyal
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
- Physics Department, Technion, Haifa, Israel
| | - N Zhelev
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
| | - T S Abhilash
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
- VTT Technical Research Centre of Finland Ltd, Espoo, Finland
| | - E N Smith
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
| | - M Terilli
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
| | - J Wilson
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
- SUNY Geneseo, Geneseo, NY, 14454, USA
| | - E Mueller
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA
| | - D Einzel
- Walther Meissner Institut, Garching, Germany
| | - J Saunders
- Department of Physics, Royal Holloway University of London, Egham, TW20 0EX, Surrey, UK
| | - J M Parpia
- Department of Physics, Cornell University, Ithaca, NY, 14853, USA.
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9
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Jakubosky D, Smith EN, D'Antonio M, Jan Bonder M, Young Greenwald WW, D'Antonio-Chronowska A, Matsui H, Stegle O, Montgomery SB, DeBoever C, Frazer KA. Discovery and quality analysis of a comprehensive set of structural variants and short tandem repeats. Nat Commun 2020; 11:2928. [PMID: 32522985 PMCID: PMC7287045 DOI: 10.1038/s41467-020-16481-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 05/05/2020] [Indexed: 02/07/2023] Open
Abstract
Structural variants (SVs) and short tandem repeats (STRs) are important sources of genetic diversity but are not routinely analyzed in genetic studies because they are difficult to accurately identify and genotype. Because SVs and STRs range in size and type, it is necessary to apply multiple algorithms that incorporate different types of evidence from sequencing data and employ complex filtering strategies to discover a comprehensive set of high-quality and reproducible variants. Here we assemble a set of 719 deep whole genome sequencing (WGS) samples (mean 42×) from 477 distinct individuals which we use to discover and genotype a wide spectrum of SV and STR variants using five algorithms. We use 177 unique pairs of genetic replicates to identify factors that affect variant call reproducibility and develop a systematic filtering strategy to create of one of the most complete and well characterized maps of SVs and STRs to date.
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Affiliation(s)
- David Jakubosky
- Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, CA, 92093-0419, USA
- Department of Biomedical Informatics, University of California San Diego, La Jolla, CA, 92093-0419, USA
| | - Erin N Smith
- Department of Pediatrics, University of California San Diego, La Jolla, CA, 92093, USA
| | - Matteo D'Antonio
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Marc Jan Bonder
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge, UK
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - William W Young Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA, USA
| | | | - Hiroko Matsui
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Oliver Stegle
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge, UK
- European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
- Division of Computational Genomics and Systems Genetics, German Cancer Research Center, Heidelberg, Germany
| | - Stephen B Montgomery
- Department of Pathology, Stanford University, Stanford, CA, 94305, USA
- Department of Genetics, Stanford University, Stanford, CA, 94305, USA
| | - Christopher DeBoever
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Kelly A Frazer
- Department of Pediatrics, University of California San Diego, La Jolla, CA, 92093, USA.
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA.
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10
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Jakubosky D, D'Antonio M, Bonder MJ, Smail C, Donovan MKR, Young Greenwald WW, Matsui H, D'Antonio-Chronowska A, Stegle O, Smith EN, Montgomery SB, DeBoever C, Frazer KA. Properties of structural variants and short tandem repeats associated with gene expression and complex traits. Nat Commun 2020; 11:2927. [PMID: 32522982 PMCID: PMC7286898 DOI: 10.1038/s41467-020-16482-4] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 05/05/2020] [Indexed: 12/14/2022] Open
Abstract
Structural variants (SVs) and short tandem repeats (STRs) comprise a broad group of diverse DNA variants which vastly differ in their sizes and distributions across the genome. Here, we identify genomic features of SV classes and STRs that are associated with gene expression and complex traits, including their locations relative to eGenes, likelihood of being associated with multiple eGenes, associated eGene types (e.g., coding, noncoding, level of evolutionary constraint), effect sizes, linkage disequilibrium with tagging single nucleotide variants used in GWAS, and likelihood of being associated with GWAS traits. We identify a set of high-impact SVs/STRs associated with the expression of three or more eGenes via chromatin loops and show that they are highly enriched for being associated with GWAS traits. Our study provides insights into the genomic properties of structural variant classes and short tandem repeats that are associated with gene expression and human traits.
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Affiliation(s)
- David Jakubosky
- Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, CA, 92093-0419, USA
- Department of Biomedical Informatics, University of California San Diego, La Jolla, CA, 92093-0419, USA
| | - Matteo D'Antonio
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Marc Jan Bonder
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge, UK
- Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Craig Smail
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, 94305, USA
- Department of Pathology, Stanford University, Stanford, California, 94305, USA
| | - Margaret K R Donovan
- Department of Biomedical Informatics, University of California San Diego, La Jolla, CA, 92093-0419, USA
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA, USA
| | - William W Young Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, CA, USA
| | - Hiroko Matsui
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | | | - Oliver Stegle
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, Cambridge, UK
- Genome Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
- Division of Computational Genomics and Systems Genetics, German Cancer Research Center, Heidelberg, Germany
| | - Erin N Smith
- Department of Pediatrics, University of California San Diego, La Jolla, CA, 92093, USA
| | - Stephen B Montgomery
- Department of Pathology, Stanford University, Stanford, California, 94305, USA
- Department of Genetics, Stanford University, Stanford, California, 94305, USA
| | - Christopher DeBoever
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Kelly A Frazer
- Institute of Genomic Medicine, University of California San Diego, 9500 Gilman Dr, La Jolla, CA, 92093, USA.
- Department of Pediatrics, University of California San Diego, La Jolla, CA, 92093, USA.
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11
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D'Antonio-Chronowska A, Donovan MKR, Young Greenwald WW, Nguyen JP, Fujita K, Hashem S, Matsui H, Soncin F, Parast M, Ward MC, Coulet F, Smith EN, Adler E, D'Antonio M, Frazer KA. Association of Human iPSC Gene Signatures and X Chromosome Dosage with Two Distinct Cardiac Differentiation Trajectories. Stem Cell Reports 2019; 13:924-938. [PMID: 31668852 PMCID: PMC6895695 DOI: 10.1016/j.stemcr.2019.09.011] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [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: 04/12/2019] [Revised: 09/27/2019] [Accepted: 09/30/2019] [Indexed: 11/30/2022] Open
Abstract
Despite the importance of understanding how variability across induced pluripotent stem cell (iPSC) lines due to non-genetic factors (clone and passage) influences their differentiation outcome, large-scale studies capable of addressing this question have not yet been conducted. Here, we differentiated 191 iPSC lines to generate iPSC-derived cardiovascular progenitor cells (iPSC-CVPCs). We observed cellular heterogeneity across the iPSC-CVPC samples due to varying fractions of two cell types: cardiomyocytes (CMs) and epicardium-derived cells (EPDCs). Comparing the transcriptomes of CM-fated and EPDC-fated iPSCs, we discovered that 91 signature genes and X chromosome dosage differences are associated with these two distinct cardiac developmental trajectories. In an independent set of 39 iPSCs differentiated into CMs, we confirmed that sex and transcriptional differences affect cardiac-fate outcome. Our study provides novel insights into how iPSC transcriptional and X chromosome gene dosage differences influence their response to differentiation stimuli and, hence, cardiac cell fate. Cellular heterogeneity across iPSC-CVPCs due to varying fractions of CMs and EPDCs iPSC non-genetic factors (clone and passage) associated with cardiac cell fate Expression levels of signature genes in iPSCs associated with cardiac lineage fate iPSC donor sex plays a role in cardiac lineage fate
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Affiliation(s)
| | - Margaret K R Donovan
- Bioinformatics and Systems Biology Graduate Program, UC San Diego, La Jolla, CA 92093, USA
| | | | - Jennifer Phuong Nguyen
- Bioinformatics and Systems Biology Graduate Program, UC San Diego, La Jolla, CA 92093, USA
| | - Kyohei Fujita
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA
| | - Sherin Hashem
- Division of Cardiology, Department of Medicine, UC San Diego, La Jolla, CA 92093, USA
| | - Hiroko Matsui
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA
| | | | - Mana Parast
- Department of Pathology, UC San Diego, La Jolla, CA 92093, USA
| | - Michelle C Ward
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Florence Coulet
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA
| | - Erin N Smith
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA
| | - Eric Adler
- Division of Cardiology, Department of Medicine, UC San Diego, La Jolla, CA 92093, USA
| | - Matteo D'Antonio
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA.
| | - Kelly A Frazer
- Department of Pediatrics, UC San Diego, La Jolla, CA 92093, USA.
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12
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Hammer AT, Grau JM, Silberman SG, Smith EN. Dyadic synchrony among young Latina mothers and their toddlers: The role of maternal and child behavior. Infant Behav Dev 2019; 57:101378. [PMID: 31629874 DOI: 10.1016/j.infbeh.2019.101378] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [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: 09/02/2019] [Revised: 09/05/2019] [Accepted: 09/05/2019] [Indexed: 10/25/2022]
Abstract
Synchronous interactions are an important indicator of parent-child relationship quality with positive implications for child development. Latina adolescent mothers face several demographic challenges that place them at risk for less synchronous interactions. To identify factors that may facilitate more optimal parent-child relationships in this population, our study examined maternal sensitivity and children's behavioral styles as joint predictors of dyadic synchrony among young Latina mothers and their toddlers. Mother-toddler dyads (N = 170) were observed interacting across different tasks, and toddlers' behavior was observed during the administration of a developmental test. Results of multivariate regressions revealed additive effects of maternal sensitivity and child behavioral styles (i.e., dysregulation and positive attentional control). Maternal sensitivity related to higher dyadic synchrony for the entire sample. Positive attentional control was related to higher dyadic synchrony for mother-daughter dyads only. Although no gender differences in dyadic synchrony or the behavior style variables emerged, the relative contribution of maternal and child factors differed by child gender, suggesting that mothers may have responded differently to similar behavior and affect displayed by boys and girls. The findings provide insights regarding factors that contribute to dyadic synchrony in this understudied population and emphasize the need to consider child gender when studying parent-child interactions in young Latina families.
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Affiliation(s)
- Aimee T Hammer
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA.
| | - Josefina M Grau
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Stephanie G Silberman
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Erin N Smith
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
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13
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Solomon T, Lapek JD, Jensen SB, Greenwald WW, Hindberg K, Matsui H, Latysheva N, Braekken SK, Gonzalez DJ, Frazer KA, Smith EN, Hansen JB. Identification of Common and Rare Genetic Variation Associated With Plasma Protein Levels Using Whole-Exome Sequencing and Mass Spectrometry. Circ Genom Precis Med 2019; 11:e002170. [PMID: 30562114 DOI: 10.1161/circgen.118.002170] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND Identifying genetic variation associated with plasma protein levels, and the mechanisms by which they act, could provide insight into alterable processes involved in regulation of protein levels. Although protein levels can be affected by genetic variants, their estimation can also be biased by missense variants in coding exons causing technical artifacts. Integrating genome sequence genotype data with mass spectrometry-based protein level estimation could reduce bias, thereby improving detection of variation that affects RNA or protein metabolism. METHODS Here, we integrate the blood plasma protein levels of 664 proteins from 165 participants of the Tromsø Study, measured via tandem mass tag mass spectrometry, with whole-exome sequencing data to identify common and rare genetic variation associated with peptide and protein levels (protein quantitative trait loci [pQTLs]). We additionally use literature and database searches to prioritize putative functional variants for each pQTL. RESULTS We identify 109 independent associations (36 protein and 73 peptide) and use genotype data to exclude 49 (4 protein and 45 peptide) as technical artifacts. We describe 2 particular cases of rare variation: 1 associated with the complement pathway and 1 with platelet degranulation. We identify putative functional variants and show that pQTLs act through diverse molecular mechanisms that affect both RNA and protein metabolism. CONCLUSIONS We show that although the majority of pQTLs exert their effects by modulating RNA metabolism, many affect protein levels directly. Our work demonstrates the extent by which pQTL studies are affected by technical artifacts and highlights how prioritizing the functional variant in pQTL studies can lead to insights into the molecular steps by which a protein may be regulated.
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Affiliation(s)
- Terry Solomon
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.)
| | - John D Lapek
- Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla (J.D.L., D.J.G.)
| | - Søren Beck Jensen
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.)
| | - William W Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla (W.W.G.)
| | - Kristian Hindberg
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.)
| | - Hiroko Matsui
- Institue of Genomic Medicine, University of California, San Diego, La Jolla (H.M., K.A.F.)
| | - Nadezhda Latysheva
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.)
| | - Sigrid K Braekken
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.).,Division of Internal Medicine, University Hospital of North Norway, Tromsû (S.K.B., J.-B.H.)
| | - David J Gonzalez
- Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla (J.D.L., D.J.G.)
| | - Kelly A Frazer
- Institue of Genomic Medicine, University of California, San Diego, La Jolla (H.M., K.A.F.).,Department of Pediatrics, Rady Children's Hospital, University of California, San Diego, La Jolla (K.A.F., E.N.S.).,Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.)
| | - Erin N Smith
- Department of Pediatrics, Rady Children's Hospital, University of California, San Diego, La Jolla (K.A.F., E.N.S.).,Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.)
| | - John-Bjarne Hansen
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Center, UiT-The Arctic University of Norway (S.B.J., K.H., N.L., S.K.B., K.A.F., E.N.S., J.-B.H.).,Division of Internal Medicine, University Hospital of North Norway, Tromsû (S.K.B., J.-B.H.)
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14
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Paulsen B, Skille H, Smith EN, Hveem K, Gabrielsen ME, Brækkan SK, Rosendaal FR, Frazer KA, Gran OV, Hansen JB. Fibrinogen gamma gene rs2066865 and risk of cancer-related venous thromboembolism. Haematologica 2019; 105:1963-1968. [PMID: 31582554 PMCID: PMC7327659 DOI: 10.3324/haematol.2019.224279] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Accepted: 10/03/2019] [Indexed: 12/21/2022] Open
Abstract
Venous thromboembolism (VTE) is a frequent complication in patients with cancer. Homozygous carriers of the fibrinogen gamma gene (FGG) rs2066865 have a moderately increased risk of VTE, but the effect of the FGG variant in cancer is unknown. We aimed to investigate the effect of the FGG variant and active cancer on the risk of VTE. Cases with incident VTE (n=640) and a randomly selected age-weighted sub-cohort (n=3,734) were derived from a population-based cohort (the Tromsø study). Cox-regression was used to estimate hazard ratios (HR) with 95% confidence intervals (CI) for VTE according to categories of cancer and FGG. In those without cancer, homozygosity at the FGG variant was associated with a 70% (HR 1.7, 95% CI: 1.2–2.3) increased risk of VTE compared to non-carriers. Cancer patients homozygous for the FGG variant had a two-fold (HR 2.0, 95% CI: 1.1–3.6) higher risk of VTE than cancer patients without the variant. Moreover, the six-months cumulative incidence of VTE among cancer patients was 6.4% (95% CI: 3.5–11.6) in homozygous carriers of FGG and 3.1% (95% CI: 2.3–4.7) in those without risk alleles. A synergistic effect was observed between rs2066865 and active cancer on the risk of VTE (synergy index: 1.81, 95% CI: 1.02–3.21, attributable proportion: 0.43, 95% CI: 0.11–0.74). In conclusion, homozygosity at the FGG variant and active cancer yielded a synergistic effect on the risk of VTE.
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Affiliation(s)
- Benedikte Paulsen
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - Hanne Skille
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - Erin N Smith
- Department of Pediatrics and Rady's Children's Hospital, University of California, San Diego, La Jolla, CA, USA
| | - Kristian Hveem
- St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway.,K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Maiken E Gabrielsen
- HUNT Research Centre, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway.,K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Sigrid K Brækkan
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway.,Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Frits R Rosendaal
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway.,Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Kelly A Frazer
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway.,Department of Pediatrics and Rady's Children's Hospital, University of California, San Diego, La Jolla, CA, USA
| | - Olga V Gran
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - John-Bjarne Hansen
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway.,Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
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15
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Benaglio P, D'Antonio-Chronowska A, Ma W, Yang F, Young Greenwald WW, Donovan MKR, DeBoever C, Li H, Drees F, Singhal S, Matsui H, van Setten J, Sotoodehnia N, Gaulton KJ, Smith EN, D'Antonio M, Rosenfeld MG, Frazer KA. Allele-specific NKX2-5 binding underlies multiple genetic associations with human electrocardiographic traits. Nat Genet 2019; 51:1506-1517. [PMID: 31570892 PMCID: PMC6858543 DOI: 10.1038/s41588-019-0499-3] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Accepted: 08/15/2019] [Indexed: 12/15/2022]
Abstract
The cardiac transcription factor (TF) gene NKX2-5 has been associated with electrocardiographic (EKG) traits through genome-wide association studies (GWASs), but the extent to which differential binding of NKX2-5 at common regulatory variants contributes to these traits has not yet been studied. We analyzed transcriptomic and epigenomic data from induced pluripotent stem cell-derived cardiomyocytes from seven related individuals, and identified ~2,000 single-nucleotide variants associated with allele-specific effects (ASE-SNVs) on NKX2-5 binding. NKX2-5 ASE-SNVs were enriched for altered TF motifs, for heart-specific expression quantitative trait loci and for EKG GWAS signals. Using fine-mapping combined with epigenomic data from induced pluripotent stem cell-derived cardiomyocytes, we prioritized candidate causal variants for EKG traits, many of which were NKX2-5 ASE-SNVs. Experimentally characterizing two NKX2-5 ASE-SNVs (rs3807989 and rs590041) showed that they modulate the expression of target genes via differential protein binding in cardiac cells, indicating that they are functional variants underlying EKG GWAS signals. Our results show that differential NKX2-5 binding at numerous regulatory variants across the genome contributes to EKG phenotypes.
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Affiliation(s)
- Paola Benaglio
- Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California, San Diego, La Jolla, CA, USA
| | | | - Wubin Ma
- Howard Hughes Medical Institute, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Feng Yang
- Howard Hughes Medical Institute, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | | | - Margaret K R Donovan
- Bioinformatics and Systems Biology, University of California, San Diego, La Jolla, CA, USA.,Department of Biomedical Informatics, University of California, San Diego, La Jolla, CA, USA
| | - Christopher DeBoever
- Bioinformatics and Systems Biology, University of California, San Diego, La Jolla, CA, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Frauke Drees
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Sanghamitra Singhal
- Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Jessica van Setten
- Department of Cardiology, University Medical Center Utrecht, University of Utrecht, Utrecht, the Netherlands
| | - Nona Sotoodehnia
- Department of Medicine, Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, Seattle, WA, USA.,Department of Epidemiology, Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, Seattle, WA, USA
| | - Kyle J Gaulton
- Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Erin N Smith
- Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Michael G Rosenfeld
- Howard Hughes Medical Institute, Department of Medicine, University of California, San Diego, La Jolla, CA, USA.
| | - Kelly A Frazer
- Department of Pediatrics, Rady Children's Hospital, Division of Genome Information Sciences, University of California, San Diego, La Jolla, CA, USA. .,Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA.
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16
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Ghia EM, Rassenti LZ, Neuberg DS, Blanco A, Yousif F, Smith EN, McPherson JD, Hudson TJ, Harismendy O, Frazer KA, Kipps TJ. Activation of hedgehog signaling associates with early disease progression in chronic lymphocytic leukemia. Blood 2019; 133:2651-2663. [PMID: 30923040 PMCID: PMC6587306 DOI: 10.1182/blood-2018-09-873695] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Accepted: 03/11/2019] [Indexed: 12/14/2022] Open
Abstract
Targeted sequencing of 103 leukemia-associated genes in leukemia cells from 841 treatment-naive patients with chronic lymphocytic leukemia (CLL) identified 89 (11%) patients as having CLL cells with mutations in genes encoding proteins that putatively are involved in hedgehog (Hh) signaling. Consistent with this finding, there was a significant association between the presence of these mutations and the expression of GLI1 (χ2 test, P < .0001), reflecting activation of the Hh pathway. However, we discovered that 38% of cases without identified mutations also were GLI1+ Patients with GLI1+ CLL cells had a shorter median treatment-free survival than patients with CLL cells lacking expression of GLI1 independent of IGHV mutation status. We found that GANT61, a small molecule that can inhibit GLI1, was highly cytotoxic for GLI1+ CLL cells relative to that of CLL cells without GLI1. Collectively, this study shows that a large proportion of patients have CLL cells with activated Hh signaling, which is associated with early disease progression and enhanced sensitivity to inhibition of GLI1.
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MESH Headings
- Adult
- Aged
- Aged, 80 and over
- Disease Progression
- Female
- Gene Expression Regulation, Leukemic/genetics
- Hedgehog Proteins/metabolism
- Humans
- Leukemia, Lymphocytic, Chronic, B-Cell/genetics
- Leukemia, Lymphocytic, Chronic, B-Cell/metabolism
- Leukemia, Lymphocytic, Chronic, B-Cell/pathology
- Male
- Middle Aged
- Pyridines/pharmacology
- Pyrimidines/pharmacology
- Signal Transduction/drug effects
- Signal Transduction/physiology
- Zinc Finger Protein GLI1/metabolism
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Affiliation(s)
- Emanuela M Ghia
- Moores Cancer Center, University of California San Diego, La Jolla, CA
| | - Laura Z Rassenti
- Moores Cancer Center, University of California San Diego, La Jolla, CA
| | - Donna S Neuberg
- Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA
| | - Alejandro Blanco
- Programa de Genetica Humana, Universidad de Chile, Santiago, Chile
| | - Fouad Yousif
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California San Diego, La Jolla, CA
| | - John D McPherson
- Department of Biochemistry and Molecular Medicine, UC Davis School of Medicine, Sacramento, CA; and
| | | | - Olivier Harismendy
- Moores Cancer Center, University of California San Diego, La Jolla, CA
- Bioinformatics and Systems Biology, University of California San Diego, La Jolla, CA
| | - Kelly A Frazer
- Moores Cancer Center, University of California San Diego, La Jolla, CA
- Department of Pediatrics and Rady Children's Hospital, University of California San Diego, La Jolla, CA
| | - Thomas J Kipps
- Moores Cancer Center, University of California San Diego, La Jolla, CA
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17
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Lindström S, Brody JA, Turman C, Germain M, Bartz TM, Smith EN, Chen MH, Puurunen M, Chasman D, Hassler J, Pankratz N, Basu S, Guan W, Gyorgy B, Ibrahim M, Empana JP, Olaso R, Jackson R, Brækkan SK, McKnight B, Deleuze JF, O’Donnell CJ, Jouven X, Frazer KA, Psaty BM, Wiggins KL, Taylor K, Reiner AP, Heckbert SR, Kooperberg C, Ridker P, Hansen JB, Tang W, Johnson AD, Morange PE, Trégouët DA, Kraft P, Smith NL, Kabrhel C. A large-scale exome array analysis of venous thromboembolism. Genet Epidemiol 2019; 43:449-457. [PMID: 30659681 PMCID: PMC6520188 DOI: 10.1002/gepi.22187] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [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] [Received: 08/17/2018] [Revised: 11/26/2018] [Accepted: 12/11/2019] [Indexed: 01/12/2023]
Abstract
Although recent Genome-Wide Association Studies have identified novel associations for common variants, there has been no comprehensive exome-wide search for low-frequency variants that affect the risk of venous thromboembolism (VTE). We conducted a meta-analysis of 11 studies comprising 8,332 cases and 16,087 controls of European ancestry and 382 cases and 1,476 controls of African American ancestry genotyped with the Illumina HumanExome BeadChip. We used the seqMeta package in R to conduct single variant and gene-based rare variant tests. In the single variant analysis, we limited our analysis to the 64,794 variants with at least 40 minor alleles across studies (minor allele frequency [MAF] ~0.08%). We confirmed associations with previously identified VTE loci, including ABO, F5, F11, and FGA. After adjusting for multiple testing, we observed no novel significant findings in single variant or gene-based analysis. Given our sample size, we had greater than 80% power to detect minimum odds ratios greater than 1.5 and 1.8 for a single variant with MAF of 0.01 and 0.005, respectively. Larger studies and sequence data may be needed to identify novel low-frequency and rare variants associated with VTE risk.
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Affiliation(s)
- Sara Lindström
- Department of Epidemiology, University of Washington, Seattle, United States
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, United States
| | - Jennifer A. Brody
- Department of Medicine, University of Washington, Seattle, United States
| | - Constance Turman
- Department of Epidemiology Harvard TH Chan School of Public Health, Boston, United States
| | - Marine Germain
- University of Bordeaux, Inserm 1219, Bordeaux Population Health Research Center, Bordeaux, France
| | - Traci M. Bartz
- Department of Medicine, University of Washington, Seattle, United States
- Department of Biostatistics University of Washington, Seattle, United States
| | - Erin N. Smith
- Department of Pediatrics and Rady Children’s Hospital University of California, San Diego, La Jolla, United State
- Department of Clinical Medicine, UiT - The Arctic University of Norway, K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Tromsø, Norway
| | - Ming-Huei Chen
- Population Sciences Branch, National Heart, Lung and Blood Institute’s The Framingham Heart Study, Framingham, United States
| | - Marja Puurunen
- School of Medicine, Boston University, Boston, United States
| | - Daniel Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, United States
| | - Jeffrey Hassler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, United States
| | - Nathan Pankratz
- Department of Laboratory Medicine and Pathology, School of Medicine, University of Minnesota, Minneapolis, USA
| | - Saonli Basu
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, USA
| | - Weihua Guan
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, USA
| | - Beata Gyorgy
- Team Genomics & Pathophysiology of Cardiovascular Diseases, Sorbonne Universités, UPMC Univ. Paris 06, INSERM, UMR_S 1166, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Manal Ibrahim
- Laboratory of Haematology, La Timone Hospital, Marseille, France
- Aix-Marseille University, INSERM, INSERM, INRA, C2VN, Marseille, France
- CRB Assistance Publique Hopitaux de Marseille HemoVasc, Marseille, France
| | - Jean-Philippe Empana
- Department of Epidemiology, Université Paris Descartes, Sorbonne Paris Cité, INSERM UMR_S 970, Paris, France
- Faculté de Médecine, Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Robert Olaso
- Centre National de Recherche en Génomique Humaine (CNRGH), Direction de la Recherche Fondamentale, CEA, Institut de Biologie François Jacob, Evry, France
| | | | - Sigrid K. Brækkan
- Department of Clinical Medicine, UiT - The Arctic University of Norway, K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Barbara McKnight
- Department of Biostatistics University of Washington, Seattle, United States
| | - Jean-Francois Deleuze
- Centre National de Recherche en Génomique Humaine (CNRGH), Direction de la Recherche Fondamentale, CEA, Institut de Biologie François Jacob, Evry, France
| | | | - Xavier Jouven
- Department of Epidemiology, Université Paris Descartes, Sorbonne Paris Cité, INSERM UMR_S 970, Paris, France
- Department of Cardiology, Georges Pompidou European Hospital, APHP, Paris, France
| | - Kelly A. Frazer
- Department of Pediatrics and Rady Children’s Hospital University of California, San Diego, La Jolla, United State
- Department of Clinical Medicine, UiT - The Arctic University of Norway, K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Tromsø, Norway
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, United States
| | - Bruce M. Psaty
- Department of Epidemiology, University of Washington, Seattle, United States
- Department of Medicine, University of Washington, Seattle, United States
- Department of Health Services, University of Washington, Seattle, United States
- Kaiser Permanente Washington Research Institute, Kaiser Permanente Washington, Seattle, United States
| | - Kerri L. Wiggins
- Department of Medicine, University of Washington, Seattle, United States
| | | | - Alexander P. Reiner
- Department of Epidemiology, University of Washington, Seattle, United States
| | - Susan R. Heckbert
- Department of Epidemiology, University of Washington, Seattle, United States
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, United States
| | - Paul Ridker
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston, United States
| | - John-Bjarne Hansen
- Department of Clinical Medicine, UiT - The Arctic University of Norway, K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Weihong Tang
- Division of Epidemiology and Community Health, University of Minnesota, Minneapolis, United States
| | - Andrew D. Johnson
- Population Sciences Branch, National Heart, Lung and Blood Institute’s The Framingham Heart Study, Framingham, United States
| | - Pierre-Emmanuel Morange
- Laboratory of Haematology, La Timone Hospital, Marseille, France
- Aix-Marseille University, INSERM, INSERM, INRA, C2VN, Marseille, France
- CRB Assistance Publique Hopitaux de Marseille HemoVasc, Marseille, France
| | - David A. Trégouët
- University of Bordeaux, Inserm 1219, Bordeaux Population Health Research Center, Bordeaux, France
| | - Peter Kraft
- Department of Epidemiology Harvard TH Chan School of Public Health, Boston, United States
- Department of Biostatistics, Harvard TH Chan School of Public Health, Boston, United States
| | - Nicholas L. Smith
- Department of Epidemiology, University of Washington, Seattle, United States
- Kaiser Permanente Washington Research Institute, Kaiser Permanente Washington, Seattle, United States
- Department of Veteran Affairs Office of Research and Development, Seattle Epidemiologic Research and Information Center, Seattle, United States
| | - Christopher Kabrhel
- Center for Vascular Emergencies, Department of Emergency Medicine, Massachusetts General Hospital, Boston, United States
- Channing Network Medicine, Brigham and Women’s Hospital, Boston, United States
- Harvard Medical School, Boston, United States
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18
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Smith EN, D'Antonio-Chronowska A, Greenwald WW, Borja V, Aguiar LR, Pogue R, Matsui H, Benaglio P, Borooah S, D'Antonio M, Ayyagari R, Frazer KA. Human iPSC-Derived Retinal Pigment Epithelium: A Model System for Prioritizing and Functionally Characterizing Causal Variants at AMD Risk Loci. Stem Cell Reports 2019; 12:1342-1353. [PMID: 31080113 PMCID: PMC6565613 DOI: 10.1016/j.stemcr.2019.04.012] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2018] [Revised: 04/08/2019] [Accepted: 04/09/2019] [Indexed: 10/29/2022] Open
Abstract
We evaluate whether human induced pluripotent stem cell-derived retinal pigment epithelium (iPSC-RPE) cells can be used to prioritize and functionally characterize causal variants at age-related macular degeneration (AMD) risk loci. We generated iPSC-RPE from six subjects and show that they have morphological and molecular characteristics similar to those of native RPE. We generated RNA-seq, ATAC-seq, and H3K27ac ChIP-seq data and observed high similarity in gene expression and enriched transcription factor motif profiles between iPSC-RPE and human fetal RPE. We performed fine mapping of AMD risk loci by integrating molecular data from the iPSC-RPE, adult retina, and adult RPE, which identified rs943080 as the probable causal variant at VEGFA. We show that rs943080 is associated with altered chromatin accessibility of a distal ATAC-seq peak, decreased overall gene expression of VEGFA, and allele-specific expression of a non-coding transcript. Our study thus provides a potential mechanism underlying the association of the VEGFA locus with AMD.
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Affiliation(s)
- Erin N Smith
- Department of Pediatrics, University of California San Diego, La Jolla, CA 92093, USA
| | | | - William W Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Victor Borja
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| | - Lana R Aguiar
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA; Programa de Pós-Graduação em Ciências Genômicas e Biotecnologia, Universidade Católica de Brasília, Brasília, DF, Brazil
| | - Robert Pogue
- Programa de Pós-Graduação em Ciências Genômicas e Biotecnologia, Universidade Católica de Brasília, Brasília, DF, Brazil
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| | - Paola Benaglio
- Department of Pediatrics, University of California San Diego, La Jolla, CA 92093, USA
| | - Shyamanga Borooah
- Centre for Clinical Brain Sciences, School of Clinical Sciences, The University of Edinburgh, Edinburgh, UK; Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| | - Radha Ayyagari
- Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Kelly A Frazer
- Department of Pediatrics, University of California San Diego, La Jolla, CA 92093, USA; Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA; Cellular and Molecular Medicine East, 9500 Gilman Drive #0761, La Jolla, CA 92093-0761, USA.
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19
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Greenwald WW, Li H, Benaglio P, Jakubosky D, Matsui H, Schmitt A, Selvaraj S, D'Antonio M, D'Antonio-Chronowska A, Smith EN, Frazer KA. Subtle changes in chromatin loop contact propensity are associated with differential gene regulation and expression. Nat Commun 2019; 10:1054. [PMID: 30837461 PMCID: PMC6401380 DOI: 10.1038/s41467-019-08940-5] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Accepted: 02/04/2019] [Indexed: 12/13/2022] Open
Abstract
While genetic variation at chromatin loops is relevant for human disease, the relationships between contact propensity (the probability that loci at loops physically interact), genetics, and gene regulation are unclear. We quantitatively interrogate these relationships by comparing Hi-C and molecular phenotype data across cell types and haplotypes. While chromatin loops consistently form across different cell types, they have subtle quantitative differences in contact frequency that are associated with larger changes in gene expression and H3K27ac. For the vast majority of loci with quantitative differences in contact frequency across haplotypes, the changes in magnitude are smaller than those across cell types; however, the proportional relationships between contact propensity, gene expression, and H3K27ac are consistent. These findings suggest that subtle changes in contact propensity have a biologically meaningful role in gene regulation and could be a mechanism by which regulatory genetic variants in loop anchors mediate effects on expression.
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Affiliation(s)
- William W Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, 92093, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, 92093, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Paola Benaglio
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA, 92093, USA
| | - David Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA, 92093, USA
- Department of Biomedical Sciences, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, 92093, USA
| | | | | | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, 92093, USA
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, 92093, USA
| | | | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA, 92093, USA.
| | - Kelly A Frazer
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, 92093, USA.
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA, 92093, USA.
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20
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Budde M, Friedrichs S, Alliey-Rodriguez N, Ament S, Badner JA, Berrettini WH, Bloss CS, Byerley W, Cichon S, Comes AL, Coryell W, Craig DW, Degenhardt F, Edenberg HJ, Foroud T, Forstner AJ, Frank J, Gershon ES, Goes FS, Greenwood TA, Guo Y, Hipolito M, Hood L, Keating BJ, Koller DL, Lawson WB, Liu C, Mahon PB, McInnis MG, McMahon FJ, Meier SM, Mühleisen TW, Murray SS, Nievergelt CM, Nurnberger JI, Nwulia EA, Potash JB, Quarless D, Rice J, Roach JC, Scheftner WA, Schork NJ, Shekhtman T, Shilling PD, Smith EN, Streit F, Strohmaier J, Szelinger S, Treutlein J, Witt SH, Zandi PP, Zhang P, Zöllner S, Bickeböller H, Falkai PG, Kelsoe JR, Nöthen MM, Rietschel M, Schulze TG, Malzahn D. Efficient region-based test strategy uncovers genetic risk factors for functional outcome in bipolar disorder. Eur Neuropsychopharmacol 2019; 29:156-170. [PMID: 30503783 DOI: 10.1016/j.euroneuro.2018.10.005] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Revised: 10/16/2018] [Accepted: 10/23/2018] [Indexed: 11/21/2022]
Abstract
Genome-wide association studies of case-control status have advanced the understanding of the genetic basis of psychiatric disorders. Further progress may be gained by increasing sample size but also by new analysis strategies that advance the exploitation of existing data, especially for clinically important quantitative phenotypes. The functionally-informed efficient region-based test strategy (FIERS) introduced herein uses prior knowledge on biological function and dependence of genotypes within a powerful statistical framework with improved sensitivity and specificity for detecting consistent genetic effects across studies. As proof of concept, FIERS was used for the first genome-wide single nucleotide polymorphism (SNP)-based investigation on bipolar disorder (BD) that focuses on an important aspect of disease course, the functional outcome. FIERS identified a significantly associated locus on chromosome 15 (hg38: chr15:48965004 - 49464789 bp) with consistent effect strength between two independent studies (GAIN/TGen: European Americans, BOMA: Germans; n = 1592 BD patients in total). Protective and risk haplotypes were found on the most strongly associated SNPs. They contain a CTCF binding site (rs586758); CTCF sites are known to regulate sets of genes within a chromatin domain. The rs586758 - rs2086256 - rs1904317 haplotype is located in the promoter flanking region of the COPS2 gene, close to microRNA4716, and the EID1, SHC4, DTWD1 genes as plausible biological candidates. While implication with BD is novel, COPS2, EID1, and SHC4 are known to be relevant for neuronal differentiation and function and DTWD1 for psychopharmacological side effects. The test strategy FIERS that enabled this discovery is equally applicable for tag SNPs and sequence data.
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Affiliation(s)
- Monika Budde
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstr. 7, Munich 80336, Germany
| | - Stefanie Friedrichs
- Department of Genetic Epidemiology, University Medical Center Göttingen, Georg-August-University, Göttingen 37099, Germany
| | - Ney Alliey-Rodriguez
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL 60637, United States
| | - Seth Ament
- Institute for Systems Biology, Seattle, WA 98109, United States
| | - Judith A Badner
- Department of Psychiatry, Rush University Medical Center, Chicago, IL 60612, United States
| | - Wade H Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104, United States
| | - Cinnamon S Bloss
- University of California San Diego, La Jolla, CA 92093, United States
| | - William Byerley
- Department of Psychiatry, University of California at San Francisco, San Francisco, CA 94103, United States
| | - Sven Cichon
- Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel 4031, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel 4031, Switzerland; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich 52425, Germany
| | - Ashley L Comes
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstr. 7, Munich 80336, Germany; International Max Planck Research School for Translational Psychiatry, Max Planck Institute of Psychiatry, Munich 80804, Germany
| | - William Coryell
- University of Iowa Hospitals and Clinics, Iowa City, IA 52242, United States
| | - David W Craig
- The Translational Genomics Research Institute, Phoenix, AZ 85004, United States
| | - Franziska Degenhardt
- Institute of Human Genetics, School of Medicine & University Hospital Bonn, University of Bonn, Bonn 53127, Germany; Department of Genomics, Life & Brain Center, University of Bonn, Bonn 53127, Germany
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN 46202, United States; Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, United States
| | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, United States
| | - Andreas J Forstner
- Institute of Human Genetics, School of Medicine & University Hospital Bonn, University of Bonn, Bonn 53127, Germany; Department of Genomics, Life & Brain Center, University of Bonn, Bonn 53127, Germany; Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel 4031, Switzerland; Department of Psychiatry (UPK), University of Basel, Basel 4012, Switzerland
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Elliot S Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL 60637, United States
| | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD 21287, United States
| | - Tiffany A Greenwood
- Department of Psychiatry, University of California San Diego, San Diego, CA 92093, United States
| | - Yiran Guo
- Center for Applied Genomics, Children's Hospital of Philadelphia, Abramson Research Center, Philadelphia, PA 19104, United States; Beijing Genomics Institute at Shenzhen, Shenzhen 518083, China
| | - Maria Hipolito
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC 20060, United States
| | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, United States
| | - Brendan J Keating
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA 19104-5159, United States; Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104-5158, United States
| | - Daniel L Koller
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, United States
| | - William B Lawson
- Dell Medical School, University of Texas at Austin, Austin, TX 78723, United States
| | - Chunyu Liu
- SUNY Upstate Medical University, Syracuse, NY 13210, United States
| | - Pamela B Mahon
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD 21287, United States
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI 48105, United States
| | - Francis J McMahon
- U.S. Department of Health & Human Services, Intramural Research Program, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20894, United States
| | - Sandra M Meier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany; National Centre for Register-Based Research, Aarhus University, Aarhus V 8210, Denmark
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich 52425, Germany; Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel 4031, Switzerland
| | - Sarah S Murray
- Scripps Genomic Medicine & The Scripps Translational Sciences Institute (STSI), La Jolla, CA 92037, United States; Department of Pathology, University of California San Diego, La Jolla, CA 92093, United States
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California San Diego, San Diego, CA 92093, United States
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN 46202, United States
| | - Evaristus A Nwulia
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC 20060, United States
| | - James B Potash
- Department of Psychiatry, Carver College of Medicine, University of Iowa School of Medicine, Iowa City, IA 52242, United States
| | - Danjuma Quarless
- J. Craig Venter Institute, La Jolla, CA 92037, United States; University of California San Diego, La Jolla, CA 92093, United States
| | - John Rice
- Department of Psychiatry, Washington University School of Medicine in St. Louis, St. Louis, MO 63110, United States
| | - Jared C Roach
- Institute for Systems Biology, Seattle, WA 98109, United States
| | | | - Nicholas J Schork
- J. Craig Venter Institute, La Jolla, CA 92037, United States; The Translational Genomics Research Institute, Phoenix, AZ 85004, United States; University of California San Diego, La Jolla, CA 92093, United States
| | - Tatyana Shekhtman
- Department of Psychiatry, University of California San Diego, San Diego, CA 92093, United States
| | - Paul D Shilling
- Department of Psychiatry, University of California San Diego, San Diego, CA 92093, United States
| | - Erin N Smith
- Scripps Genomic Medicine & The Scripps Translational Sciences Institute (STSI), La Jolla, CA 92037, United States; Department of Pediatrics and Rady's Children's Hospital, School of Medicine, University of California San Diego, La Jolla, CA 92037, United States
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Szabolcs Szelinger
- The Translational Genomics Research Institute, Phoenix, AZ 85004, United States
| | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Peter P Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, United States
| | - Peng Zhang
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, United States
| | - Sebastian Zöllner
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI 48109, United States; Department of Psychiatry, University of Michigan, Ann Arbor, MI 48105, United States
| | - Heike Bickeböller
- Department of Genetic Epidemiology, University Medical Center Göttingen, Georg-August-University, Göttingen 37099, Germany
| | - Peter G Falkai
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich 80336, Germany
| | - John R Kelsoe
- Department of Psychiatry, University of California San Diego, San Diego, CA 92093, United States
| | - Markus M Nöthen
- Institute of Human Genetics, School of Medicine & University Hospital Bonn, University of Bonn, Bonn 53127, Germany; Department of Genomics, Life & Brain Center, University of Bonn, Bonn 53127, Germany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Nussbaumstr. 7, Munich 80336, Germany; Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim 68159, Germany; Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD 21287, United States; U.S. Department of Health & Human Services, Intramural Research Program, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20894, United States.
| | - Dörthe Malzahn
- Department of Genetic Epidemiology, University Medical Center Göttingen, Georg-August-University, Göttingen 37099, Germany.
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21
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Ligthart S, Vaez A, Võsa U, Stathopoulou MG, de Vries PS, Prins BP, Van der Most PJ, Tanaka T, Naderi E, Rose LM, Wu Y, Karlsson R, Barbalic M, Lin H, Pool R, Zhu G, Macé A, Sidore C, Trompet S, Mangino M, Sabater-Lleal M, Kemp JP, Abbasi A, Kacprowski T, Verweij N, Smith AV, Huang T, Marzi C, Feitosa MF, Lohman KK, Kleber ME, Milaneschi Y, Mueller C, Huq M, Vlachopoulou E, Lyytikäinen LP, Oldmeadow C, Deelen J, Perola M, Zhao JH, Feenstra B, Amini M, Lahti J, Schraut KE, Fornage M, Suktitipat B, Chen WM, Li X, Nutile T, Malerba G, Luan J, Bak T, Schork N, Del Greco M F, Thiering E, Mahajan A, Marioni RE, Mihailov E, Eriksson J, Ozel AB, Zhang W, Nethander M, Cheng YC, Aslibekyan S, Ang W, Gandin I, Yengo L, Portas L, Kooperberg C, Hofer E, Rajan KB, Schurmann C, den Hollander W, Ahluwalia TS, Zhao J, Draisma HHM, Ford I, Timpson N, Teumer A, Huang H, Wahl S, Liu Y, Huang J, Uh HW, Geller F, Joshi PK, Yanek LR, Trabetti E, Lehne B, Vozzi D, Verbanck M, Biino G, Saba Y, Meulenbelt I, O'Connell JR, Laakso M, Giulianini F, Magnusson PKE, Ballantyne CM, Hottenga JJ, Montgomery GW, Rivadineira F, Rueedi R, Steri M, Herzig KH, Stott DJ, Menni C, Frånberg M, St Pourcain B, Felix SB, Pers TH, Bakker SJL, Kraft P, Peters A, Vaidya D, Delgado G, Smit JH, Großmann V, Sinisalo J, Seppälä I, Williams SR, Holliday EG, Moed M, Langenberg C, Räikkönen K, Ding J, Campbell H, Sale MM, Chen YDI, James AL, Ruggiero D, Soranzo N, Hartman CA, Smith EN, Berenson GS, Fuchsberger C, Hernandez D, Tiesler CMT, Giedraitis V, Liewald D, Fischer K, Mellström D, Larsson A, Wang Y, Scott WR, Lorentzon M, Beilby J, Ryan KA, Pennell CE, Vuckovic D, Balkau B, Concas MP, Schmidt R, Mendes de Leon CF, Bottinger EP, Kloppenburg M, Paternoster L, Boehnke M, Musk AW, Willemsen G, Evans DM, Madden PAF, Kähönen M, Kutalik Z, Zoledziewska M, Karhunen V, Kritchevsky SB, Sattar N, Lachance G, Clarke R, Harris TB, Raitakari OT, Attia JR, van Heemst D, Kajantie E, Sorice R, Gambaro G, Scott RA, Hicks AA, Ferrucci L, Standl M, Lindgren CM, Starr JM, Karlsson M, Lind L, Li JZ, Chambers JC, Mori TA, de Geus EJCN, Heath AC, Martin NG, Auvinen J, Buckley BM, de Craen AJM, Waldenberger M, Strauch K, Meitinger T, Scott RJ, McEvoy M, Beekman M, Bombieri C, Ridker PM, Mohlke KL, Pedersen NL, Morrison AC, Boomsma DI, Whitfield JB, Strachan DP, Hofman A, Vollenweider P, Cucca F, Jarvelin MR, Jukema JW, Spector TD, Hamsten A, Zeller T, Uitterlinden AG, Nauck M, Gudnason V, Qi L, Grallert H, Borecki IB, Rotter JI, März W, Wild PS, Lokki ML, Boyle M, Salomaa V, Melbye M, Eriksson JG, Wilson JF, Penninx BWJH, Becker DM, Worrall BB, Gibson G, Krauss RM, Ciullo M, Zaza G, Wareham NJ, Oldehinkel AJ, Palmer LJ, Murray SS, Pramstaller PP, Bandinelli S, Heinrich J, Ingelsson E, Deary IJ, Mägi R, Vandenput L, van der Harst P, Desch KC, Kooner JS, Ohlsson C, Hayward C, Lehtimäki T, Shuldiner AR, Arnett DK, Beilin LJ, Robino A, Froguel P, Pirastu M, Jess T, Koenig W, Loos RJF, Evans DA, Schmidt H, Smith GD, Slagboom PE, Eiriksdottir G, Morris AP, Psaty BM, Tracy RP, Nolte IM, Boerwinkle E, Visvikis-Siest S, Reiner AP, Gross M, Bis JC, Franke L, Franco OH, Benjamin EJ, Chasman DI, Dupuis J, Snieder H, Dehghan A, Alizadeh BZ. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders. Am J Hum Genet 2018; 103:691-706. [PMID: 30388399 PMCID: PMC6218410 DOI: 10.1016/j.ajhg.2018.09.009] [Citation(s) in RCA: 250] [Impact Index Per Article: 41.7] [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] [Accepted: 09/20/2018] [Indexed: 02/07/2023] Open
Abstract
C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10-8). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.
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Affiliation(s)
- Symen Ligthart
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands
| | - Ahmad Vaez
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Department of Bioinformatics, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
| | - Urmo Võsa
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu 51010, Estonia
| | | | - Paul S de Vries
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands; Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Bram P Prins
- Department of Human Genetics, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK
| | - Peter J Van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD 21224, USA
| | - Elnaz Naderi
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Department of Radiation Oncology, University of Groningen, University Medical Center Groningen, Groningen 9713 GZ, the Netherlands
| | - Lynda M Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02215, USA
| | - Ying Wu
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm 17177, Sweden
| | - Maja Barbalic
- University of Split School of Medicine, Split 21000, Croatia
| | - Honghuang Lin
- Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - René Pool
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands; Amsterdam Public Health research institute, VU University Medical Center, Amsterdam 1081 BT, the Netherlands
| | - Gu Zhu
- QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Aurélien Macé
- Department of Computational Biology, University of Lausanne, Lausanne 1010, Switzerland; Swiss Institute of Bioinformatics, Lausanne 1015, Switzerland; Institute of Social and Preventive Medicine, University Hospital of Lausanne, Lausanne 1010, Switzerland
| | - Carlo Sidore
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Sardinia 08045, Italy
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden 2300 RC, the Netherlands; Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2333 ZA, the Netherlands
| | - Massimo Mangino
- Department of Twin Research & Genetic Epidemiology, King's College London, London SE1 7EH, UK; NIHR Biomedical Research Centre at Guy's and St. Thomas' Foundation Trust, London SE1 9RT, UK
| | - Maria Sabater-Lleal
- Unit of Genomics of Complex Diseases, Institut d'Investigació Biomèdica Sant Pau, Barcelona 08025, Spain; Cardiovascular Medicine Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Stockholm 17176, Sweden
| | - John P Kemp
- University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, QLD 4102, Australia; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK
| | - Ali Abbasi
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands; Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen 9713 GZ, the Netherlands; MRC Epidemiology Unit, University of Cambridge School of Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Addenbrooke's Hospital, Cambridge CB2 0QQ, UK
| | - Tim Kacprowski
- Department of Functional Genomics, Interfaculty Institute for Genetics and Functional Genomics, University Medicine and Ernst-Moritz-Arndt University Greifswald, Greifswald 17475, Germany; German Centre for Cardiovascular Research, Partner Site Greifswald, Greifswald 17475, Germany
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen 9713 AV, the Netherlands
| | - Albert V Smith
- Icelandic Heart Association, Kopavogur 201, Iceland; Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Tao Huang
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing 100191, China; Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Carola Marzi
- Institute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; German Center for Diabetes Research, Partner Site Munich, Munich 85764, Germany
| | - Mary F Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO 63108-2212, USA
| | - Kurt K Lohman
- Department of Epidemiology and Prevention, Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157, USA
| | - Marcus E Kleber
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim 68167, Germany
| | - Yuri Milaneschi
- Department of Psychiatry, Amsterdam Neuroscience and Amsterdam Public Health Research Institute, Amsterdam University Medical Center/GGZ inGeest Research & Innovation, Amsterdam 1081 HJ, the Netherlands
| | - Christian Mueller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg 20246, Germany; Institute of Medical Biometry and Statistics, University Medical Center Schleswig-Holstein, Campus Luebeck, Lübeck 23562, Germany; German Center for Cardiovascular Research, Partner Site RhineMain, 55131 Mainz, Germany
| | - Mahmudul Huq
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Efthymia Vlachopoulou
- Transplantation Laboratory, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33014, Finland; Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33520, Finland
| | - Christopher Oldmeadow
- Hunter Medical Research Institute, New Lambon Heights, NSW 2305, Australia; Centre for Clinical Epidemiology & Biostatistics, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Joris Deelen
- Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands; Max Planck Institute for Biology of Ageing, Cologne 50931, Germany
| | - Markus Perola
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen 2300, Denmark
| | - Marzyeh Amini
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Jari Lahti
- Helsinki Collegium for Advanced Studies, University of Helsinki, Helsinki 00014, Finland; Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki 00014, Finland; Folkhälsan Research Centre, Helsinki 00250, Finland
| | - Katharina E Schraut
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH16 4UX, UK
| | - Myriam Fornage
- Human Genetics Center, School of Public Health and Brown Foundation Institute of Molecular Medicine, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Bhoom Suktitipat
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Wei-Min Chen
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Xiaohui Li
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Teresa Nutile
- Institute of Genetics and Biophysics "A. Buzzati-Traverso," Consiglio Nazionale delle Ricerche, Napoli 80131, Italy
| | - Giovanni Malerba
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona 37134, Italy
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Tom Bak
- Interdisciplinary Center Psychopathology and Emotion regulation, University Medical Center Groningen, University of Groningen, Groningen 9700 RB, the Netherlands
| | - Nicholas Schork
- Human Biology, J. Craig Venter Institute, La Jolla, CA 92037, USA; Quantitative Medicine, Translational Genomics Research Institute, Phoenix, AZ 85004, USA
| | - Fabiola Del Greco M
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano 39100, Italy
| | - Elisabeth Thiering
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Centre for Environmental Health, Neuherberg 85764, Germany; Ludwig Maximilian University of Munich, Dr. von Hauner Children's Hospital, Munich 80337, Germany
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - Riccardo E Marioni
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Evelin Mihailov
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu 51010, Estonia
| | - Joel Eriksson
- Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 41345, Sweden
| | - Ayse Bilge Ozel
- Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109-5618, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London W2 1PG, UK; Department of Cardiology, Ealing Hospital, Middlesex UB1 3HW, UK
| | - Maria Nethander
- Bioinformatics Core Facility, Sahlgrenska Academy, University of Gothenburg, Gothenburg 413 90, Sweden
| | - Yu-Ching Cheng
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Stella Aslibekyan
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294-0022, USA
| | - Wei Ang
- Medical School, University of Western Australia, Perth, WA 6009, Australia
| | | | - Loïc Yengo
- Centre National de la Recherche Scientifique UMR 8199, University of Lille, Institut Pasteur de Lille, European Genomic Institute for Diabetes, FR 3508, 59000 Lille, France; Program in Complex Trait Genomics, Institute for Molecular Bioscience, University of Queensland, St. Lucia, Brisbane, QLD 4072, Australia
| | - Laura Portas
- Support OU, Institute of Genetic and Biomedic Research, Consiglio Nazionale delle Ricerche, Sassari 7100, Italy
| | - Charles Kooperberg
- Fred Hutchinson Cancer Research Center, Public Health Sciences Division, Mail Stop M3-A410, 1100 Fairview Ave. N., Seattle, WA, USA
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz 8036, Austria; Institute of Medical Informatics, Statistics and Documentation, Medical University Graz, Graz 8036, Austria
| | - Kumar B Rajan
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL 60612, USA
| | - Claudia Schurmann
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Wouter den Hollander
- Department of Medical Statistics and Bio-informatics, Section Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Tarunveer S Ahluwalia
- Steno Diabetes Center Copenhagen, Gentofte 2820, Denmark; Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2100, Denmark
| | - Jing Zhao
- Center for Integrative Genomics, School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Harmen H M Draisma
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands; Amsterdam Public Health research institute, VU University Medical Center, Amsterdam 1081 BT, the Netherlands; Neuroscience Campus Amsterdam, Amsterdam 1081 HV, the Netherlands
| | - Ian Ford
- Robertson Centre for Biostatistics, University of Glasgow, Glasgow G12 8QQ, UK
| | - Nicholas Timpson
- MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK
| | - Alexander Teumer
- Department SHIP-KEF, Institute for Community Medicine, University Medicine Greifswald, Greifswald 17475, Germany
| | - Hongyan Huang
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Simone Wahl
- Institute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; German Center for Diabetes Research, Partner Site Munich, Munich 85764, Germany
| | - YongMei Liu
- Department of Epidemiology and Prevention, Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157, USA
| | - Jie Huang
- Boston VA Research Institute, Inc., Boston, MA 02130, USA
| | - Hae-Won Uh
- Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen 2300, Denmark
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH16 4UX, UK
| | - Lisa R Yanek
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Elisabetta Trabetti
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona 37134, Italy
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, Imperial College London, London W2 1PG, UK
| | - Diego Vozzi
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo," Trieste 34140, Italy
| | - Marie Verbanck
- Centre National de la Recherche Scientifique UMR 8199, University of Lille, Institut Pasteur de Lille, European Genomic Institute for Diabetes, FR 3508, 59000 Lille, France
| | - Ginevra Biino
- Institute of Molecular Genetics, Consiglio Nazionale delle Ricerche, Pavia 27100, Italy
| | - Yasaman Saba
- Gottfried Schatz Research Center, Institute for Molecular Biology and Biochemistry, 8010 Graz, Austria
| | - Ingrid Meulenbelt
- Department of Medical Statistics and Bio-informatics, Section Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Jeff R O'Connell
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio 70210, Finland
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02215, USA
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm 17177, Sweden
| | - Christie M Ballantyne
- Department of Medicine, Baylor College of Medicine, Houston, TX 77030, USA; Methodist DeBakey Heart and Vascular Center, Houston, TX 77030, USA
| | - Jouke Jan Hottenga
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Fernando Rivadineira
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam 3015 CN, the Netherlands
| | - Rico Rueedi
- Department of Computational Biology, University of Lausanne, Lausanne 1010, Switzerland; Swiss Institute of Bioinformatics, Lausanne 1015, Switzerland
| | - Maristella Steri
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Sardinia 08045, Italy
| | - Karl-Heinz Herzig
- Department of Physiology, Institute of Biomedicine, University of Oulu, Medical Research Center Oulu and Oulu University Hospital, Oulu 90014, Finland; Biocenter Oulu, University of Oulu, Oulu 90220, Finland; Department of Gastroenterology and Metabolism, Poznan University of Medical Sciences, Poznan 60-512, Poland
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow G12 8QQ, UK
| | - Cristina Menni
- Department of Twin Research & Genetic Epidemiology, King's College London, London SE1 7EH, UK
| | - Mattias Frånberg
- Cardiovascular Medicine Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Stockholm 17176, Sweden; Department of Numerical Analysis and Computer Science, Stockholm University, Stockholm 100 44, Sweden
| | - Beate St Pourcain
- MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK; Donders Institute, Radboud University, Nijmegen 6525 XD, the Netherlands
| | - Stephan B Felix
- German Centre for Cardiovascular Research, Partner Site Greifswald, Greifswald 17475, Germany; Department for Internal Medicine B, University Medicine Greifswald, Greifswald 17475, Germany
| | - Tune H Pers
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen 2300, Denmark; Novo Nordisk Foundation Centre for Basic Metabolic Research, Section of Metabolic Genetics, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2100, Denmark
| | - Stephan J L Bakker
- Department of Internal Medicine, University of Groningen, University Medical Center Groningen, Groningen 9713 GZ, the Netherlands
| | - Peter Kraft
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Annette Peters
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherber 85764, Germany
| | - Dhananjay Vaidya
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Graciela Delgado
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim 68167, Germany
| | - Johannes H Smit
- Department of Psychiatry, Amsterdam Neuroscience and Amsterdam Public Health Research Institute, Amsterdam University Medical Center/GGZ inGeest Research & Innovation, Amsterdam 1081 HJ, the Netherlands
| | - Vera Großmann
- Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University Mainz, Mainz 55131, Germany
| | - Juha Sinisalo
- Heart and Lung Center, Helsinki University Hospital and Helsinki University, Helsinki 00029, Finland
| | - Ilkka Seppälä
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33014, Finland; Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33520, Finland
| | - Stephen R Williams
- Department of Neurology, University of Virginia, Charlottesville, VA 22908, USA
| | - Elizabeth G Holliday
- Hunter Medical Research Institute, New Lambon Heights, NSW 2305, Australia; Centre for Clinical Epidemiology & Biostatistics, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Matthijs Moed
- Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, Helsinki 00014, Finland
| | - Jingzhong Ding
- Department of Internal Medicine/Geriatrics, Wake Forest University Health Sciences, Winston-Salem, NC 27157, USA
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH16 4UX, UK
| | - Michele M Sale
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA 22908, USA
| | - Yii-Der I Chen
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Alan L James
- Busselton Population Medical Research Institute, Sir Charles Gairdner Hospital, Nedlands, WA 6009, Australia; Department of Pulmonary Physiology and Sleep Medicine, Sir Charles Gairdner Hospital, Nedlands, WA 6009, Australia
| | - Daniela Ruggiero
- Institute of Genetics and Biophysics "A. Buzzati-Traverso," Consiglio Nazionale delle Ricerche, Napoli 80131, Italy; IRCCS Neuromed, Pozzilli (IS) 86077, Italy
| | - Nicole Soranzo
- Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Catharina A Hartman
- Interdisciplinary Center Psychopathology and Emotion regulation, University Medical Center Groningen, University of Groningen, Groningen 9700 RB, the Netherlands
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, School of Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Gerald S Berenson
- Center for Cardiovascular Health, Tulane University, New Orleans, LA 70112, USA
| | - Christian Fuchsberger
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano 39100, Italy
| | - Dena Hernandez
- Laboratory of Neurogenetics, National Institute on Aging, Bethesda, MD 20892, USA
| | - Carla M T Tiesler
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Centre for Environmental Health, Neuherberg 85764, Germany; Ludwig Maximilian University of Munich, Dr. von Hauner Children's Hospital, Munich 80337, Germany
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Molecular Geriatrics, Uppsala University, Uppsala 752 37, Sweden
| | - David Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Krista Fischer
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu 51010, Estonia
| | - Dan Mellström
- Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 41345, Sweden
| | - Anders Larsson
- Department of Medical Sciences, Uppsala University, Uppsala 751 41, Sweden
| | - Yunmei Wang
- Department of Medicine, Case Cardiovascular Research Institute, Case Western Reserve University, Harrington Heart & Vascular Institute, University Hospitals, Cleveland, OH 44106, USA
| | - William R Scott
- Department of Epidemiology and Biostatistics, Imperial College London, London W2 1PG, UK
| | - Matthias Lorentzon
- Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 41345, Sweden; Geriatric Medicine, Sahlgrenska University Hospital, Mölndal 431 80, Sweden
| | - John Beilby
- PathWest Laboratory Medicine WA, Nedlands, WA 6009, Australia; School of Biomedical Sciences, University of Western Australia, Crawley, Perth, WA 6009, Australia
| | - Kathleen A Ryan
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Craig E Pennell
- Medical School, University of Western Australia, Perth, WA 6009, Australia
| | - Dragana Vuckovic
- Medical Sciences, Surgical and Health Department, University of Trieste, Trieste 34137, Italy
| | - Beverly Balkau
- INSERM U1018, Centre de Recherche en Epidémiologie et Santé des Populations, Team 5 (EpReC, Renal, and Cardiovascular Epidemiology), Université de Versailles Saint-Quentin-en-Yvelines, Université Paris-Saclay, Villejuif 94807, France
| | - Maria Pina Concas
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo," Trieste 34140, Italy
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University Graz, Graz 8036, Austria
| | - Carlos F Mendes de Leon
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Erwin P Bottinger
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Pharmacology and Systems Therapeutics, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Margreet Kloppenburg
- Department of Rheumatology, Leiden University Medical Center, Leiden 2300 RC, the Netherlands; Department of Clinical Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Lavinia Paternoster
- MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK
| | - Michael Boehnke
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI 48109, USA
| | - A W Musk
- Busselton Population Medical Research Institute, Sir Charles Gairdner Hospital, Nedlands, WA 6009, Australia; Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, WA 6009, Australia
| | - Gonneke Willemsen
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands
| | - David M Evans
- University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, QLD 4102, Australia; MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, 4560 Clayton Ave., Suite 1000, St. Louis, MO 63110, USA
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital, Tampere 33520, Finland; Department of Clinical Physiology, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33520, Finland
| | - Zoltán Kutalik
- Swiss Institute of Bioinformatics, Lausanne 1015, Switzerland; Institute of Social and Preventive Medicine, University Hospital of Lausanne, Lausanne 1010, Switzerland
| | - Magdalena Zoledziewska
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Sardinia 08045, Italy
| | - Ville Karhunen
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, 90014 Oulun yliopisto, Finland
| | - Stephen B Kritchevsky
- Gerontology and Geriatric Medicine, Sticht Center on Aging and Rehabilitation, Wake Forest University Health Sciences, Winston-Salem, NC 27157, USA
| | - Naveed Sattar
- BHF Glasgow Cardiovascular Research Centre, Faculty of Medicine, Glasgow G12 8TA, UK
| | - Genevieve Lachance
- Department of Twin Research & Genetic Epidemiology, King's College London, London SE1 7EH, UK
| | - Robert Clarke
- Clinical Trial Service Unit, Nuffield Department of Population Health, University of Oxford, Oxford OX3 7LF, UK
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, National Institutes of Health, Bethesda, MD 20892, USA
| | - Olli T Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku 20520, Finland; Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku 20520, Finland
| | - John R Attia
- Hunter Medical Research Institute, New Lambon Heights, NSW 2305, Australia; Centre for Clinical Epidemiology & Biostatistics, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW 2308, Australia; John Hunter Hospital, New Lambton Heights, NWS 2305, Australia
| | - Diana van Heemst
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2333 ZA, the Netherlands
| | - Eero Kajantie
- Chronic Disease Prevention Unit, National Institute for Health and Welfare, Helsinki 00014, Finland; Hospital for Children and Adolescents, Helsinki University Central Hospital and University of Helsinki, Helsinki 00290, Finland; Department of Obstetrics and Gynaecology, MRC Oulu, Oulu University Hospital and University of Oulu, Oulu 90014, Finland
| | - Rossella Sorice
- Institute of Genetics and Biophysics "A. Buzzati-Traverso," Consiglio Nazionale delle Ricerche, Napoli 80131, Italy
| | - Giovanni Gambaro
- Division of Nephrology and Dialysis, Columbus-Gemelli University Hospital, Università Cattolica del Sacro Cuore, Roma 168, Italy
| | - Robert A Scott
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Andrew A Hicks
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano 39100, Italy
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, MD 21224, USA
| | - Marie Standl
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Centre for Environmental Health, Neuherberg 85764, Germany
| | - Cecilia M Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK; Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford OX3 7FZ, UK; Program in Medical and Population Genetics, Broad Institute, Cambridge, MA 02142, USA
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Alzheimer's Scotland Dementia Research Centre, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Magnus Karlsson
- Department of Clinical Sciences and Orthopaedic Surgery, Lund University, Malmo 20502, Sweden
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala 751 41, Sweden
| | - Jun Z Li
- Department of Human Genetics, University of Michigan, Ann Arbor, MI 48109-5618, USA
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London W2 1PG, UK; Department of Cardiology, Ealing Hospital, Middlesex UB1 3HW, UK; Imperial College Healthcare NHS Trust, London W12 0HS, UK; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore; MRC-PHE Centre for Environment and Health, Imperial College London, London W2 1PG, UK
| | - Trevor A Mori
- Medical School, University of Western Australia, Perth, WA 6009, Australia
| | - Eco J C N de Geus
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands; Amsterdam Public Health research institute, VU University Medical Center, Amsterdam 1081 BT, the Netherlands
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, 4560 Clayton Ave., Suite 1000, St. Louis, MO 63110, USA
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - Juha Auvinen
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, 90014 Oulun yliopisto, Finland; Unit of Primary Health Care, Oulu University Hospital, Oulu 90220, Finland
| | - Brendan M Buckley
- Department of Epidemiology and Public Health, University College Cork, Cork T12 K8AF, Ireland
| | - Anton J M de Craen
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden 2333 ZA, the Netherlands
| | - Melanie Waldenberger
- Institute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; German Center for Cardiovascular Research, Partner Site Munich Heart Alliance, 80636 Munich, Germany
| | - Konstantin Strauch
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; Genetic Epidemiology, Institute of Medical Informatics, Biometry, and Epidemiology, Faculty of Medicine, Ludwig Maximilian University of Munich, Neuherberg 85764, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Technische Universität München, Munich 85764, Germany; Institute of Human Genetics, Helmholtz Zentrum München, Neuherberg 85764, Germany; Munich Cluster for Systems Neurology (SyNergy), Munich 81377, Germany
| | - Rodney J Scott
- Hunter Medical Research Institute, New Lambon Heights, NSW 2305, Australia; Information-Based Medicine Stream, Hunter Medical Research Institute, New Lambton Heights, NSW 2305, Australia
| | - Mark McEvoy
- Hunter Medical Research Institute, New Lambon Heights, NSW 2305, Australia; Centre for Clinical Epidemiology & Biostatistics, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Marian Beekman
- Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | - Cristina Bombieri
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona 37134, Italy
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm 17177, Sweden
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Dorret I Boomsma
- Department of Biological Psychology, Netherlands Twin Register, Vrije Universiteit, Amsterdam 1081 BT, the Netherlands
| | - John B Whitfield
- QIMR Berghofer Medical Research Institute, Brisbane, QLD 4006, Australia
| | - David P Strachan
- Population Health Research Institute, St. George's, University of London, London SW17 0RE, UK
| | - Albert Hofman
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands
| | - Peter Vollenweider
- Department of Internal Medicine, Centre Hospitalier Universitaire Vaudois, Lausanne 1011, Switzerland
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, Consiglio Nazionale delle Ricerche, Sardinia 08045, Italy
| | - Marjo-Riitta Jarvelin
- Biocenter Oulu, University of Oulu, Oulu 90220, Finland; Center for Life Course Health Research, Faculty of Medicine, University of Oulu, 90014 Oulun yliopisto, Finland; Unit of Primary Health Care, Oulu University Hospital, Oulu 90220, Finland; Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College London, London W2 1PG, UK; Department of Life Sciences, College of Health and Life Sciences, Brunel University London, Kingston Lane, Uxbridge, Middlesex UB8 3PH, UK
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden 2300 RC, the Netherlands; Durrer Center for Cardiogenetic Research, Amsterdam 3501 DG, the Netherlands; Interuniversity Cardiology Institute of the Netherlands, Utrecht 3511 EP, the Netherlands
| | - Tim D Spector
- Department of Twin Research & Genetic Epidemiology, King's College London, London SE1 7EH, UK
| | - Anders Hamsten
- Cardiovascular Medicine Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Stockholm 17176, Sweden
| | - Tanja Zeller
- Department of General and Interventional Cardiology, University Heart Center Hamburg, Hamburg 20246, Germany; German Center for Cardiovascular Research, Partner Site RhineMain, 55131 Mainz, Germany
| | - André G Uitterlinden
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands; Department of Internal Medicine, Erasmus University Medical Center, Rotterdam 3015 CN, the Netherlands
| | - Matthias Nauck
- German Centre for Cardiovascular Research, Partner Site Greifswald, Greifswald 17475, Germany; Institute for Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald 17475, Germany
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur 201, Iceland; Faculty of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Lu Qi
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine, New Orleans, LA 70112, USA
| | - Harald Grallert
- Institute of Epidemiology II, Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; German Center for Diabetes Research, Partner Site Munich, Munich 85764, Germany
| | - Ingrid B Borecki
- Analytical Genetics Group, Regeneron Genetics Center, Regeneron Pharmaceuticals, Inc., Tarrytown, NY 10591, USA
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Departments of Pediatrics and Medicine, Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA 90502, USA
| | - Winfried März
- Vth Department of Medicine, Medical Faculty Mannheim, Heidelberg University, Mannheim 68167, Germany; Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim 68161, Germany; Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz 8036, Austria
| | - Philipp S Wild
- German Center for Cardiovascular Research, Partner Site RhineMain, 55131 Mainz, Germany; Center for Thrombosis and Hemostasis, University Medical Center of the Johannes Gutenberg University Mainz, Mainz 55131, Germany; Preventive Cardiology and Preventive Medicine, Center for Cardiology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz 55131, Germany
| | - Marja-Liisa Lokki
- Transplantation Laboratory, Medicum, University of Helsinki, Helsinki 00014, Finland
| | - Michael Boyle
- John Hunter Hospital, New Lambton Heights, NWS 2305, Australia
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen 2300, Denmark; Department of Clinical Medicine, University of Copenhagen, Copenhagen 2300, Denmark; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Johan G Eriksson
- National Institute for Health and Welfare, Helsinki 00271, Finland; Folkhälsan Research Centre, Helsinki 00250, Finland; Department of General Practice and Primary Health Care, University of Helsinki and Helsinki University Hospital, Helsinki 00014, Finland
| | - James F Wilson
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh EH16 4UX, UK; MRC Human Genetics Unit, Institute for Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
| | - Brenda W J H Penninx
- Department of Psychiatry, Amsterdam Neuroscience and Amsterdam Public Health Research Institute, Amsterdam University Medical Center/GGZ inGeest Research & Innovation, Amsterdam 1081 HJ, the Netherlands
| | - Diane M Becker
- GeneSTAR Research Center, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Bradford B Worrall
- Departments of Neurology and Public Health Sciences, University of Virginia Charlottesville, Charlottesville, VA 22908-0394, USA
| | - Greg Gibson
- Center for Integrative Genomics, School of Biology, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Ronald M Krauss
- Children's Hospital Oakland Research Institute, Oakland, CA 94609, USA
| | - Marina Ciullo
- Institute of Genetics and Biophysics "A. Buzzati-Traverso," Consiglio Nazionale delle Ricerche, Napoli 80131, Italy; IRCCS Neuromed, Pozzilli (IS) 86077, Italy
| | - Gianluigi Zaza
- Renal Unit, Department of Medicine, Verona University Hospital, Verona 37126, Italy
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge CB2 0QQ, UK
| | - Albertine J Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion regulation, University Medical Center Groningen, University of Groningen, Groningen 9700 RB, the Netherlands
| | - Lyle J Palmer
- School of Public Health, University of Adelaide, Adelaide, SA 5000, Australia
| | - Sarah S Murray
- Department of Pathology, University of California, San Diego, San Diego, CA 92121, USA
| | - Peter P Pramstaller
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano 39100, Italy; General Central Hospital, Department of Neurology, Bolzano 39100, Italy; Department of Neurology, University of Lübeck, Lübeck 23538, Germany
| | | | - Joachim Heinrich
- Institute of Epidemiology, Helmholtz Zentrum München - German Research Centre for Environmental Health, Neuherberg 85764, Germany; Institute and Clinic for Occupational, Social and Environmental Medicine, University Hospital, LMU Munich, Comprehensive Pneumology Center Munich, Member DZL, German Center for Lung Research, 81377 Munich, Germany
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala 751 41, Sweden; Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA; Stanford Cardiovascular Institute, Stanford University, Stanford, CA 94305, USA
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
| | - Reedik Mägi
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu 51010, Estonia
| | - Liesbeth Vandenput
- Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 41345, Sweden
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Groningen 9713 AV, the Netherlands
| | - Karl C Desch
- Department of Pediatrics and Communicable Diseases, University of Michigan, Ann Arbor, MI 48109, USA
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, Middlesex UB1 3HW, UK; Imperial College Healthcare NHS Trust, London W12 0HS, UK; MRC-PHE Centre for Environment and Health, Imperial College London, London W2 1PG, UK; National Heart and Lung Institute, Imperial College London, London W12 0NN, UK
| | - Claes Ohlsson
- Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg 41345, Sweden
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute for Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh EH4 2XU, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere 33014, Finland; Department of Clinical Chemistry, Finnish Cardiovascular Research Center - Tampere, Faculty of Medicine and Life Sciences, University of Tampere, Tampere 33520, Finland
| | - Alan R Shuldiner
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Donna K Arnett
- University of Kentucky, College of Public Health, Lexington, KY 40508, USA
| | - Lawrence J Beilin
- Medical School, University of Western Australia, Perth, WA 6009, Australia
| | - Antonietta Robino
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo," Trieste 34140, Italy
| | - Philippe Froguel
- Centre National de la Recherche Scientifique UMR 8199, University of Lille, Institut Pasteur de Lille, European Genomic Institute for Diabetes, FR 3508, 59000 Lille, France; Department of Genomics of Common Disease, School of Public Health, Imperial College London, London SW7 2AZ, UK
| | - Mario Pirastu
- Support OU, Institute of Genetic and Biomedic Research, Consiglio Nazionale delle Ricerche, Sassari 7100, Italy
| | - Tine Jess
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, Frederiksberg 2200, Denmark
| | - Wolfgang Koenig
- German Center for Cardiovascular Research, Partner Site Munich Heart Alliance, 80636 Munich, Germany; Department of Internal Medicine II-Cardiology, University of Ulm Medical Center, 80801 Ulm, Germany; Deutsches Herzzentrum München, Technische Universität München, 80636 Munich, Germany
| | - Ruth J F Loos
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029-6542, USA
| | - Denis A Evans
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL 60612, USA
| | - Helena Schmidt
- Department of Neurology, Medical University Graz, Graz 8010, Austria; Institute of Molecular Biology and Biochemistry, Centre for Molecular Medicine, Medical University of Graz, Graz 8010, Austria
| | - George Davey Smith
- MRC Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol BS8 2BN, UK
| | - P Eline Slagboom
- Molecular Epidemiology, Leiden University Medical Center, Leiden 2333 ZC, the Netherlands
| | | | - Andrew P Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK; Department of Biostatistics, University of Liverpool, Liverpool L69 3GL, UK
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA; Department of Epidemiology, University of Washington, Seattle, WA 98101, USA; Department of Health Services, University of Washington, Seattle, WA 98195-7660, USA; Kaiser Permanente Washington Health Research Institute, Seattle, WA 98101, USA
| | - Russell P Tracy
- Department of Pathology, University of Vermont, Colchester, VT 05405, USA
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Eric Boerwinkle
- Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX 77030, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | | | - Alex P Reiner
- Department of Epidemiology, University of Washington, Seattle, WA 98101, USA
| | - Myron Gross
- Department of Lab Medicine and Pathology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA 98101, USA
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Oscar H Franco
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands; Institute of Social and Preventive Medicine, University of Bern, 3012 Bern, Switzerland
| | - Emelia J Benjamin
- Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA; National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02215, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Josée Dupuis
- National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA 01702, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA 02118, USA
| | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands
| | - Abbas Dehghan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam 3000 CA, the Netherlands; Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College London, London W2 1PG, UK.
| | - Behrooz Z Alizadeh
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen 9700 RB, the Netherlands.
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Jensen SB, Hindberg K, Solomon T, Smith EN, Lapek JD, Gonzalez DJ, Latysheva N, Frazer KA, Braekkan SK, Hansen JB. Discovery of novel plasma biomarkers for future incident venous thromboembolism by untargeted synchronous precursor selection mass spectrometry proteomics. J Thromb Haemost 2018; 16:1763-1774. [PMID: 29964323 PMCID: PMC6123273 DOI: 10.1111/jth.14220] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [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: 02/09/2018] [Indexed: 01/08/2023]
Abstract
Essentials Discovery of predictive biomarkers of venous thromboembolism (VTE) may aid risk stratification. A case-control study where plasma was sampled before the occurrence of VTE was established. We generated untargeted plasma proteomic profiles of 200 individuals by use of mass spectrometry. Assessment of the biomarker potential of 501 proteins yielded 46 biomarker candidates. ABSTRACT Background Prophylactic anticoagulant treatment may substantially reduce the incidence of venous thromboembolism (VTE) but entails considerable risk of severe bleeding. Identification of individuals at high risk of VTE through the use of predictive biomarkers is desirable in order to achieve a favorable benefit-to-harm ratio. Objective We aimed to identify predictive protein biomarker candidates of VTE. Methods We performed a case-control study of 200 individuals that participated in the Tromsø Study, a population-based cohort, where blood samples were collected before the VTE events occurred. Untargeted tandem mass tag-synchronous precursor selection-mass spectrometry (TMT-SPS-MS3)-based proteomic profiling was used to study the plasma proteomes of each individual. Results Of the 501 proteins detected in a sufficient number of samples to allow multivariate analysis, 46 proteins were associated with VTE case-control status with P-values below the 0.05 significance threshold. The strongest predictive biomarker candidates, assessed by statistical significance, were transthyretin, vitamin K-dependent protein Z and protein/nucleic acid deglycase DJ-1. Conclusions Our untargeted approach of plasma proteome profiling revealed novel predictive biomarker candidates of VTE and confirmed previously reported candidates, thereby providing conceptual support for the validity of the study. A larger nested case-control study will be conducted to validate our findings.
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Affiliation(s)
- S B Jensen
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - K Hindberg
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - T Solomon
- Biomedical Sciences Graduate Program, University of California San Diego, La Jolla, California, USA
| | - E N Smith
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
- Department of Pediatrics and Rady's Children's Hospital, University of California San Diego, La Jolla, California, USA
| | - J D Lapek
- Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA
| | - D J Gonzalez
- Department of Pharmacology, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA
| | - N Latysheva
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - K A Frazer
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
- Department of Pediatrics and Rady's Children's Hospital, University of California San Diego, La Jolla, California, USA
- Institute of Genomic Medicine, University of California San Diego, La Jolla, California, USA
| | - S K Braekkan
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - J-B Hansen
- K. G. Jebsen Thrombosis Research and Expertise Center, Department of Clinical Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
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D'Antonio M, Benaglio P, Jakubosky D, Greenwald WW, Matsui H, Donovan MKR, Li H, Smith EN, D'Antonio-Chronowska A, Frazer KA. Insights into the Mutational Burden of Human Induced Pluripotent Stem Cells from an Integrative Multi-Omics Approach. Cell Rep 2018; 24:883-894. [PMID: 30044985 PMCID: PMC6467479 DOI: 10.1016/j.celrep.2018.06.091] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [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: 01/10/2018] [Revised: 04/29/2018] [Accepted: 06/21/2018] [Indexed: 12/16/2022] Open
Abstract
To understand the mutational burden of human induced pluripotent stem cells (iPSCs), we sequenced genomes of 18 fibroblast-derived iPSC lines and identified different classes of somatic mutations based on structure, origin, and frequency. Copy-number alterations affected 295 kb in each sample and strongly impacted gene expression. UV-damage mutations were present in ∼45% of the iPSCs and accounted for most of the observed heterogeneity in mutation rates across lines. Subclonal mutations (not present in all iPSCs within a line) composed 10% of point mutations and, compared with clonal variants, showed an enrichment in active promoters and increased association with altered gene expression. Our study shows that, by combining WGS, transcriptome, and epigenome data, we can understand the mutational burden of each iPSC line on an individual basis and suggests that this information could be used to prioritize iPSC lines for models of specific human diseases and/or transplantation therapy.
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Affiliation(s)
- Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Paola Benaglio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - David Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA; Department of Biomedical Informatics, University of California, San Diego, La Jolla, CA 92093, USA
| | - William W Greenwald
- Bioinformatics and Systems Biology, University of California, San Diego, La Jolla, CA 92093, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Margaret K R Donovan
- Department of Biomedical Informatics, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology, University of California, San Diego, La Jolla, CA 92093, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA
| | | | - Kelly A Frazer
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA.
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24
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Zhelev N, Abhilash TS, Bennett RG, Smith EN, Ilic B, Parpia JM, Levitin LV, Rojas X, Casey A, Saunders J. Fabrication of microfluidic cavities using Si-to-glass anodic bonding. Rev Sci Instrum 2018; 89:073902. [PMID: 30068088 DOI: 10.1063/1.5031837] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
We demonstrate the fabrication of ∼1.08 μm deep microfluidic cavities with characteristic size as large as 7 mm × 11 mm or 11 mm diameter, using a silicon-glass anodic bonding technique that does not require posts to act as separators to define cavity height. Since the phase diagram of 3He is significantly altered under confinement, posts might act as pinning centers for phase boundaries. The previous generation of cavities relied on full wafer-bonding which is more prone to failure and requires dicing post-bonding, whereas these cavities are made by bonding a pre-cut piece of Hoya SD-2 glass to a patterned piece of silicon in which the cavity is defined by etching. Anodic bonding was carried out at 425 °C with 200 V, and we observe that pressurizing the cavity to failure (>30 bars pressure) results in glass breaking, rather than the glass-silicon bond separation. In this article, we discuss the detailed fabrication of the cavity, its edges, and details of the junction between the coin silver fill line and the silicon base of the cavity that enables a low internal-friction joint. This feature is important for mass coupling torsional oscillator experimental assays of the superfluid inertial contribution where a high quality factor (Q) improves frequency resolution. The surface preparation that yields well-characterized smooth surfaces to eliminate pinning sites, the use of transparent glass as a cover permitting optical access, low temperature capability, and attachment of pressure-capable ports for fluid access may be features that are important in other applications.
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Affiliation(s)
- N Zhelev
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - T S Abhilash
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - R G Bennett
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - E N Smith
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - B Ilic
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - J M Parpia
- Department of Physics, Cornell University, Ithaca, New York 14853, USA
| | - L V Levitin
- Department of Physics, Royal Holloway University of London, Egham TW20 0EX, Surrey, United Kingdom
| | - X Rojas
- Department of Physics, Royal Holloway University of London, Egham TW20 0EX, Surrey, United Kingdom
| | - A Casey
- Department of Physics, Royal Holloway University of London, Egham TW20 0EX, Surrey, United Kingdom
| | - J Saunders
- Department of Physics, Royal Holloway University of London, Egham TW20 0EX, Surrey, United Kingdom
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25
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Lindström S, Germain M, Crous-Bou M, Smith EN, Morange PE, van Hylckama Vlieg A, de Haan HG, Chasman D, Ridker P, Brody J, de Andrade M, Heit JA, Tang W, De Vivo I, Grodstein F, Smith NL, Tregouet D, Kabrhel C. Correction to: Assessing the causal relationship between obesity and venous thromboembolism through a Mendelian Randomization study. Hum Genet 2018; 137:429. [PMID: 29779052 DOI: 10.1007/s00439-018-1891-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The co-author name Immaculata DeVivo was incorrectly published. The correct name is given below.
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Affiliation(s)
- Sara Lindström
- Department of Epidemiology, University of Washington, Seattle, WA, USA.
| | - Marine Germain
- Sorbonne Universités, UPMC Univ. Paris 06, INSERM, UMR_S 1166, Team Genomics and Pathophysiology of Cardiovascular Diseases, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Marta Crous-Bou
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Erin N Smith
- Department of Pediatrics, Rady Children's Hospital, University of California, San Diego, La Jolla, CA, USA
- Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC), UiT The Artic University of Norway, Tromsø, Norway
| | - Pierre-Emmanuel Morange
- INSERM, UMR_S1062, Nutrition Obesity and Risk of Thrombosis, Aix-Marseille University, Marseille, France
| | | | - Hugoline G de Haan
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Daniel Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Paul Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Jennifer Brody
- Department of Medicine, University of Washington, Seattle, WA, USA
| | - Mariza de Andrade
- Biomedical Statistics and Informatics, Mayo Clinic and College of Medicine, Rochester, MN, USA
| | - John A Heit
- Division of Cardiovascular Diseases, Mayo Clinic and College of Medicine, Rochester, MN, USA
| | - Weihong Tang
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Immaculata De Vivo
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Francine Grodstein
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Nicholas L Smith
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Group Health Research Institute, Group Health Cooperative, Seattle, WA, USA
- Department of Veterans Affairs Office of Research and Development, Seattle Epidemiologic Research and Information Center, Seattle, WA, USA
| | - David Tregouet
- Sorbonne Universités, UPMC Univ. Paris 06, INSERM, UMR_S 1166, Team Genomics and Pathophysiology of Cardiovascular Diseases, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Christopher Kabrhel
- Harvard Medical School, Boston, MA, USA
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, USA
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26
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Horvei LD, Braekkan SK, Smith EN, Solomon T, Hindberg K, Frazer KA, Rosendaal FR, Hansen JB. Joint effects of prothrombotic genotypes and body height on the risk of venous thromboembolism: the Tromsø study. J Thromb Haemost 2018; 16:83-89. [PMID: 29094466 DOI: 10.1111/jth.13892] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2017] [Indexed: 12/17/2022]
Abstract
Essentials Body height and prothrombotic genotypes are associated with risk of venous thromboembolism (VTE). The joint effect of prothrombotic genotypes and tall stature on VTE risk is scarcely investigated. We investigated the joint effect of prothrombotic genotypes and tall stature on VTE risk. Prothrombotic genotypes did not yield excess risk of VTE in subjects with a tall stature. SUMMARY Background Studies have reported synergistic effects of prothrombotic single-nucleotide polymorphisms (SNPs) and obesity on the risk of venous thromboembolism (VTE). Tall stature is associated with an increased VTE risk, but the joint effect of prothrombotic genotypes and tall stature on the VTE risk is unknown. Aims To investigate the joint effects of prothrombotic genotypes and tall stature on the VTE risk. Methods Cases with incident VTE (n = 676) and a randomly selected age-weighted subcohort (n = 1842) were sampled from the Tromsø study (cohort follow-up: 1994-2012). DNA was genotyped for rs6025 (factor V Leiden), rs1799963 (FII), rs8176719 (ABO blood group), rs2066865 (fibrinogen-γ), and rs2036914 (FIX). Age-adjusted and sex-adjusted hazard ratios (HRs) of VTE were calculated by categories of risk alleles (de Haan 5-SNP score: 0-1, 2-3, and ≥ 4) and body height (< 40th, 40th-80th and > 80th percentiles). Results The VTE risk increased by increasing category of body height, and subjects with height ≥ 178 cm had a two-fold higher VTE risk (HR 2.03; 95% confidence interval [CI] 1.51-2.73) than those with height ≤ 165 cm. The VTE risk also increased across categories of risk alleles. However, the combination of a tall stature and risk alleles, either individual SNPs or risk score, did not result in an excess VTE risk. Subjects with four or more risk alleles and height ≥ 178 cm had a two-fold (HR 2.08; 95% CI 1.24-3.52) higher VTE risk than subjects ≤ 165 cm with no risk allele or one risk allele. Conclusions In contrast to obesity, the presence of prothrombotic genotypes did not result in an excess VTE risk in subjects with a tall stature.
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Affiliation(s)
- L D Horvei
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - S K Braekkan
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - E N Smith
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, CA, USA
| | - T Solomon
- Biomedical Sciences Graduate Program, University of California, San Diego, CA, USA
| | - K Hindberg
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
| | - K A Frazer
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, CA, USA
| | - F R Rosendaal
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - J-B Hansen
- Department of Clinical Medicine, K. G. Jebsen Thrombosis Research and Expertise Center (TREC), UiT - The Arctic University of Norway, Tromsø, Norway
- Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
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27
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Panopoulos AD, D'Antonio M, Benaglio P, Williams R, Hashem SI, Schuldt BM, DeBoever C, Arias AD, Garcia M, Nelson BC, Harismendy O, Jakubosky DA, Donovan MKR, Greenwald WW, Farnam K, Cook M, Borja V, Miller CA, Grinstein JD, Drees F, Okubo J, Diffenderfer KE, Hishida Y, Modesto V, Dargitz CT, Feiring R, Zhao C, Aguirre A, McGarry TJ, Matsui H, Li H, Reyna J, Rao F, O'Connor DT, Yeo GW, Evans SM, Chi NC, Jepsen K, Nariai N, Müller FJ, Goldstein LSB, Izpisua Belmonte JC, Adler E, Loring JF, Berggren WT, D'Antonio-Chronowska A, Smith EN, Frazer KA. iPSCORE: A Resource of 222 iPSC Lines Enabling Functional Characterization of Genetic Variation across a Variety of Cell Types. Stem Cell Reports 2017; 8:1086-1100. [PMID: 28410642 PMCID: PMC5390244 DOI: 10.1016/j.stemcr.2017.03.012] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [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: 07/27/2016] [Revised: 03/08/2017] [Accepted: 03/13/2017] [Indexed: 11/18/2022] Open
Abstract
Large-scale collections of induced pluripotent stem cells (iPSCs) could serve as powerful model systems for examining how genetic variation affects biology and disease. Here we describe the iPSCORE resource: a collection of systematically derived and characterized iPSC lines from 222 ethnically diverse individuals that allows for both familial and association-based genetic studies. iPSCORE lines are pluripotent with high genomic integrity (no or low numbers of somatic copy-number variants) as determined using high-throughput RNA-sequencing and genotyping arrays, respectively. Using iPSCs from a family of individuals, we show that iPSC-derived cardiomyocytes demonstrate gene expression patterns that cluster by genetic background, and can be used to examine variants associated with physiological and disease phenotypes. The iPSCORE collection contains representative individuals for risk and non-risk alleles for 95% of SNPs associated with human phenotypes through genome-wide association studies. Our study demonstrates the utility of iPSCORE for examining how genetic variants influence molecular and physiological traits in iPSCs and derived cell lines.
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Affiliation(s)
- Athanasia D Panopoulos
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Paola Benaglio
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Roy Williams
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA; Center for Regenerative Medicine, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Sherin I Hashem
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Bernhard M Schuldt
- Zentrum für Integrative Psychiatrie, Universitätsklinikum Schleswig-Holstein, 24105 Kiel, Germany
| | - Christopher DeBoever
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Angelo D Arias
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Melvin Garcia
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Bradley C Nelson
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Olivier Harismendy
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - David A Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Margaret K R Donovan
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - William W Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - KathyJean Farnam
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Megan Cook
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Victor Borja
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Carl A Miller
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jonathan D Grinstein
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Frauke Drees
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jonathan Okubo
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | - Yuriko Hishida
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Veronica Modesto
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Carl T Dargitz
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Rachel Feiring
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Chang Zhao
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Aitor Aguirre
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Thomas J McGarry
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Joaquin Reyna
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Fangwen Rao
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Daniel T O'Connor
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Gene W Yeo
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Sylvia M Evans
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Neil C Chi
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Naoki Nariai
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Franz-Josef Müller
- Zentrum für Integrative Psychiatrie, Universitätsklinikum Schleswig-Holstein, 24105 Kiel, Germany
| | - Lawrence S B Goldstein
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | - Eric Adler
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jeanne F Loring
- Center for Regenerative Medicine, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - W Travis Berggren
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Erin N Smith
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Kelly A Frazer
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA.
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28
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DeBoever C, Li H, Jakubosky D, Benaglio P, Reyna J, Olson KM, Huang H, Biggs W, Sandoval E, D'Antonio M, Jepsen K, Matsui H, Arias A, Ren B, Nariai N, Smith EN, D'Antonio-Chronowska A, Farley EK, Frazer KA. Large-Scale Profiling Reveals the Influence of Genetic Variation on Gene Expression in Human Induced Pluripotent Stem Cells. Cell Stem Cell 2017; 20:533-546.e7. [PMID: 28388430 PMCID: PMC5444918 DOI: 10.1016/j.stem.2017.03.009] [Citation(s) in RCA: 111] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2016] [Revised: 12/27/2016] [Accepted: 03/15/2017] [Indexed: 12/18/2022]
Abstract
In this study, we used whole-genome sequencing and gene expression profiling of 215 human induced pluripotent stem cell (iPSC) lines from different donors to identify genetic variants associated with RNA expression for 5,746 genes. We were able to predict causal variants for these expression quantitative trait loci (eQTLs) that disrupt transcription factor binding and validated a subset of them experimentally. We also identified copy-number variant (CNV) eQTLs, including some that appear to affect gene expression by altering the copy number of intergenic regulatory regions. In addition, we were able to identify effects on gene expression of rare genic CNVs and regulatory single-nucleotide variants and found that reactivation of gene expression on the X chromosome depends on gene chromosomal position. Our work highlights the value of iPSCs for genetic association analyses and provides a unique resource for investigating the genetic regulation of gene expression in pluripotent cells.
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Affiliation(s)
- Christopher DeBoever
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - David Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093-0419, USA; Department of Biomedical Informatics, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Paola Benaglio
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Joaquin Reyna
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Katrina M Olson
- Division of Cardiology, Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA; Division of Biological Sciences, Section of Molecular Biology, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Hui Huang
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093-0419, USA; Ludwig Institute for Cancer Research, La Jolla, CA 92093, USA
| | | | | | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Angelo Arias
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Bing Ren
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA; Ludwig Institute for Cancer Research, La Jolla, CA 92093, USA; Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Naoki Nariai
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093-0419, USA
| | | | - Emma K Farley
- Division of Cardiology, Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA; Division of Biological Sciences, Section of Molecular Biology, University of California, San Diego, La Jolla, CA 92093-0419, USA.
| | - Kelly A Frazer
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093-0419, USA; Department of Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093-0419, USA.
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29
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Panopoulos AD, Smith EN, Arias AD, Shepard PJ, Hishida Y, Modesto V, Diffenderfer KE, Conner C, Biggs W, Sandoval E, D'Antonio-Chronowska A, Berggren WT, Izpisua Belmonte JC, Frazer KA. Aberrant DNA Methylation in Human iPSCs Associates with MYC-Binding Motifs in a Clone-Specific Manner Independent of Genetics. Cell Stem Cell 2017; 20:505-517.e6. [PMID: 28388429 PMCID: PMC5444384 DOI: 10.1016/j.stem.2017.03.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [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: 03/22/2016] [Revised: 01/06/2017] [Accepted: 03/15/2017] [Indexed: 01/24/2023]
Abstract
Induced pluripotent stem cells (iPSCs) show variable methylation patterns between lines, some of which reflect aberrant differences relative to embryonic stem cells (ESCs). To examine whether this aberrant methylation results from genetic variation or non-genetic mechanisms, we generated human iPSCs from monozygotic twins to investigate how genetic background, clone, and passage number contribute. We found that aberrantly methylated CpGs are enriched in regulatory regions associated with MYC protein motifs and affect gene expression. We classified differentially methylated CpGs as being associated with genetic and/or non-genetic factors (clone and passage), and we found that aberrant methylation preferentially occurs at CpGs associated with clone-specific effects. We further found that clone-specific effects play a strong role in recurrent aberrant methylation at specific CpG sites across different studies. Our results argue that a non-genetic biological mechanism underlies aberrant methylation in iPSCs and that it is likely based on a probabilistic process involving MYC that takes place during or shortly after reprogramming.
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Affiliation(s)
- Athanasia D Panopoulos
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Erin N Smith
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA
| | - Angelo D Arias
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA
| | - Peter J Shepard
- Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA; BioSpyder Technologies, Inc., Carlsbad, CA 92008, USA
| | - Yuriko Hishida
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Veronica Modesto
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Clay Conner
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | | | | | | | - W Travis Berggren
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Kelly A Frazer
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA 92093, USA; Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
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Wood LE, Grau JM, Smith EN, Duran PA, Castellanos P. The influence of cultural orientation on associations between Puerto Rican adolescent mothers' parenting and toddler compliance and defiance. Cultur Divers Ethnic Minor Psychol 2017; 23:300-309. [PMID: 27454887 PMCID: PMC5266671 DOI: 10.1037/cdp0000109] [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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
OBJECTIVES It is imperative that individual differences in the cultural contexts of adolescent mothers, whose parenting is often linked to poor child outcomes, be better understood, especially among Puerto Rican-origin mothers who experience high rates of poverty. Behaviors that mothers use to elicit compliance from their children are important to investigate, because children's ability to engage in regulated, compliant behavior has long-term consequences for their adjustment. This study tested whether mothers' orientation to both American and Latino cultures influenced the associations between such maternal behaviors and compliant and defiant child behaviors. METHOD The sample included 123 young, Puerto Rican-origin mothers and their 24-month-old toddlers. Behaviors coded from a toy cleanup task measured maternal guidance and control and child compliance and defiance, and acculturation and enculturation were measured with a self-report questionnaire. RESULTS Maternal guidance predicted more child compliance, with no significant variations by cultural orientation; however, mothers who were more enculturated had children who were more compliant. As predicted, mothers' more frequent use of control was related to more child defiance for mothers reporting high levels of acculturation, and not for less acculturated mothers. CONCLUSIONS Findings support the hypothesis that individual differences in cultural orientation influence variations in associations between certain maternal and child behaviors. (PsycINFO Database Record
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Affiliation(s)
- Lauren E Wood
- Department of Psychological Sciences, Kent State University
| | | | - Erin N Smith
- Department of Psychological Sciences, Kent State University
| | - Petra A Duran
- Department of Psychological Sciences, Kent State University
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Grau JM, Castellanos P, Smith EN, Duran PA, Silberman S, Wood L. Psychological Adjustment among Young Puerto Rican Mothers: Perceived Partner Support and the Moderating Role of Latino Cultural Orientation. J Lat Psychol 2017; 5:45-60. [PMID: 28210534 DOI: 10.1037/lat0000064] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Adolescent mothers face multiple stressors and are at risk for experiencing high levels of depressive symptoms and parenting stress. This study examined the interplay of Latino cultural orientation and perceived support from romantic partners in protecting the adjustment of young, low-income, Puerto Rican mothers (N = 103; M age = 18.0 yrs; SD = 1.2) during the second year postpartum. In multivariate analyses, perceived partner support was uniquely and negatively associated with both maternal depressive symptoms and parenting stress. However, in the case of parenting stress, this association was moderated by mothers' Latino cultural orientation. Perceived partner support was related to less parenting stress when mothers endorsed a relatively strong Latino cultural orientation; perceived partner support was no longer protective at low levels of Latino orientation. The implications for intervention and for the understanding of the role of culture in social support processes within close relationships are discussed.
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Affiliation(s)
- Josefina M Grau
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, 330 672 3106, 330 672 3786
| | - Patricia Castellanos
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240
| | - Erin N Smith
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240
| | - Petra A Duran
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240
| | - Stephanie Silberman
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240
| | - Lauren Wood
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240
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Evans DS, Avery CL, Nalls MA, Li G, Barnard J, Smith EN, Tanaka T, Butler AM, Buxbaum SG, Alonso A, Arking DE, Berenson GS, Bis JC, Buyske S, Carty CL, Chen W, Chung MK, Cummings SR, Deo R, Eaton CB, Fox ER, Heckbert SR, Heiss G, Hindorff LA, Hsueh WC, Isaacs A, Jamshidi Y, Kerr KF, Liu F, Liu Y, Lohman KK, Magnani JW, Maher JF, Mehra R, Meng YA, Musani SK, Newton-Cheh C, North KE, Psaty BM, Redline S, Rotter JI, Schnabel RB, Schork NJ, Shohet RV, Singleton AB, Smith JD, Soliman EZ, Srinivasan SR, Taylor HA, Van Wagoner DR, Wilson JG, Young T, Zhang ZM, Zonderman AB, Evans MK, Ferrucci L, Murray SS, Tranah GJ, Whitsel EA, Reiner AP, Sotoodehnia N. Fine-mapping, novel loci identification, and SNP association transferability in a genome-wide association study of QRS duration in African Americans. Hum Mol Genet 2016; 25:4350-4368. [PMID: 27577874 PMCID: PMC5291202 DOI: 10.1093/hmg/ddw284] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2016] [Revised: 08/03/2016] [Accepted: 08/19/2016] [Indexed: 12/14/2022] Open
Abstract
The electrocardiographic QRS duration, a measure of ventricular depolarization and conduction, is associated with cardiovascular mortality. While single nucleotide polymorphisms (SNPs) associated with QRS duration have been identified at 22 loci in populations of European descent, the genetic architecture of QRS duration in non-European populations is largely unknown. We therefore performed a genome-wide association study (GWAS) meta-analysis of QRS duration in 13,031 African Americans from ten cohorts and a transethnic GWAS meta-analysis with additional results from populations of European descent. In the African American GWAS, a single genome-wide significant SNP association was identified (rs3922844, P = 4 × 10-14) in intron 16 of SCN5A, a voltage-gated cardiac sodium channel gene. The QRS-prolonging rs3922844 C allele was also associated with decreased SCN5A RNA expression in human atrial tissue (P = 1.1 × 10-4). High density genotyping revealed that the SCN5A association region in African Americans was confined to intron 16. Transethnic GWAS meta-analysis identified novel SNP associations on chromosome 18 in MYL12A (rs1662342, P = 4.9 × 10-8) and chromosome 1 near CD1E and SPTA1 (rs7547997, P = 7.9 × 10-9). The 22 QRS loci previously identified in populations of European descent were enriched for significant SNP associations with QRS duration in African Americans (P = 9.9 × 10-7), and index SNP associations in or near SCN5A, SCN10A, CDKN1A, NFIA, HAND1, TBX5 and SETBP1 replicated in African Americans. In summary, rs3922844 was associated with QRS duration and SCN5A expression, two novel QRS loci were identified using transethnic meta-analysis, and a significant proportion of QRS-SNP associations discovered in populations of European descent were transferable to African Americans when adequate power was achieved.
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Affiliation(s)
- Daniel S Evans
- California Pacific Medical Center Research Institute, San Francisco, CA, USA .
| | - Christy L Avery
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Mike A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Guo Li
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - John Barnard
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Erin N Smith
- Department of Pediatrics and Rady Children's Hospital, University of California at San Diego, School of Medicine, La Jolla, CA, USA
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Anne M Butler
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Sarah G Buxbaum
- Center of Excellence in Minority Health and Health Disparities, Jackson State University, Jackson, MS, USA
- Department of Epidemiology and Biostatistics, Jackson State University School of Public Health (Initiative), Jackson, MS, USA
| | - Alvaro Alonso
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Dan E Arking
- McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Gerald S Berenson
- Department of Medicine and Cardiology, Tulane University, New Orleans, LA, USA
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Steven Buyske
- Department of Statistics and Biostatistics and Department of Genetics, Rutgers University, Piscataway, NJ, USA
| | - Cara L Carty
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Wei Chen
- Department of Epidemiology, Tulane University, New Orleans, LA, USA
| | - Mina K Chung
- Department of Cardiovascular Medicine, Heart and Vascular Institute, Cleveland Clinic, Cleveland, OH, USA
- Department of Molecular Cardiology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
- Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Steven R Cummings
- California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Rajat Deo
- Division of Cardiovascular Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Charles B Eaton
- Departments of Family Medicine and Epidemiology, Alpert Medical School, Brown University, Providence, RI, USA
| | - Ervin R Fox
- Department of Medicine, Division of Cardiovascular Disease, University of Mississippi Medical Center, Jackson, MS, USA
| | - Susan R Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Group Health Research Institute, Group Health Cooperative, Seattle, WA, USA
| | - Gerardo Heiss
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Lucia A Hindorff
- National Institutes of Health, National Human Genome Research Institute, Office of Population Genomics, Bethesda, MD, USA
| | - Wen-Chi Hsueh
- Phoenix Epidemiology and Clinical Research Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Phoenix, AZ, USA
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht Centre for Systems Biology (MaCSBio), Dept. of Biochemistry, Maastricht University, Maastricht, the Netherlands
| | - Yalda Jamshidi
- Cardiogenetics Lab, Institute of Cardiovascular and Cell Sciences, St George's University of London, UK
| | - Kathleen F Kerr
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, WA, USA
| | - Felix Liu
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Yongmei Liu
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University, Winston-Salem, NC, USA
| | - Kurt K Lohman
- Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest University, Winston-Salem, NC, USA
| | - Jared W Magnani
- Department of Medicine, Division of Cardiology, University of Pittsburgh Medical Center Heart and Vascular Institute, University of Pittsburgh, Pittsburgh, PA, USA
| | - Joseph F Maher
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Reena Mehra
- Program for Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Yan A Meng
- Jackson Heart Study, University of Mississippi Medical Center, Jackson, MS, USA
| | - Solomon K Musani
- Cardiovascular Research Center and Center for Human Genetic Research, Massachusetts General Hospital and Harvard Medical School, Boston,MA, USA
| | - Christopher Newton-Cheh
- Jackson Heart Study, University of Mississippi Medical Center, Jackson, MS, USA
- Carolina Center for Genome Sciences, University of North Carolina, Chapel Hill, NC, USA
| | - Kari E North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
- Department of Health Services, University of Washington, Seattle, WA, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, WA, USA
- Group Health Research Institute, Group Health Cooperative, Seattle, WA, USA
- Department of Medicine, Division of Sleep Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Susan Redline
- Institute for Translational Genomics and Population Sciences, Los Angeles Biomedical Research Institute and Departments of Medicine and Pediatrics, Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jerome I Rotter
- University Heart Center Hamburg and German Center for Cardiovascular Research, Hamburg, Germany
| | | | - Nicholas J Schork
- Center for Cardiovascular Research, John A. Burns School of Medicine, University of Hawaii, Honolulu, HI, USA
| | - Ralph V Shohet
- Department of Cellular and Molecular Medicine, Cleveland Clinic, Cleveland, OH, USA
| | - Andrew B Singleton
- Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Jonathan D Smith
- Epidemiological Cardiology Research Center (EPICARE), Department of Epidemiology and Prevention, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Elsayed Z Soliman
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, USA
| | | | - Herman A Taylor
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - David R Van Wagoner
- Department of Molecular Cardiology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - James G Wilson
- Laboratory of Epidemiology and Population Science, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Taylor Young
- Jackson Heart Study, University of Mississippi Medical Center, Jackson, MS, USA
| | - Zhu-Ming Zhang
- Department of Physiology and Biophysics, University of Mississippi Medical Center, Jackson, MS, USA
| | - Alan B Zonderman
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Michele K Evans
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA
| | - Sarah S Murray
- Department of Medicine, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Gregory J Tranah
- California Pacific Medical Center Research Institute, San Francisco, CA, USA
| | - Eric A Whitsel
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
- Membership of the CHARGE QRS Consortium is provided in the acknowledgements and
| | - Alex P Reiner
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Nona Sotoodehnia
- Department of Epidemiology, University of Washington, Seattle, WA, USA .
- Division of Cardiology, University of Washington, Seattle, WA, USA
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Zhelev N, Reichl M, Abhilash TS, Smith EN, Nguyen KX, Mueller EJ, Parpia JM. Observation of a new superfluid phase for 3He embedded in nematically ordered aerogel. Nat Commun 2016; 7:12975. [PMID: 27669660 PMCID: PMC5052659 DOI: 10.1038/ncomms12975] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 08/23/2016] [Indexed: 11/15/2022] Open
Abstract
In bulk superfluid 3He at zero magnetic field, two phases emerge with the B-phase stable everywhere except at high pressures and temperatures, where the A-phase is favoured. Aerogels with nanostructure smaller than the superfluid coherence length are the only means to introduce disorder into the superfluid. Here we use a torsion pendulum to study 3He confined in an extremely anisotropic, nematically ordered aerogel consisting of ∼10 nm-thick alumina strands, spaced by ∼100 nm, and aligned parallel to the pendulum axis. Kinks in the development of the superfluid fraction (at various pressures) as the temperature is varied correspond to phase transitions. Two such transitions are seen in the superfluid state, and we identify the superfluid phase closest to Tc at low pressure as the polar state, a phase that is not seen in bulk 3He. Anisotropic disorder is predicted to change the stability of the superfluid state in 3He and leads to new phases. Here, Zhelev et al. report signatures of the phase transitions in 3He confined in an extremely anisotropic ordered aerogel including a new polar phase.
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Affiliation(s)
- N Zhelev
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
| | - M Reichl
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
| | - T S Abhilash
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
| | - E N Smith
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
| | - K X Nguyen
- School of Applied and Engineering Physics, Cornell University, Ithaca, New York 14853, USA
| | - E J Mueller
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
| | - J M Parpia
- Department of Physics and Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, New York 14853, USA
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Solomon T, Smith EN, Matsui H, Braekkan SK, Wilsgaard T, Njølstad I, Mathiesen EB, Hansen JB, Frazer KA. Associations Between Common and Rare Exonic Genetic Variants and Serum Levels of 20 Cardiovascular-Related Proteins: The Tromsø Study. ACTA ACUST UNITED AC 2016; 9:375-83. [PMID: 27329291 PMCID: PMC4982757 DOI: 10.1161/circgenetics.115.001327] [Citation(s) in RCA: 16] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2015] [Accepted: 06/16/2016] [Indexed: 01/09/2023]
Abstract
Supplemental Digital Content is available in the text. Background— Genetic variation can be used to study causal relationships between biomarkers and diseases. Here, we identify new common and rare genetic variants associated with cardiovascular-related protein levels (protein quantitative trait loci [pQTLs]). We functionally annotate these pQTLs, predict and experimentally confirm a novel molecular interaction, and determine which pQTLs are associated with diseases and physiological phenotypes. Methods and Results— As part of a larger case–control study of venous thromboembolism, serum levels of 51 proteins implicated in cardiovascular diseases were measured in 330 individuals from the Tromsø Study. Exonic genetic variation near each protein’s respective gene (cis) was identified using sequencing and arrays. Using single site and gene-based tests, we identified 27 genetic associations between pQTLs and the serum levels of 20 proteins: 14 associated with common variation in cis, of which 6 are novel (ie, not previously reported); 7 associations with rare variants in cis, of which 4 are novel; and 6 associations in trans. Of the 20 proteins, 15 were associated with single sites and 7 with rare variants. cis-pQTLs for kallikrein and F12 also show trans associations for proteins (uPAR, kininogen) known to be cleaved by kallikrein and with NTproBNP. We experimentally demonstrate that kallikrein can cleave proBNP (NTproBNP precursor) in vitro. Nine of the pQTLs have previously identified associations with 17 disease and physiological phenotypes. Conclusions— We have identified cis and trans genetic variation associated with the serum levels of 20 proteins and utilized these pQTLs to study molecular mechanisms underlying disease and physiological phenotypes.
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Affiliation(s)
- Terry Solomon
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Erin N Smith
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Hiroko Matsui
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Sigrid K Braekkan
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | | | - Tom Wilsgaard
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Inger Njølstad
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Ellisiv B Mathiesen
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - John-Bjarne Hansen
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.)
| | - Kelly A Frazer
- From the Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla (T.S.), Department of Pediatrics, Rady's Children's Hospital, San Diego, La Jolla, CA (E.N.S., H.M., K.A.F.); Institute for Genomic Medicine, University of California, San Diego, La Jolla (K.A.F.); Department of Clinical Medicine, K.G. Jebsen Thrombosis Research and Expertise Centre (TREC) (E.N.S., S.K.B., I.N., E.B.M., J.-B.H., K.A.F.), Department of Community Medicine (T.W., I.N.), and Brain and Circulation Research Group, Department of Clinical Medicine (E.B.M.), UiT The Arctic University of Norway; and Division of Internal Medicine, University Hospital of North Norway, Tromsø (S.K.B., J.-B.H.).
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Hou L, Bergen SE, Akula N, Song J, Hultman CM, Landén M, Adli M, Alda M, Ardau R, Arias B, Aubry JM, Backlund L, Badner JA, Barrett TB, Bauer M, Baune BT, Bellivier F, Benabarre A, Bengesser S, Berrettini WH, Bhattacharjee AK, Biernacka JM, Birner A, Bloss CS, Brichant-Petitjean C, Bui ET, Byerley W, Cervantes P, Chillotti C, Cichon S, Colom F, Coryell W, Craig DW, Cruceanu C, Czerski PM, Davis T, Dayer A, Degenhardt F, Del Zompo M, DePaulo JR, Edenberg HJ, Étain B, Falkai P, Foroud T, Forstner AJ, Frisén L, Frye MA, Fullerton JM, Gard S, Garnham JS, Gershon ES, Goes FS, Greenwood TA, Grigoroiu-Serbanescu M, Hauser J, Heilbronner U, Heilmann-Heimbach S, Herms S, Hipolito M, Hitturlingappa S, Hoffmann P, Hofmann A, Jamain S, Jiménez E, Kahn JP, Kassem L, Kelsoe JR, Kittel-Schneider S, Kliwicki S, Koller DL, König B, Lackner N, Laje G, Lang M, Lavebratt C, Lawson WB, Leboyer M, Leckband SG, Liu C, Maaser A, Mahon PB, Maier W, Maj M, Manchia M, Martinsson L, McCarthy MJ, McElroy SL, McInnis MG, McKinney R, Mitchell PB, Mitjans M, Mondimore FM, Monteleone P, Mühleisen TW, Nievergelt CM, Nöthen MM, Novák T, Nurnberger JI, Nwulia EA, Ösby U, Pfennig A, Potash JB, Propping P, Reif A, Reininghaus E, Rice J, Rietschel M, Rouleau GA, Rybakowski JK, Schalling M, Scheftner WA, Schofield PR, Schork NJ, Schulze TG, Schumacher J, Schweizer BW, Severino G, Shekhtman T, Shilling PD, Simhandl C, Slaney CM, Smith EN, Squassina A, Stamm T, Stopkova P, Streit F, Strohmaier J, Szelinger S, Tighe SK, Tortorella A, Turecki G, Vieta E, Volkert J, Witt SH, Wright A, Zandi PP, Zhang P, Zollner S, McMahon FJ. Genome-wide association study of 40,000 individuals identifies two novel loci associated with bipolar disorder. Hum Mol Genet 2016; 25:3383-3394. [PMID: 27329760 DOI: 10.1093/hmg/ddw181] [Citation(s) in RCA: 127] [Impact Index Per Article: 15.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Revised: 05/23/2016] [Accepted: 06/09/2016] [Indexed: 12/31/2022] Open
Abstract
Bipolar disorder (BD) is a genetically complex mental illness characterized by severe oscillations of mood and behaviour. Genome-wide association studies (GWAS) have identified several risk loci that together account for a small portion of the heritability. To identify additional risk loci, we performed a two-stage meta-analysis of >9 million genetic variants in 9,784 bipolar disorder patients and 30,471 controls, the largest GWAS of BD to date. In this study, to increase power we used ∼2,000 lithium-treated cases with a long-term diagnosis of BD from the Consortium on Lithium Genetics, excess controls, and analytic methods optimized for markers on the X-chromosome. In addition to four known loci, results revealed genome-wide significant associations at two novel loci: an intergenic region on 9p21.3 (rs12553324, P = 5.87 × 10 - 9; odds ratio (OR) = 1.12) and markers within ERBB2 (rs2517959, P = 4.53 × 10 - 9; OR = 1.13). No significant X-chromosome associations were detected and X-linked markers explained very little BD heritability. The results add to a growing list of common autosomal variants involved in BD and illustrate the power of comparing well-characterized cases to an excess of controls in GWAS.
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Affiliation(s)
- Liping Hou
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA
| | - Sarah E Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.,Stanley Center for Psychiatric Research, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nirmala Akula
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA
| | - Jie Song
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Christina M Hultman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Mikael Landén
- Institute of Neuroscience and Physiology, The Sahlgrenska Academy at Gothenburg University, Gothenburg, Sweden.,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Mazda Adli
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Canada
| | - Raffaella Ardau
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Bárbara Arias
- Department of Biologia Animal, Unitat d'Antropologia (Dp. Biología Animal), Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, CIBERSAM, Barcelona, Spain
| | - Jean-Michel Aubry
- Department of Mental Health and Psychiatry, Mood Disorders Unit, Geneva University Hospitals, Geneva, Switzerland
| | - Lena Backlund
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Judith A Badner
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | | | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität, Dresden, Germany
| | - Bernhard T Baune
- Discipline of Psychiatry, University of Adelaide, Adelaide, Australia
| | - Frank Bellivier
- INSERM UMR-S 1144 - Université Paris Diderot. Pôle de Psychiatrie, AP-HP, Groupe Hospitalier Lariboisière-F. Widal, Paris, France
| | - Antonio Benabarre
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Susanne Bengesser
- Special Outpatient Center for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Wade H Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Joanna M Biernacka
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA.,Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Armin Birner
- Special Outpatient Center for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | | | - Clara Brichant-Petitjean
- INSERM UMR-S 1144 - Université Paris Diderot. Pôle de Psychiatrie, AP-HP, Groupe Hospitalier Lariboisière-F. Widal, Paris, France
| | - Elise T Bui
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA
| | - William Byerley
- Department of Psychiatry, University of California at San Francisco, San Francisco, CA, USA
| | - Pablo Cervantes
- McGill University Health Centre, Mood Disorders Program, Montreal, QC, Canada
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Germany.,Division of Medical Genetics and Department of Biomedicine, University of Basel, Switzerland
| | - Francesc Colom
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - William Coryell
- University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | - David W Craig
- The Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Cristiana Cruceanu
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Piotr M Czerski
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Tony Davis
- Discipline of Psychiatry, University of Adelaide, Adelaide, Australia
| | - Alexandre Dayer
- Department of Mental Health and Psychiatry, Mood Disorders Unit, Geneva University Hospitals, Geneva, Switzerland
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Maria Del Zompo
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - J Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Howard J Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Bruno Étain
- INSERM U955, Psychiatrie translationnelle, Université Paris Est Créteil, Pôle de Psychiatrie et d'Addictologie, Hôpitaux Universitaires Henri Mondor, Créteil, France
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilians-University Munich, Munich, Germany
| | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Louise Frisén
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Child and Adolescent Psychiatry Research Center, Stockholm, Sweden
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Janice M Fullerton
- Psychiatric Genetics, Neuroscience Research Australia, Sydney, Australia.,School of Medical Sciences, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Sébastien Gard
- Service de Psychiatrie, Hôpital Charles Perrens, Bordeaux, France
| | - Julie S Garnham
- Department of Psychiatry, Dalhousie University, Halifax, Canada
| | - Elliot S Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Tiffany A Greenwood
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Joanna Hauser
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, Ludwig-Maximilians-University Munich, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Medical Center (UMG), Georg-August University Göttingen, Göttingen, Germany
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Division of Medical Genetics and Department of Biomedicine, University of Basel, Switzerland
| | - Maria Hipolito
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | | | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Germany.,Division of Medical Genetics and Department of Biomedicine, University of Basel, Switzerland
| | - Andrea Hofmann
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Stephane Jamain
- INSERM U955, Psychiatrie translationnelle, Université Paris Est Créteil, Pôle de Psychiatrie et d'Addictologie, Hôpitaux Universitaires Henri Mondor, Créteil, France
| | - Esther Jiménez
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Jean-Pierre Kahn
- Service de Psychiatrie et Psychologie Clinique, Centre Psychothérapique de Nancy - Université de Lorraine, Nancy, France
| | - Layla Kassem
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA
| | - John R Kelsoe
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Sebastian Kliwicki
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Daniel L Koller
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Barbara König
- Department of Psychiatry and Psychotherapeuthic Medicine, Landesklinikum Neunkirchen, Neunkirchen, Austria
| | - Nina Lackner
- Special Outpatient Center for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Gonzalo Laje
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA
| | - Maren Lang
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - William B Lawson
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Marion Leboyer
- INSERM U955, Psychiatrie translationnelle, Université Paris Est Créteil, Pôle de Psychiatrie et d'Addictologie, Hôpitaux Universitaires Henri Mondor, Créteil, France
| | - Susan G Leckband
- Department of Pharmacy, VA San Diego Healthcare System, San Diego, CA, USA
| | - Chunyu Liu
- Department of Psychiatry, University of Illinois at Chicago, Chicago, IL, USA
| | - Anna Maaser
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Pamela B Mahon
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | | | - Mario Maj
- Department of Psychiatry, University of Naples SUN, Naples, Italy
| | - Mirko Manchia
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy.,Department of Pharmacology, Dalhousie University, Halifax, NS, Canada
| | - Lina Martinsson
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Michael J McCarthy
- Department of Psychiatry, VA San Diego Healthcare System, San Diego, CA, USA
| | - Susan L McElroy
- Lindner Center of HOPE, University of Cincinnati College of Medicine, Mason, OH, USA
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Rebecca McKinney
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, Australia
| | - Marina Mitjans
- Department of Biologia Animal, Unitat d'Antropologia (Dp. Biología Animal), Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, CIBERSAM, Barcelona, Spain
| | - Francis M Mondimore
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Palmiero Monteleone
- Department of Psychiatry, University of Naples SUN, Naples, Italy.,Neurosciences Section, Department of Medicine and Surgery, University of Salerno, Salerno, Italy
| | - Thomas W Mühleisen
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Germany
| | | | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Tomas Novák
- National Institute of Mental Health, Klecany, Czech Republic
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Evaristus A Nwulia
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Urban Ösby
- Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität, Dresden, Germany
| | - James B Potash
- Department of Psychiatry, Carver College of Medicine, University of Iowa School of Medicine, Iowa City, IA, USA
| | - Peter Propping
- Institute of Human Genetics, University of Bonn, Germany
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Eva Reininghaus
- Special Outpatient Center for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - John Rice
- Department of Psychiatry, Washington University School of Medicine in St. Louis
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Guy A Rouleau
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
| | - Janusz K Rybakowski
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | | | - Peter R Schofield
- School of Medical Sciences, University of New South Wales, Sydney, NSW, 2052, Australia.,Mental Illness, Neuroscience Research Australia, Sydney, Australia
| | | | - Thomas G Schulze
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA.,Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA.,Institute of Psychiatric Phenomics and Genomics, Ludwig-Maximilians-University Munich, Munich, Germany.,Department of Psychiatry and Psychotherapy, University Medical Center (UMG), Georg-August University Göttingen, Göttingen, Germany.,Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Johannes Schumacher
- Institute of Human Genetics, University of Bonn, Germany.,Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Barbara W Schweizer
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Giovanni Severino
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Tatyana Shekhtman
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Paul D Shilling
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | | | - Claire M Slaney
- Department of Psychiatry, Dalhousie University, Halifax, Canada
| | - Erin N Smith
- Scripps Translational Science Institute, La Jolla, CA, USA
| | - Alessio Squassina
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Thomas Stamm
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Pavla Stopkova
- National Institute of Mental Health, Klecany, Czech Republic
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | | | - Sarah K Tighe
- Department of Psychiatry, Carver College of Medicine, University of Iowa School of Medicine, Iowa City, IA, USA
| | | | - Gustavo Turecki
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Eduard Vieta
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Julia Volkert
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Adam Wright
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, Australia
| | - Peter P Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Peng Zhang
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Sebastian Zollner
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Francis J McMahon
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health,U.S. Department of Health & Human Services, Bethesda, MD, USA,
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Gran OV, Smith EN, Brækkan SK, Jensvoll H, Solomon T, Hindberg K, Wilsgaard T, Rosendaal FR, Frazer KA, Hansen JB. Joint effects of cancer and variants in the factor 5 gene on the risk of venous thromboembolism. Haematologica 2016; 101:1046-53. [PMID: 27479824 DOI: 10.3324/haematol.2016.147405] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2016] [Accepted: 06/10/2016] [Indexed: 12/21/2022] Open
Abstract
Venous thromboembolism occurs frequently in cancer patients. Two variants in the factor 5 gene (F5), rs6025 encoding for the factor V Leiden mutation R506Q, and rs4524 encoding K858R, have been found to be associated with venous thromboembolism. We assessed the joint effect of active cancer and these two F5 variants on venous thromboembolism risk in a case-cohort study. Cases with a first venous thromboembolism (n=609) and a randomly selected age-weighted cohort (n=1,691) were sampled from the general population in Tromsø, Norway. Venous thromboembolism was classified as cancer-related if it occurred in the period 6 months before to 2 years after a diagnosis of cancer. Active cancer was associated with an 8.9-fold higher risk of venous thromboembolism (95% CI 7.2-10.9). The risk of cancer-related venous thromboembolism was 16.7-fold (95% CI 9.9-28.0) higher in subjects heterozygous for rs6025 compared with non-carriers of this variant without active cancer. In subjects with active cancer the risk of venous thromboembolism was 15.9-fold higher (95% CI 9.1-27.9) in those with one risk allele at rs4524, and 21.1-fold (95% CI 12.4-35.8) higher in those with two risk alleles compared with non-carriers without active cancer. A synergistic interaction was observed between active cancer and factor V Leiden (relative excess risk due to interaction 7.0; 95% CI 0.5-14.4) and rs4524 (relative excess risk due to interaction 15.0; 95% CI 7.5-29.2). The incidence of venous thromboembolism during the initial 6 months following a diagnosis of cancer was particularly high in subjects with risk alleles at these loci. This implies that the combination of cancer and F5 variants synergistically increases venous thromboembolism risk.
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Affiliation(s)
- Olga V Gran
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway
| | - Erin N Smith
- Department of Pediatrics and Rady's Children's Hospital, University of California, San Diego, La Jolla, CA, USA Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Sigrid K Brækkan
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Hilde Jensvoll
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
| | - Terry Solomon
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA, USA
| | - Kristian Hindberg
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway
| | - Tom Wilsgaard
- Department of Community Medicine, UiT - The Arctic University of Norway, Tromsø, Norway
| | - Frits R Rosendaal
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway Department of Clinical Epidemiology, Leiden University Medical Center, the Netherlands
| | - Kelly A Frazer
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway Department of Pediatrics and Rady's Children's Hospital, University of California, San Diego, La Jolla, CA, USA
| | - John-Bjarne Hansen
- K.G. Jebsen Thrombosis Research and Expertise Center (TREC), Department of Clinical Medicine, UiT -The Arctic University of Norway, Tromsø, Norway Division of Internal Medicine, University Hospital of North Norway, Tromsø, Norway
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Grau JM, Duran PA, Castellanos P, Smith EN, Silberman SG, Wood LE. Developmental outcomes of toddlers of young Latina mothers: Cultural, family, and parenting factors. Infant Behav Dev 2015; 41:113-26. [PMID: 26454205 DOI: 10.1016/j.infbeh.2015.08.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2015] [Revised: 08/03/2015] [Accepted: 08/13/2015] [Indexed: 11/24/2022]
Abstract
Children of adolescent mothers are at risk for poor developmental outcomes. This study is among the first to examine how cultural, family, and parenting factors prospectively predict the cognitive and language development of children of young Latina mothers (N=170; Mage=17.9 years). Mothers were interviewed and observed interacting with their children at 18 months (W1). Children were tested at 18 (W1) and 24 (W2) months. Mothers' cultural orientation (W1) was related to aspects of the childrearing environment (W1), which in turn had implications for the children's development (W2). Specifically, a stronger orientation toward American culture was related to higher mother-reported engagement in parenting by their own mothers (grandmothers), which in turn predicted stronger gains in cognitive and expressive language functioning from W1 to W2. A stronger Latino orientation related to the display of more directiveness and greater mother-reported engagement by the children's biological fathers; directiveness, in turn, predicted fewer gains in cognitive functioning only when father engagement was low and did not predict expressive language development. Finally, mothers' display of more positive affect, a stronger American orientation, and higher grandmother engagement uniquely predicted gains in W2 expressive language functioning. Implications for intervention are discussed.
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Affiliation(s)
- Josefina M Grau
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA.
| | - Petra A Duran
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Patricia Castellanos
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Erin N Smith
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Stephanie G Silberman
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
| | - Lauren E Wood
- Department of Psychological Sciences, Kent State University, 144 Kent Hall, Kent, OH 44240, USA
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38
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Smith EN, Ghia EM, DeBoever CM, Rassenti LZ, Jepsen K, Yoon KA, Matsui H, Rozenzhak S, Alakus H, Shepard PJ, Dai Y, Khosroheidari M, Bina M, Gunderson KL, Messer K, Muthuswamy L, Hudson TJ, Harismendy O, Barrett CL, Jamieson CHM, Carson DA, Kipps TJ, Frazer KA. Genetic and epigenetic profiling of CLL disease progression reveals limited somatic evolution and suggests a relationship to memory-cell development. Blood Cancer J 2015; 5:e303. [PMID: 25860294 PMCID: PMC4450323 DOI: 10.1038/bcj.2015.14] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Accepted: 02/02/2015] [Indexed: 01/01/2023] Open
Abstract
We examined genetic and epigenetic changes that occur during disease progression from indolent to aggressive forms of chronic lymphocytic leukemia (CLL) using serial samples from 27 patients. Analysis of DNA mutations grouped the leukemia cases into three categories: evolving (26%), expanding (26%) and static (47%). Thus, approximately three-quarters of the CLL cases had little to no genetic subclonal evolution. However, we identified significant recurrent DNA methylation changes during progression at 4752 CpGs enriched for regions near Polycomb 2 repressive complex (PRC2) targets. Progression-associated CpGs near the PRC2 targets undergo methylation changes in the same direction during disease progression as during normal development from naive to memory B cells. Our study shows that CLL progression does not typically occur via subclonal evolution, but that certain CpG sites undergo recurrent methylation changes. Our results suggest CLL progression may involve developmental processes shared in common with the generation of normal memory B cells.
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Affiliation(s)
- E N Smith
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - E M Ghia
- 1] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [2] Department of Medicine, University of California at San Diego, La Jolla, CA, USA
| | - C M DeBoever
- Bioinformatics and Systems Biology Program, University of California at San Diego, La Jolla, CA, USA
| | - L Z Rassenti
- 1] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [2] Department of Medicine, University of California at San Diego, La Jolla, CA, USA
| | - K Jepsen
- Institute for Genomic Medicine, University of California at San Diego, La Jolla, CA, USA
| | - K-A Yoon
- Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA
| | - H Matsui
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Institute for Genomic Medicine, University of California at San Diego, La Jolla, CA, USA
| | - S Rozenzhak
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - H Alakus
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - P J Shepard
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - Y Dai
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - M Khosroheidari
- Institute for Genomic Medicine, University of California at San Diego, La Jolla, CA, USA
| | - M Bina
- Department of Chemistry, Purdue University, West Lafayette, IN, USA
| | - K L Gunderson
- Illumina, Inc., 5200 Illumina Way, San Diego, CA, USA
| | - K Messer
- Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - L Muthuswamy
- 1] Ontario Institute for Cancer Research, Toronto, Ontario, Canada [2] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - T J Hudson
- 1] Ontario Institute for Cancer Research, Toronto, Ontario, Canada [2] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada [3] Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - O Harismendy
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - C L Barrett
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA
| | - C H M Jamieson
- 1] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [2] Department of Medicine, University of California at San Diego, La Jolla, CA, USA [3] Stem Cell Program, University of California San Diego, La Jolla, CA, USA
| | - D A Carson
- 1] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [2] Department of Medicine, University of California at San Diego, La Jolla, CA, USA
| | - T J Kipps
- 1] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [2] Department of Medicine, University of California at San Diego, La Jolla, CA, USA
| | - K A Frazer
- 1] Pediatrics and Rady's Children's Hospital, University of California at San Diego, La Jolla, CA, USA [2] Moores Cancer Center, University of California at San Diego, La Jolla, CA, USA [3] Bioinformatics and Systems Biology Program, University of California at San Diego, La Jolla, CA, USA [4] Institute for Genomic Medicine, University of California at San Diego, La Jolla, CA, USA
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39
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Smith EN, Jepsen K, Khosroheidari M, Rassenti LZ, D'Antonio M, Ghia EM, Carson DA, Jamieson CH, Kipps TJ, Frazer KA. Biased estimates of clonal evolution and subclonal heterogeneity can arise from PCR duplicates in deep sequencing experiments. Genome Biol 2014; 15:420. [PMID: 25103687 PMCID: PMC4165357 DOI: 10.1186/s13059-014-0420-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2014] [Accepted: 08/07/2014] [Indexed: 11/17/2022] Open
Abstract
Accurate allele frequencies are important for measuring subclonal heterogeneity and clonal evolution. Deep-targeted sequencing data can contain PCR duplicates, inflating perceived read depth. Here we adapted the Illumina TruSeq Custom Amplicon kit to include single molecule tagging (SMT) and show that SMT-identified duplicates arise from PCR. We demonstrate that retention of PCR duplicate reads can imply clonal evolution when none exists, while their removal effectively controls the false positive rate. Additionally, PCR duplicates alter estimates of subclonal heterogeneity in tumor samples. Our method simplifies PCR duplicate identification and emphasizes their removal in studies of tumor heterogeneity and clonal evolution.
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40
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Scott-Van Zeeland AA, Bloss CS, Tewhey R, Bansal V, Torkamani A, Libiger O, Duvvuri V, Wineinger N, Galvez L, Darst BF, Smith EN, Carson A, Pham P, Phillips T, Villarasa N, Tisch R, Zhang G, Levy S, Murray S, Chen W, Srinivasan S, Berenson G, Brandt H, Crawford S, Crow S, Fichter MM, Halmi KA, Johnson C, Kaplan AS, La Via M, Mitchell JE, Strober M, Rotondo A, Treasure J, Woodside DB, Bulik CM, Keel P, Klump KL, Lilenfeld L, Plotnicov K, Topol EJ, Shih PB, Magistretti P, Bergen AW, Berrettini W, Kaye W, Schork NJ. Evidence for the role of EPHX2 gene variants in anorexia nervosa. Mol Psychiatry 2014; 19:724-32. [PMID: 23999524 PMCID: PMC3852189 DOI: 10.1038/mp.2013.91] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2013] [Revised: 06/19/2013] [Accepted: 06/24/2013] [Indexed: 01/08/2023]
Abstract
Anorexia nervosa (AN) and related eating disorders are complex, multifactorial neuropsychiatric conditions with likely rare and common genetic and environmental determinants. To identify genetic variants associated with AN, we pursued a series of sequencing and genotyping studies focusing on the coding regions and upstream sequence of 152 candidate genes in a total of 1205 AN cases and 1948 controls. We identified individual variant associations in the Estrogen Receptor-ß (ESR2) gene, as well as a set of rare and common variants in the Epoxide Hydrolase 2 (EPHX2) gene, in an initial sequencing study of 261 early-onset severe AN cases and 73 controls (P=0.0004). The association of EPHX2 variants was further delineated in: (1) a pooling-based replication study involving an additional 500 AN patients and 500 controls (replication set P=0.00000016); (2) single-locus studies in a cohort of 386 previously genotyped broadly defined AN cases and 295 female population controls from the Bogalusa Heart Study (BHS) and a cohort of 58 individuals with self-reported eating disturbances and 851 controls (combined smallest single locus P<0.01). As EPHX2 is known to influence cholesterol metabolism, and AN is often associated with elevated cholesterol levels, we also investigated the association of EPHX2 variants and longitudinal body mass index (BMI) and cholesterol in BHS female and male subjects (N=229) and found evidence for a modifying effect of a subset of variants on the relationship between cholesterol and BMI (P<0.01). These findings suggest a novel association of gene variants within EPHX2 to susceptibility to AN and provide a foundation for future study of this important yet poorly understood condition.
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Affiliation(s)
- A A Scott-Van Zeeland
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - C S Bloss
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - R Tewhey
- Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - V Bansal
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - A Torkamani
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - O Libiger
- The Scripps Translational Science Institute, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - V Duvvuri
- Department of Pediatrics, The University of California, San Diego, La Jolla, CA, USA
| | - N Wineinger
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - L Galvez
- The Scripps Translational Science Institute, La Jolla, CA, USA
| | - B F Darst
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - E N Smith
- Department of Pediatrics, The University of California, San Diego, La Jolla, CA, USA
| | - A Carson
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - P Pham
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - T Phillips
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - N Villarasa
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - R Tisch
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - G Zhang
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA
| | - S Levy
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - S Murray
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - W Chen
- Department of Epidemiology, Tulane University, New Orleans, LA, USA
| | - S Srinivasan
- Department of Epidemiology, Tulane University, New Orleans, LA, USA
| | - G Berenson
- Department of Epidemiology, Tulane University, New Orleans, LA, USA
| | - H Brandt
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - S Crawford
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | - S Crow
- Department of Psychiatry, University of Minnesota, Minneapolis, MN, USA
| | - M M Fichter
- Roseneck Hospital for Behavioral Medicine, Prien, Germany
| | - K A Halmi
- Eating Disorder Research Program Weill Cornell Medical College, White Plains, NY, USA
| | - C Johnson
- Eating Recovery Center, Denver, CO, USA
| | - A S Kaplan
- Center for Addiction and Mental Health, Toronto, ON, Canada,Department of Psychiatry, Toronto General Hospital, University Health Network, Toronto, ON, Canada,Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - M La Via
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - J E Mitchell
- Neuropsychiatric Research Institute, Fargo, ND, USA,Department of Clinical Neuroscience, University of North Dakota School of Medicine and Health Sciences, Grand Forks, ND, USA
| | - M Strober
- Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - A Rotondo
- Department of Psychiatry, Neurobiology, Pharmacology, and Biotechnology, University of Pisa, Pisa, Italy
| | - J Treasure
- Department of Academic Psychiatry, Bermondsey Wing Guys Hospital, University of London, London, UK
| | - D B Woodside
- Department of Psychiatry, Toronto General Hospital, University Health Network, Toronto, ON, Canada,Department of Psychiatry, University of Toronto, Toronto, ON, Canada,Department of Psychology, Florida State University, Tallahassee, FL, USA
| | - C M Bulik
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA,Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - P Keel
- Department of Psychology, Florida State University, Tallahassee, FL, USA
| | - K L Klump
- Department of Psychology, Michigan State University, East Lansing, MI, USA
| | - L Lilenfeld
- Clinical Psychology Program, American School of Professional Psychology at Argosy University, Washington, DC, USA
| | - K Plotnicov
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - E J Topol
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA
| | - P B Shih
- Department of Pediatrics, The University of California, San Diego, La Jolla, CA, USA
| | - P Magistretti
- Laboratory of Neuroenergetics and Cellular Dynamics, The University of Lausanne, Lausanne, Switzerland
| | - A W Bergen
- Center for Health Sciences, SRI International, Menlo Park, CA, USA
| | - W Berrettini
- Department of Psychiatry, The University of Pennsylvania, Philadelphia, PA, USA
| | - W Kaye
- Department of Pediatrics, The University of California, San Diego, La Jolla, CA, USA
| | - N J Schork
- The Scripps Translational Science Institute, La Jolla, CA, USA,Scripps Health, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, La Jolla, CA, USA,Department of Molecular and Experimental Medicine, The Scripps Research Institute, 3344 N Torrey Pines Court, Room 306, La Jolla, CA 92037, USA. E-mail:
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41
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Perry JR, Hsu YH, Chasman DI, Johnson AD, Elks C, Albrecht E, Andrulis IL, Beesley J, Berenson GS, Bergmann S, Bojesen SE, Bolla MK, Brown J, Buring JE, Campbell H, Chang-Claude J, Chenevix-Trench G, Corre T, Couch FJ, Cox A, Czene K, D'adamo AP, Davies G, Deary IJ, Dennis J, Easton DF, Engelhardt EG, Eriksson JG, Esko T, Fasching PA, Figueroa JD, Flyger H, Fraser A, Garcia-Closas M, Gasparini P, Gieger C, Giles G, Guenel P, Hägg S, Hall P, Hayward C, Hopper J, Ingelsson E, Kardia SL, Kasiman K, Knight JA, Lahti J, Lawlor DA, Magnusson PK, Margolin S, Marsh JA, Metspalu A, Olson JE, Pennell CE, Polasek O, Rahman I, Ridker PM, Robino A, Rudan I, Rudolph A, Salumets A, Schmidt MK, Schoemaker MJ, Smith EN, Smith JA, Southey M, Stöckl D, Swerdlow AJ, Thompson DJ, Truong T, Ulivi S, Waldenberger M, Wang Q, Wild S, Wilson JF, Wright AF, Zgaga L, Ong KK, Murabito JM, Karasik D, Murray A. DNA mismatch repair gene MSH6 implicated in determining age at natural menopause. Hum Mol Genet 2014; 23:2490-7. [PMID: 24357391 PMCID: PMC3976329 DOI: 10.1093/hmg/ddt620] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2013] [Revised: 11/19/2013] [Accepted: 12/06/2013] [Indexed: 12/17/2022] Open
Abstract
The length of female reproductive lifespan is associated with multiple adverse outcomes, including breast cancer, cardiovascular disease and infertility. The biological processes that govern the timing of the beginning and end of reproductive life are not well understood. Genetic variants are known to contribute to ∼50% of the variation in both age at menarche and menopause, but to date the known genes explain <15% of the genetic component. We have used genome-wide association in a bivariate meta-analysis of both traits to identify genes involved in determining reproductive lifespan. We observed significant genetic correlation between the two traits using genome-wide complex trait analysis. However, we found no robust statistical evidence for individual variants with an effect on both traits. A novel association with age at menopause was detected for a variant rs1800932 in the mismatch repair gene MSH6 (P = 1.9 × 10(-9)), which was also associated with altered expression levels of MSH6 mRNA in multiple tissues. This study contributes to the growing evidence that DNA repair processes play a key role in ovarian ageing and could be an important therapeutic target for infertility.
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Affiliation(s)
- John R.B. Perry
- University of Exeter Medical School, Exeter, UK,
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK,
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK,
- Medical Research Council (MRC) Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK,
| | - Yi-Hsiang Hsu
- Hebrew SeniorLife Institute for Aging Research and Harvard Medical School, Boston, MA, USA,
- Molecular and Integrative Physiological Sciences Program, Harvard School of Public Health, Boston, MA, USA,
| | - Daniel I. Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue East, Boston MA 02215, USA,
- Harvard Medical School, Boston, MA, USA,
| | - Andrew D. Johnson
- The National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA,
- NHLBI Cardiovascular Epidemiology & Human Genomics Branch, Bethesda, MD, USA,
| | - Cathy Elks
- Medical Research Council (MRC) Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK,
| | | | - Irene L. Andrulis
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada,
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada,
| | - Jonathan Beesley
- Department of Genetics, Queensland Institute of Medical Research, Brisbane, QLD, Australia,
| | | | - Sven Bergmann
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland,
- Swiss Institute of Bioinformatics, Lausanne, Switzerland,
| | - Stig E. Bojesen
- Department of Clinical Biochemistry and the Copenhagen General Population Study, Herlev Hospital, Copenhagen University Hospital, Copenhagen, Denmark,
| | - Manjeet K. Bolla
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | - Judith Brown
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | - Julie E. Buring
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue East, Boston MA 02215, USA,
- Harvard Medical School, Boston, MA, USA,
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, EdinburghEH8 9AG, UK,
| | - Jenny Chang-Claude
- Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany,
| | | | - Tanguy Corre
- Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland,
- Swiss Institute of Bioinformatics, Lausanne, Switzerland,
| | - Fergus J. Couch
- Departments of Laboratory Medicine and Pathology, and Health Science Research
| | - Angela Cox
- CR-UK/YCR Sheffield Cancer Research Centre, Department of Oncology, University of Sheffield, UK,
| | - Kamila Czene
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,
| | - Adamo Pio D'adamo
- Institute for Maternal and Child Health, IRCCS ‘Burlo Garofolo’, University of Trieste, Trieste, Italy,
| | - Gail Davies
- Centre for Cognitive Ageing and Cognitive Epidemiology
- Department of Psychology and
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK,
| | - Ian J. Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology
- Department of Psychology and
| | - Joe Dennis
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | - Douglas F. Easton
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | | | - Johan G. Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland,
- National Institute for Health and Welfare, Helsinki, Finland,
- Folkhälsan Research Centre, Helsinki, Finland,
- University Central Hospital, Unit of General Practice, Helsinki, Finland,
- Vasa Central Hospital, Vasa, Finland,
| | - Tõnu Esko
- Divisions of Endocrinology, Children's Hospital, Boston, MA, USA,
- Broad Institute, Cambridge, MA, USA,
- Estonian Genome Center, University of Tartu, 51010Tartu, Estonia,
| | - Peter A. Fasching
- Department of Gynecology and Obstetrics, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany,
| | - Jonine D. Figueroa
- Division of Cancer Epidemiology & Genetics, National Cancer Institute, Maryland, USA,
| | - Henrik Flyger
- Department of Breast Surgery, Herlev Hospital, Copenhagen University Hospital, Copenhagen, Denmark,
| | - Abigail Fraser
- School of Social and Community Medicine, MRC Centre for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol, UK,
| | - Montse Garcia-Closas
- Divisions of Breast Cancer Research and of Genetics and Epidemiology, and the Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, UK,
| | - Paolo Gasparini
- Institute for Maternal and Child Health, IRCCS ‘Burlo Garofolo’, University of Trieste, Trieste, Italy,
| | | | - Graham Giles
- Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, Melbourne, VIC, Australia,
- Cancer Epidemiology Centre, The Cancer Council Victoria, Melbourne, VIC, Australia,
| | - Pascal Guenel
- Environmental Epidemiology of Cancer, Inserm U1018, Villejuif, France,
| | - Sara Hägg
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden,
| | - Per Hall
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,
| | - Caroline Hayward
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, EdinburghEH4 2XU, UK,
| | - John Hopper
- Centre for Molecular, Environmental, Genetic and Analytic Epidemiology, Melbourne School of Population Health, The University of Melbourne, Melbourne, VIC, Australia,
| | - Erik Ingelsson
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden,
| | | | | | - Katherine Kasiman
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,
| | - Julia A. Knight
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada,
| | - Jari Lahti
- Folkhälsan Research Centre, Helsinki, Finland,
- Institute of Behavioural Science, University of Helsinki, Helsinki, Finland,
| | - Debbie A. Lawlor
- School of Social and Community Medicine, MRC Centre for Causal Analyses in Translational Epidemiology, University of Bristol, Bristol, UK,
| | | | - Sara Margolin
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden,
| | - Julie A. Marsh
- School of Women's and Infants’ Health, University of Western Australia, Australia,
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, 51010Tartu, Estonia,
| | - Janet E. Olson
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA,
| | - Craig E. Pennell
- School of Women's and Infants’ Health, University of Western Australia, Australia,
| | - Ozren Polasek
- Department of Public Health, Faculty of Medicine, University of Split, Croatia,
| | - Iffat Rahman
- Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden,
| | - Paul M. Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, 900 Commonwealth Avenue East, Boston MA 02215, USA,
- Harvard Medical School, Boston, MA, USA,
| | - Antonietta Robino
- Institute for Maternal and Child Health, IRCCS ‘Burlo Garofolo’, University of Trieste, Trieste, Italy,
| | - Igor Rudan
- Centre for Population Health Sciences, University of Edinburgh, EdinburghEH8 9AG, UK,
| | - Anja Rudolph
- Division of Cancer Epidemiology, German Cancer Research Center, Heidelberg, Germany,
| | - Andres Salumets
- Department of Obstetrics and Gynecology, University of Tartu, 51014 Tartu, Estonia,
- Competence Centre on Reproductive Medicine and Biology, 50410 Tartu, Estonia,
| | - Marjanka K. Schmidt
- Division of Psychosocial Research and Epidemiology and
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands,
| | - Minouk J. Schoemaker
- Divisions of Breast Cancer Research and of Genetics and Epidemiology, and the Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, UK,
| | - Erin N. Smith
- Department of Pediatrics and Rady Children's Hospital, University of California San Diego, La Jolla, CA 92093, USA,
| | - Jennifer A. Smith
- Department of Epidemiology, University of Michigan, Ann Arbor, MI, USA,
| | - Melissa Southey
- Genetic Epidemiology Laboratory, Department of Pathology, The University of Melbourne, Melbourne, VIC, Australia,
| | - Doris Stöckl
- Institute of Epidemiology II and
- Department of Obstetrics and Gynaecology, Campus Grosshadern, Ludwig-Maximilians-University, Munich, Germany,
| | - Anthony J. Swerdlow
- Divisions of Breast Cancer Research and of Genetics and Epidemiology, and the Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, UK,
| | - Deborah J. Thompson
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | - Therese Truong
- Environmental Epidemiology of Cancer, Inserm U1018, Villejuif, France,
| | - Sheila Ulivi
- Institute for Maternal and Child Health, IRCCS ‘Burlo Garofolo’, Trieste, Italy,
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München – German Research Center for Environmental Health, Neuherberg, Germany,
| | - Qin Wang
- Centre for Cancer Genetic Epidemiology and Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK,
| | - Sarah Wild
- Centre for Population Health Sciences, University of Edinburgh, EdinburghEH8 9AG, UK,
| | - James F Wilson
- Centre for Population Health Sciences, University of Edinburgh, EdinburghEH8 9AG, UK,
| | - Alan F. Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK,
| | - Lina Zgaga
- Centre for Population Health Sciences, University of Edinburgh, EdinburghEH8 9AG, UK,
| | | | - Ken K. Ong
- Medical Research Council (MRC) Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK,
- Department of Paediatrics, University of Cambridge, Cambridge, UK,
| | - Joanne M. Murabito
- The National Heart Lung and Blood Institute's Framingham Heart Study, Framingham, MA, USA,
- Section of General Internal Medicine, Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - David Karasik
- Hebrew SeniorLife Institute for Aging Research and Harvard Medical School, Boston, MA, USA,
| | - Anna Murray
- University of Exeter Medical School, Exeter, UK,
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Tragante V, Barnes MR, Ganesh SK, Lanktree MB, Guo W, Franceschini N, Smith EN, Johnson T, Holmes MV, Padmanabhan S, Karczewski KJ, Almoguera B, Barnard J, Baumert J, Chang YPC, Elbers CC, Farrall M, Fischer ME, Gaunt TR, Gho JMIH, Gieger C, Goel A, Gong Y, Isaacs A, Kleber ME, Mateo Leach I, McDonough CW, Meijs MFL, Melander O, Nelson CP, Nolte IM, Pankratz N, Price TS, Shaffer J, Shah S, Tomaszewski M, van der Most PJ, Van Iperen EPA, Vonk JM, Witkowska K, Wong COL, Zhang L, Beitelshees AL, Berenson GS, Bhatt DL, Brown M, Burt A, Cooper-DeHoff RM, Connell JM, Cruickshanks KJ, Curtis SP, Davey-Smith G, Delles C, Gansevoort RT, Guo X, Haiqing S, Hastie CE, Hofker MH, Hovingh GK, Kim DS, Kirkland SA, Klein BE, Klein R, Li YR, Maiwald S, Newton-Cheh C, O'Brien ET, Onland-Moret NC, Palmas W, Parsa A, Penninx BW, Pettinger M, Vasan RS, Ranchalis JE, M Ridker P, Rose LM, Sever P, Shimbo D, Steele L, Stolk RP, Thorand B, Trip MD, van Duijn CM, Verschuren WM, Wijmenga C, Wyatt S, Young JH, Zwinderman AH, Bezzina CR, Boerwinkle E, Casas JP, Caulfield MJ, Chakravarti A, Chasman DI, Davidson KW, Doevendans PA, Dominiczak AF, FitzGerald GA, Gums JG, Fornage M, Hakonarson H, Halder I, Hillege HL, Illig T, Jarvik GP, Johnson JA, Kastelein JJP, Koenig W, Kumari M, März W, Murray SS, O'Connell JR, Oldehinkel AJ, Pankow JS, Rader DJ, Redline S, Reilly MP, Schadt EE, Kottke-Marchant K, Snieder H, Snyder M, Stanton AV, Tobin MD, Uitterlinden AG, van der Harst P, van der Schouw YT, Samani NJ, Watkins H, Johnson AD, Reiner AP, Zhu X, de Bakker PIW, Levy D, Asselbergs FW, Munroe PB, Keating BJ. Gene-centric meta-analysis in 87,736 individuals of European ancestry identifies multiple blood-pressure-related loci. Am J Hum Genet 2014; 94:349-60. [PMID: 24560520 DOI: 10.1016/j.ajhg.2013.12.016] [Citation(s) in RCA: 129] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Accepted: 12/20/2013] [Indexed: 11/29/2022] Open
Abstract
Blood pressure (BP) is a heritable risk factor for cardiovascular disease. To investigate genetic associations with systolic BP (SBP), diastolic BP (DBP), mean arterial pressure (MAP), and pulse pressure (PP), we genotyped ~50,000 SNPs in up to 87,736 individuals of European ancestry and combined these in a meta-analysis. We replicated findings in an independent set of 68,368 individuals of European ancestry. Our analyses identified 11 previously undescribed associations in independent loci containing 31 genes including PDE1A, HLA-DQB1, CDK6, PRKAG2, VCL, H19, NUCB2, RELA, HOXC@ complex, FBN1, and NFAT5 at the Bonferroni-corrected array-wide significance threshold (p < 6 × 10(-7)) and confirmed 27 previously reported associations. Bioinformatic analysis of the 11 loci provided support for a putative role in hypertension of several genes, such as CDK6 and NUCB2. Analysis of potential pharmacological targets in databases of small molecules showed that ten of the genes are predicted to be a target for small molecules. In summary, we identified previously unknown loci associated with BP. Our findings extend our understanding of genes involved in BP regulation, which may provide new targets for therapeutic intervention or drug response stratification.
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Affiliation(s)
- Vinicius Tragante
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Department of Medical Genetics, Biomedical Genetics, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Michael R Barnes
- William Harvey Research Institute National Institute for Health Biomedical Research Unit, Barts and the London School of Medicine, Queen Mary University of London, London EC1M 6BQ, UK
| | - Santhi K Ganesh
- Division of Cardiovascular Medicine, Departments of Internal Medicine and Human Genetics, University of Michigan Health System, Ann Arbor, MI 48109, USA
| | - Matthew B Lanktree
- Department of Medicine, McMaster University, Hamilton, ON L8S 4L8, Canada
| | - Wei Guo
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Erin N Smith
- Department of Pediatrics and Rady's Children's Hospital, University of California at San Diego, School of Medicine, La Jolla, CA 92093, USA
| | - Toby Johnson
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Michael V Holmes
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sandosh Padmanabhan
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow G12 8TA, UK
| | - Konrad J Karczewski
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Berta Almoguera
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - John Barnard
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Jens Baumert
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Yen-Pei Christy Chang
- Departments of Medicine and Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Clara C Elbers
- Department of Medical Genetics, Biomedical Genetics, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Martin Farrall
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK; Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DU, UK
| | - Mary E Fischer
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI 53726, USA
| | - Tom R Gaunt
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Johannes M I H Gho
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Anuj Goel
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK; Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DU, UK
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida, Gainesville, FL 32610, USA
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, 3015 GE Rotterdam, the Netherlands
| | - Marcus E Kleber
- Medical Clinic V, Medical Faculty Mannheim, Heidelberg University, Mannheim 68167, Germany
| | - Irene Mateo Leach
- Department of Cardiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Caitrin W McDonough
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida, Gainesville, FL 32610, USA
| | - Matthijs F L Meijs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Olle Melander
- Hypertension and Cardiovascular Disease, Department of Clinical Sciences, Lund University, Malmö 20502, Sweden; Centre of Emergency Medicine, Skåne University Hospital, Malmö 20502, Sweden
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK; NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Nathan Pankratz
- Institute of Human Genetics, Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Tom S Price
- MRC SGDP Centre, Institute of Psychiatry, London SE5 8AF, UK
| | - Jonathan Shaffer
- Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Sonia Shah
- UCL Genetics Institute, Department of Genetics, Evolution and Environment, University College London, Kathleen Lonsdale Building, Gower Place, London WC1E 6BT, UK
| | - Maciej Tomaszewski
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Erik P A Van Iperen
- Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, 3511 GC Utrecht, the Netherlands; Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Judith M Vonk
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Kate Witkowska
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Caroline O L Wong
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Li Zhang
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Amber L Beitelshees
- Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Gerald S Berenson
- Department of Epidemiology, Tulane University, New Orleans, LA 70118, USA
| | - Deepak L Bhatt
- Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Morris Brown
- Clinical Pharmacology Unit, University of Cambridge, Addenbrookes Hospital, Hills Road, Cambridge CB2 2QQ, UK
| | - Amber Burt
- Department of Medicine (Medical Genetics), University of Washington, Seattle, WA 98195, USA
| | - Rhonda M Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida, Gainesville, FL 32610, USA
| | - John M Connell
- University of Dundee, Ninewells Hospital &Medical School, Dundee DD1 9SY, UK
| | - Karen J Cruickshanks
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI 53726, USA; Department of Population Health Sciences, University of Wisconsin, Madison, WI 53726, USA
| | - Sean P Curtis
- Merck Research Laboratories, P.O. Box 2000, Rahway, NJ 07065, USA
| | - George Davey-Smith
- MRC Integrative Epidemiology Unit, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | - Christian Delles
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow G12 8TA, UK
| | - Ron T Gansevoort
- Division of Nephrology, Department of Medicine, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Xiuqing Guo
- Cedars-Sinai Med Ctr-PEDS, Los Angeles, CA 90048, USA
| | - Shen Haiqing
- Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Claire E Hastie
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow G12 8TA, UK
| | - Marten H Hofker
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Department Pathology and Medical Biology, Medical Biology Division, Molecular Genetics, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Daniel S Kim
- Departments of Medicine (Medical Genetics) and Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Susan A Kirkland
- Department of Community Health and Epidemiology, Dalhousie University, Halifax, NS B3H 1V7, Canada
| | - Barbara E Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI 53726, USA
| | - Ronald Klein
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI 53726, USA
| | - Yun R Li
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Steffi Maiwald
- Department of Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | | | - Eoin T O'Brien
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, Dublin 4, Ireland
| | - N Charlotte Onland-Moret
- Department of Medical Genetics, Biomedical Genetics, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Walter Palmas
- Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Afshin Parsa
- Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Brenda W Penninx
- Department of Psychiatry/EMGO Institute, VU University Medical Centre, 1081 BT Amsterdam, the Netherlands
| | - Mary Pettinger
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Ramachandran S Vasan
- Department of Medicine, Boston University School of Medicine, Framingham, MA 02118, USA
| | - Jane E Ranchalis
- Department of Medicine (Medical Genetics), University of Washington, Seattle, WA 98195, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Lynda M Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, W2 1LA UK
| | - Daichi Shimbo
- Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Laura Steele
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Ronald P Stolk
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Barbara Thorand
- Institute of Epidemiology II, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany
| | - Mieke D Trip
- Department of Cardiology, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, 3015 GE Rotterdam, the Netherlands
| | - W Monique Verschuren
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; National Institute for Public Health and the Environment (RIVM), 3720 BA Bilthoven, the Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Sharon Wyatt
- Schools of Nursing and Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - J Hunter Young
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Aeilko H Zwinderman
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Connie R Bezzina
- Heart Failure Research Center, Department of Clinical and Experimental Cardiology, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands; Molecular and Experimental Cardiology Group, Academic Medical Centre, 1105 AZ Amsterdam, the Netherlands
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine and Division of Epidemiology, University of Texas Health Science Center, Houston, TX 77030, USA
| | - Juan P Casas
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London WC1E 7HT, UK; Genetic Epidemiology Group, Department of Epidemiology and Public Health, University College London, London WC1E 6BT, UK
| | - Mark J Caulfield
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Karina W Davidson
- Departments of Medicine & Psychiatry, Columbia University, New York, NY 10032, USA
| | - Pieter A Doevendans
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Anna F Dominiczak
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow G12 8TA, UK
| | - Garret A FitzGerald
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - John G Gums
- Departments of Pharmacotherapy and Translational Research and Community Health and Family Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Myriam Fornage
- Institute of Molecular Medicine and School of Public Health Division of Epidemiology Human Genetics and Environmental Sciences, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Indrani Halder
- School of Medicine, University of Pittsburgh, PA 15261, USA
| | - Hans L Hillege
- Department of Cardiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg 85764, Germany; Hannover Unified Biobank, Hannover Medical School, Hannover 30625, Germany
| | - Gail P Jarvik
- International Centre for Circulatory Health, Imperial College London, W2 1LA UK
| | - Julie A Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, University of Florida, Gainesville, FL 32610, USA
| | - John J P Kastelein
- Department of Vascular Medicine, Academic Medical Center, 1105 AZ Amsterdam, the Netherlands
| | - Wolfgang Koenig
- Department of Internal Medicine II - Cardiology, University of Ulm Medical Centre, Ulm 89081, Germany
| | - Meena Kumari
- Department of Epidemiology and Public Health, Division of Population Health, University College London, Torrington Place, London WC1E 7HB, UK
| | - Winfried März
- Medical Clinic V, Medical Faculty Mannheim, Heidelberg University, Mannheim 68167, Germany; Synlab Academy, Synlab Services GmbH, Mannheim 69214, Germany; Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz 8036, Austria
| | - Sarah S Murray
- Department of Pathology, University of California San Diego, La Jolla, CA 92037, USA
| | - Jeffery R O'Connell
- Division of Endocrinology, Diabetes, and Nutrition, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Albertine J Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - James S Pankow
- Division of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN 55454, USA
| | - Daniel J Rader
- Cardiovascular Institute, the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Muredach P Reilly
- Cardiovascular Institute, the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Eric E Schadt
- Department of Genetics and Genomic Sciences, Mount Sinai School of Medicine, New York, NY 10029, USA
| | | | - Harold Snieder
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Michael Snyder
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Alice V Stanton
- Molecular & Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St Stephens Green, Dublin 2, Ireland
| | - Martin D Tobin
- Department of Health Sciences, University of Leicester, Leicester LE1 7RH, UK
| | - André G Uitterlinden
- Departments of Epidemiology and Internal Medicine, Erasmus Medical Center, 3015 GE Rotterdam, the Netherlands
| | - Pim van der Harst
- Department of Cardiology, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands; Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, 3511 GC Utrecht, the Netherlands; Department of Genetics, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, the Netherlands
| | - Yvonne T van der Schouw
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester LE3 9QP, UK; NIHR Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Groby Road, Leicester LE3 9QP, UK
| | - Hugh Watkins
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK; Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DU, UK
| | - Andrew D Johnson
- National Heart, Lung and Blood Institute Framingham Heart Study, Framingham, MA 01702, USA
| | - Alex P Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Xiaofeng Zhu
- Department of Epidemiology and Biostatistics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Paul I W de Bakker
- Department of Medical Genetics, Biomedical Genetics, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA and Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Daniel Levy
- Center for Population Studies, National Heart, Lung, and Blood Institute, Framingham, MA 01702, USA
| | - Folkert W Asselbergs
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, 3584 CX Utrecht, the Netherlands; Durrer Center for Cardiogenetic Research, ICIN-Netherlands Heart Institute, 3511 GC Utrecht, the Netherlands; Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London WC1E 6BT, UK
| | - Patricia B Munroe
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London EC1M 6BQ, UK.
| | - Brendan J Keating
- Department of Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
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Smith EN, Jepsen K, Arias AD, Shepard PJ, Chambers CD, Frazer KA. Genetic ancestry of participants in the National Children's Study. Genome Biol 2014; 15:R22. [PMID: 24490717 PMCID: PMC4053981 DOI: 10.1186/gb-2014-15-2-r22] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2013] [Accepted: 02/03/2014] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND The National Children's Study (NCS) is a prospective epidemiological study in the USA tasked with identifying a nationally representative sample of 100,000 children, and following them from their gestation until they are 21 years of age. The objective of the study is to measure environmental and genetic influences on growth, development, and health. Determination of the ancestry of these NCS participants is important for assessing the diversity of study participants and for examining the effect of ancestry on various health outcomes. RESULTS We estimated the genetic ancestry of a convenience sample of 641 parents enrolled at the 7 original NCS Vanguard sites, by analyzing 30,000 markers on exome arrays, using the 1000 Genomes Project superpopulations as reference populations, and compared this with the measures of self-reported ethnicity and race. For 99% of the individuals, self-reported ethnicity and race agreed with the predicted superpopulation. NCS individuals self-reporting as Asian had genetic ancestry of either South Asian or East Asian groups, while those reporting as either Hispanic White or Hispanic Other had similar genetic ancestry. Of the 33 individuals who self-reported as Multiracial or Non-Hispanic Other, 33% matched the South Asian or East Asian groups, while these groups represented only 4.4% of the other reported categories. CONCLUSIONS Our data suggest that self-reported ethnicity and race have some limitations in accurately capturing Hispanic and South Asian populations. Overall, however, our data indicate that despite the complexity of the US population, individuals know their ancestral origins, and that self-reported ethnicity and race is a reliable indicator of genetic ancestry.
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DeBoever C, Reid EG, Smith EN, Wang X, Dumaop W, Harismendy O, Carson D, Richman D, Masliah E, Frazer KA. Whole transcriptome sequencing enables discovery and analysis of viruses in archived primary central nervous system lymphomas. PLoS One 2013; 8:e73956. [PMID: 24023918 PMCID: PMC3762708 DOI: 10.1371/journal.pone.0073956] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [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: 05/22/2013] [Accepted: 07/24/2013] [Indexed: 11/23/2022] Open
Abstract
Primary central nervous system lymphomas (PCNSL) have a dramatically increased prevalence among persons living with AIDS and are known to be associated with human Epstein Barr virus (EBV) infection. Previous work suggests that in some cases, co-infection with other viruses may be important for PCNSL pathogenesis. Viral transcription in tumor samples can be measured using next generation transcriptome sequencing. We demonstrate the ability of transcriptome sequencing to identify viruses, characterize viral expression, and identify viral variants by sequencing four archived AIDS-related PCNSL tissue samples and analyzing raw sequencing reads. EBV was detected in all four PCNSL samples and cytomegalovirus (CMV), JC polyomavirus (JCV), and HIV were also discovered, consistent with clinical diagnoses. CMV was found to express three long non-coding RNAs recently reported as expressed during active infection. Single nucleotide variants were observed in each of the viruses observed and three indels were found in CMV. No viruses were found in several control tumor types including 32 diffuse large B-cell lymphoma samples. This study demonstrates the ability of next generation transcriptome sequencing to accurately identify viruses, including DNA viruses, in solid human cancer tissue samples.
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Affiliation(s)
- Christopher DeBoever
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, California, United States of America
| | - Erin G. Reid
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
| | - Erin N. Smith
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
| | - Xiaoyun Wang
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
| | - Wilmar Dumaop
- Department of Pathology, University of California San Diego, La Jolla, California, United States of America
| | - Olivier Harismendy
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
- Clinical and Translational Research Institute, University of California San Diego, La Jolla, California, United States of America
| | - Dennis Carson
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
| | - Douglas Richman
- VA San Diego Healthcare System and Center for AIDS Research, University of California San Diego, La Jolla, California, United States of America
| | - Eliezer Masliah
- Department of Neurosciences, University of California San Diego, La Jolla, California, United States of America
| | - Kelly A. Frazer
- Moores Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
- Clinical and Translational Research Institute, University of California San Diego, La Jolla, California, United States of America
- Institute for Genomic Medicine, University of California San Diego, La Jolla, California, United States of America
- * E-mail:
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Demerath EW, Liu CT, Franceschini N, Chen G, Palmer JR, Smith EN, Chen CTL, Ambrosone CB, Arnold AM, Bandera EV, Berenson GS, Bernstein L, Britton A, Cappola AR, Carlson CS, Chanock SJ, Chen W, Chen Z, Deming SL, Elks CE, Evans MK, Gajdos Z, Henderson BE, Hu JJ, Ingles S, John EM, Kerr KF, Kolonel LN, Le Marchand L, Lu X, Millikan RC, Musani SK, Nock NL, North K, Nyante S, Press MF, Rodriquez-Gil JL, Ruiz-Narvaez EA, Schork NJ, Srinivasan SR, Woods NF, Zheng W, Ziegler RG, Zonderman A, Heiss G, Gwen Windham B, Wellons M, Murray SS, Nalls M, Pastinen T, Rajkovic A, Hirschhorn J, Adrienne Cupples L, Kooperberg C, Murabito JM, Haiman CA. Genome-wide association study of age at menarche in African-American women. Hum Mol Genet 2013; 22:3329-46. [PMID: 23599027 DOI: 10.1093/hmg/ddt181] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
African-American (AA) women have earlier menarche on average than women of European ancestry (EA), and earlier menarche is a risk factor for obesity and type 2 diabetes among other chronic diseases. Identification of common genetic variants associated with age at menarche has a potential value in pointing to the genetic pathways underlying chronic disease risk, yet comprehensive genome-wide studies of age at menarche are lacking for AA women. In this study, we tested the genome-wide association of self-reported age at menarche with common single-nucleotide polymorphisms (SNPs) in a total of 18 089 AA women in 15 studies using an additive genetic linear regression model, adjusting for year of birth and population stratification, followed by inverse-variance weighted meta-analysis (Stage 1). Top meta-analysis results were then tested in an independent sample of 2850 women (Stage 2). First, while no SNP passed the pre-specified P < 5 × 10(-8) threshold for significance in Stage 1, suggestive associations were found for variants near FLRT2 and PIK3R1, and conditional analysis identified two independent SNPs (rs339978 and rs980000) in or near RORA, strengthening the support for this suggestive locus identified in EA women. Secondly, an investigation of SNPs in 42 previously identified menarche loci in EA women demonstrated that 25 (60%) of them contained variants significantly associated with menarche in AA women. The findings provide the first evidence of cross-ethnic generalization of menarche loci identified to date, and suggest a number of novel biological links to menarche timing in AA women.
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Affiliation(s)
- Ellen W Demerath
- Division of Epidemiology and Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, USA.
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46
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Ganesh SK, Tragante V, Guo W, Guo Y, Lanktree MB, Smith EN, Johnson T, Castillo BA, Barnard J, Baumert J, Chang YPC, Elbers CC, Farrall M, Fischer ME, Franceschini N, Gaunt TR, Gho JM, Gieger C, Gong Y, Isaacs A, Kleber ME, Leach IM, McDonough CW, Meijs MF, Mellander O, Molony CM, Nolte IM, Padmanabhan S, Price TS, Rajagopalan R, Shaffer J, Shah S, Shen H, Soranzo N, van der Most PJ, Van Iperen EP, Van Setten JA, Vonk JM, Zhang L, Beitelshees AL, Berenson GS, Bhatt DL, Boer JM, Boerwinkle E, Burkley B, Burt A, Chakravarti A, Chen W, Cooper-DeHoff RM, Curtis SP, Dreisbach A, Duggan D, Ehret GB, Fabsitz RR, Fornage M, Fox E, Furlong CE, Gansevoort RT, Hofker MH, Hovingh GK, Kirkland SA, Kottke-Marchant K, Kutlar A, LaCroix AZ, Langaee TY, Li YR, Lin H, Liu K, Maiwald S, Malik R, Murugesan G, Newton-Cheh C, O'Connell JR, Onland-Moret NC, Ouwehand WH, Palmas W, Penninx BW, Pepine CJ, Pettinger M, Polak JF, Ramachandran VS, Ranchalis J, Redline S, Ridker PM, Rose LM, Scharnag H, Schork NJ, Shimbo D, Shuldiner AR, Srinivasan SR, Stolk RP, Taylor HA, Thorand B, Trip MD, van Duijn CM, Verschuren WM, Wijmenga C, Winkelmann BR, Wyatt S, Young JH, Boehm BO, Caulfield MJ, Chasman DI, Davidson KW, Doevendans PA, FitzGerald GA, Gums JG, Hakonarson H, Hillege HL, Illig T, Jarvik GP, Johnson JA, Kastelein JJ, Koenig W, März W, Mitchell BD, Murray SS, Oldehinkel AJ, Rader DJ, Reilly MP, Reiner AP, Schadt EE, Silverstein RL, Snieder H, Stanton AV, Uitterlinden AG, van der Harst P, van der Schouw YT, Samani NJ, Johnson AD, Munroe PB, de Bakker PI, Zhu X, Levy D, Keating BJ, Asselbergs FW. Loci influencing blood pressure identified using a cardiovascular gene-centric array. Hum Mol Genet 2013; 22:1663-78. [PMID: 23303523 PMCID: PMC3657476 DOI: 10.1093/hmg/dds555] [Citation(s) in RCA: 120] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2012] [Revised: 11/30/2012] [Accepted: 12/27/2012] [Indexed: 01/11/2023] Open
Abstract
Blood pressure (BP) is a heritable determinant of risk for cardiovascular disease (CVD). To investigate genetic associations with systolic BP (SBP), diastolic BP (DBP), mean arterial pressure (MAP) and pulse pressure (PP), we genotyped ∼50 000 single-nucleotide polymorphisms (SNPs) that capture variation in ∼2100 candidate genes for cardiovascular phenotypes in 61 619 individuals of European ancestry from cohort studies in the USA and Europe. We identified novel associations between rs347591 and SBP (chromosome 3p25.3, in an intron of HRH1) and between rs2169137 and DBP (chromosome1q32.1 in an intron of MDM4) and between rs2014408 and SBP (chromosome 11p15 in an intron of SOX6), previously reported to be associated with MAP. We also confirmed 10 previously known loci associated with SBP, DBP, MAP or PP (ADRB1, ATP2B1, SH2B3/ATXN2, CSK, CYP17A1, FURIN, HFE, LSP1, MTHFR, SOX6) at array-wide significance (P < 2.4 × 10(-6)). We then replicated these associations in an independent set of 65 886 individuals of European ancestry. The findings from expression QTL (eQTL) analysis showed associations of SNPs in the MDM4 region with MDM4 expression. We did not find any evidence of association of the two novel SNPs in MDM4 and HRH1 with sequelae of high BP including coronary artery disease (CAD), left ventricular hypertrophy (LVH) or stroke. In summary, we identified two novel loci associated with BP and confirmed multiple previously reported associations. Our findings extend our understanding of genes involved in BP regulation, some of which may eventually provide new targets for therapeutic intervention.
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Affiliation(s)
- Santhi K. Ganesh
- Division of Cardiovascular Medicine, University of Michigan Health System, Ann Arbor, MI, USA
| | - Vinicius Tragante
- Department of Cardiology, Division Heart and Lungs
- Department of Medical Genetics and
| | - Wei Guo
- Department of Epidemiology and Biostatistics, School of Medicine and
| | - Yiran Guo
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Matthew B. Lanktree
- Departments of Medicine and Biochemistry, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, Canada
| | - Erin N. Smith
- Department of Pediatrics and Rady's Children's Hospital, School of Medicine, University of California at San Diego, La Jolla, CA 92093, USA
| | - Toby Johnson
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
- The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
| | - Berta Almoguera Castillo
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - John Barnard
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Yen-Pei Christy Chang
- Department of Medicine and
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Clara C. Elbers
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Martin Farrall
- Department of Cardiovascular Medicine, The Wellcome Trust Centre for Human Genetics, University of Oxford, OxfordOX3 7BN, UK
| | - Mary E. Fischer
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, WI, USA
| | - Nora Franceschini
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Tom R. Gaunt
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Oakfield House, Oakfield Grove, Bristol BS8 2BN, UK
| | | | | | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology and
| | - Marcus E. Kleber
- LURIC Study nonprofit LLC, Freiburg, Germany
- Mannheim Institute of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
| | | | - Caitrin W. McDonough
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | | | - Olle Mellander
- Hypertension and Cardiovascular Disease, Department of Clinical Sciences, Lund University, Malmö, Sweden
- Centre of Emergency Medicine, Skåne University Hospital, Malmö, Sweden
| | | | | | - Sandosh Padmanabhan
- BHF Glasgow Cardiovascular Research Centre, University of Glasgow, 126 University Place, Glasgow G12 8TA, UK
| | - Tom S. Price
- MRC SGDP Centre, Institute of Psychiatry, London, UK
| | - Ramakrishnan Rajagopalan
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | | | - Sonia Shah
- UCL Genetics Institute, Department of Genetics, Evolution and Environment, University College London, Kathleen Lonsdale Building, Gower Place, London WC1E 6BT, UK
| | | | | | | | - Erik P.A. Van Iperen
- Durrer Center for Cardiogenetic Research
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics
| | | | | | - Li Zhang
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Amber L. Beitelshees
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Gerald S. Berenson
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | - Deepak L. Bhatt
- VA Boston Healthcare System, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA, USA
| | - Jolanda M.A. Boer
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | - Eric Boerwinkle
- Human Genetics Center and Institute of Molecular Medicine and Division of Epidemiology, University of Texas Health Science Center, Houston, TX, USA
| | - Ben Burkley
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Amber Burt
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine and
| | - Wei Chen
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | - Rhonda M. Cooper-DeHoff
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Sean P. Curtis
- Merck Research Laboratories, PO Box 2000, Rahway, NJ 07065, USA
| | | | - David Duggan
- Translational Genomics Research Institute, Phoenix, AZ, USA
| | - Georg B. Ehret
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine and
| | - Richard R. Fabsitz
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | - Myriam Fornage
- Human Genetics Center and Institute of Molecular Medicine and Division of Epidemiology, University of Texas Health Science Center, Houston, TX, USA
| | | | - Clement E. Furlong
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | | | - Marten H. Hofker
- Molecular Genetics, Medical Biology Section, Department of Pathology and Medical Biology
| | | | - Susan A. Kirkland
- Department of Community Health and Epidemiology, Dalhousie University, Canada
| | | | | | - Andrea Z. LaCroix
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Taimour Y. Langaee
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | - Yun R. Li
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Honghuang Lin
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
| | - Kiang Liu
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Steffi Maiwald
- Department of Vascular Medicine, University of Amsterdam, Amsterdam, The Netherlands
| | - Rainer Malik
- Institute for Stroke and Dementia Research and
- Neurologische Klinik, Klinikum Grosshadern, Ludwig-Maximilians-Universität, München, Germany
| | | | - Gurunathan Murugesan
- Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Christopher Newton-Cheh
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
| | - Jeffery R. O'Connell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - N. Charlotte Onland-Moret
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Willem H. Ouwehand
- Department of Haematology, University of Cambridge and NHS Blood and Transplant, Cambridge and Human Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Walter Palmas
- Department of Medicine, Columbia University, New York, NY, USA
| | - Brenda W. Penninx
- Department of Psychiatry/EMGO Institute, VU University Medical Centre, Amsterdam, The Netherlands
| | - Carl J. Pepine
- Division of Cardiovascular Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Mary Pettinger
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | | | - Vasan S. Ramachandran
- Department of Medicine, Boston University School of Medicine, Boston, MA, USA
- National Heart, Lung and Blood Institute's Framingham Heart Study, 73 Mt.Wayte Avenue Suite #2, Framingham, MA, USA
| | - Jane Ranchalis
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Paul M. Ridker
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Lynda M. Rose
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Hubert Scharnag
- Division of Cardiovascular Medicine, University of Michigan Health System, Ann Arbor, MI, USA
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Austria
| | - Nicholas J. Schork
- The Scripps Translational Science Institute and The Scripps Research Institute, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA, USA
| | - Daichi Shimbo
- Department of Medicine, Columbia University, New York, NY, USA
| | - Alan R. Shuldiner
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
- Geriatric Research and Education Clinical Center, Veterans Administration Medical Center, Baltimore, MD, USA
| | - Sathanur R. Srinivasan
- Department of Epidemiology, Tulane University, 1440 Canal Street, Suite 1829, New Orleans, LA, USA
| | | | | | | | - Mieke D. Trip
- Department of Cardiology, AMC, Amsterdam, The Netherlands
| | | | - W. Monique Verschuren
- National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
| | | | | | - Sharon Wyatt
- School of Nursing, University of Mississippi Medical Center, Jackson, MS, USA
| | - J. Hunter Young
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Mark J. Caulfield
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
| | - Daniel I. Chasman
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School and
| | - Karina W. Davidson
- Departments of Medicine & Psychiatry, Columbia University, New York, NY, USA
| | | | - Garret A. FitzGerald
- The Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - John G. Gums
- Departments of Pharmacotherapy and Translational Research and Community Health and Family Medicine, University of Florida, Gainesville, FL, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Gail P. Jarvik
- Department of Medicine, Division of Medical Genetics, University of Washington, Seattle, WA, USA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and
| | | | - Wolfgang Koenig
- Department of Internal Medicine I—Cardiology, University of Ulm Medical Centre, Ulm, Germany
| | | | - Winfried März
- Mannheim Institute of Public Health, Social and Preventive Medicine, Mannheim Medical Faculty, University of Heidelberg, Mannheim, Germany
- Synlab Academy, Mannheim, Germany
| | - Braxton D. Mitchell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Sarah S. Murray
- Scripps Translational Science Institute and Scripps Health, 3344 N. Torrey Pines Ct. Ste 300, La Jolla, CA, USA
| | - Albertine J. Oldehinkel
- Interdisciplinary Center Psychopathology and Emotion Regulation, Groningen University, University Medical Center Groningen, Groningen, The Netherlands
| | - Daniel J. Rader
- Cardiovascular Institute, The Perelman School of Medicine at the University of Pennsylvania, PA, USA
| | - Muredach P. Reilly
- Cardiovascular Institute, The Perelman School of Medicine at the University of Pennsylvania, PA, USA
| | - Alex P. Reiner
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Eric E. Schadt
- Department of Genetics and Genomic Sciences, Mount Sinai School of Medicine, New York, NY, USA
| | - Roy L. Silverstein
- Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Cell Biology, Lerner Research Institute, Cleveland Clinic
| | | | - Alice V. Stanton
- Molecular & Cellular Therapeutics, Royal College of Surgeons in Ireland, 123 St Stephens Green, Dublin 2, Ireland
| | - André G. Uitterlinden
- Departments of Epidemiology and Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Yvonne T. van der Schouw
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Nilesh J. Samani
- Department of Cardiovascular Sciences, University of Leicester and
- Leicester NIHR Biomedical Research Unit in Cardiovascular Disease, Glenfield Hospital, Leicester LE3 9QP, UK
| | - Andrew D. Johnson
- National Heart, Lung and Blood Institute's Framingham Heart Study, 73 Mt.Wayte Avenue Suite #2, Framingham, MA, USA
| | - Patricia B. Munroe
- Clinical Pharmacology and Barts and The London Genome Centre, William Harvey Research Institute, Barts and
- The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK
| | - Paul I.W. de Bakker
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Xiaofeng Zhu
- Department of Epidemiology and Biostatistics, School of Medicine and
| | - Daniel Levy
- Center for Population Studies, National Heart, Lung, and Blood Institute, Framingham, MA, USA
| | - Brendan J. Keating
- Center for Applied Genomics, Abramson Research Center, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Folkert W. Asselbergs
- Department of Cardiology, Division Heart and Lungs
- Department of Medical Genetics and
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands
- Durrer Center for Cardiogenetic Research
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47
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Gamazon ER, Badner JA, Cheng L, Zhang C, Zhang D, Cox NJ, Gershon ES, Kelsoe JR, Greenwood TA, Nievergelt CM, Chen C, McKinney R, Shilling PD, Schork NJ, Smith EN, Bloss CS, Nurnberger JI, Edenberg HJ, Foroud T, Koller DL, Scheftner WA, Coryell W, Rice J, Lawson WB, Nwulia EA, Hipolito M, Byerley W, McMahon FJ, Schulze TG, Berrettini WH, Potash JB, Zandi PP, Mahon PB, McInnis MG, Zöllner S, Zhang P, Craig DW, Szelinger S, Barrett TB, Liu C. Enrichment of cis-regulatory gene expression SNPs and methylation quantitative trait loci among bipolar disorder susceptibility variants. Mol Psychiatry 2013; 18:340-6. [PMID: 22212596 PMCID: PMC3601550 DOI: 10.1038/mp.2011.174] [Citation(s) in RCA: 140] [Impact Index Per Article: 12.7] [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] [Indexed: 01/29/2023]
Abstract
We conducted a systematic study of top susceptibility variants from a genome-wide association (GWA) study of bipolar disorder to gain insight into the functional consequences of genetic variation influencing disease risk. We report here the results of experiments to explore the effects of these susceptibility variants on DNA methylation and mRNA expression in human cerebellum samples. Among the top susceptibility variants, we identified an enrichment of cis regulatory loci on mRNA expression (eQTLs), and a significant excess of quantitative trait loci for DNA CpG methylation, hereafter referred to as methylation quantitative trait loci (mQTLs). Bipolar disorder susceptibility variants that cis regulate both cerebellar expression and methylation of the same gene are a very small proportion of bipolar disorder susceptibility variants. This finding suggests that mQTLs and eQTLs provide orthogonal ways of functionally annotating genetic variation within the context of studies of pathophysiology in brain. No lymphocyte mQTL enrichment was found, suggesting that mQTL enrichment was specific to the cerebellum, in contrast to eQTLs. Separately, we found that using mQTL information to restrict the number of single-nucleotide polymorphisms studied enhances our ability to detect a significant association. With this restriction a priori informed by the observed functional enrichment, we identified a significant association (rs12618769, P(bonferroni)<0.05) from two other GWA studies (TGen+GAIN; 2191 cases and 1434 controls) of bipolar disorder, which we replicated in an independent GWA study (WTCCC). Collectively, our findings highlight the importance of integrating functional annotation of genetic variants for gene expression and DNA methylation to advance the biological understanding of bipolar disorder.
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Affiliation(s)
- ER Gamazon
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - JA Badner
- Department of Psychiatry, University of Chicago, Chicago, IL, USA
| | - L Cheng
- Department of Psychiatry, Institute of Human Genetics, University of Illinois at Chicago, Chicago, IL, USA
| | - C Zhang
- Department of Psychiatry, Institute of Human Genetics, University of Illinois at Chicago, Chicago, IL, USA
| | - D Zhang
- School of Medicine, University of Zhejiang, Hanzhou, Zhejiang, China
| | - NJ Cox
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - ES Gershon
- Department of Psychiatry, University of Chicago, Chicago, IL, USA
| | - JR Kelsoe
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - TA Greenwood
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - CM Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - C Chen
- Department of Psychiatry, Institute of Human Genetics, University of Illinois at Chicago, Chicago, IL, USA
| | - R McKinney
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - PD Shilling
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - NJ Schork
- Scripps Genomic Medicine and Scripps Translational Science Institute, La Jolla, CA, USA
| | - EN Smith
- Scripps Genomic Medicine and Scripps Translational Science Institute, La Jolla, CA, USA
| | - CS Bloss
- Scripps Genomic Medicine and Scripps Translational Science Institute, La Jolla, CA, USA
| | - JI Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - HJ Edenberg
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - T Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - DL Koller
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - WA Scheftner
- Department of Psychiatry, Rush University, Chicago, IL, USA
| | - W Coryell
- Department of Psychiatry, University of Iowa, Iowa City, IA, USA
| | - J Rice
- Division of Biostatistics, Washington University, St Louis, MO, USA
| | - WB Lawson
- Department of Psychiatry, Howard University, Washington, DC, USA
| | - EA Nwulia
- Department of Psychiatry, Howard University, Washington, DC, USA
| | - M Hipolito
- Department of Psychiatry, Howard University, Washington, DC, USA
| | - W Byerley
- Department of Psychiatry, University of California, San Francisco, CA, USA
| | - FJ McMahon
- Genetic Basis of Mood and Anxiety Disorders Unit, National Institute of Mental Health Intramural Research Program, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| | - TG Schulze
- Genetic Basis of Mood and Anxiety Disorders Unit, National Institute of Mental Health Intramural Research Program, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA,Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Mannheim, Germany
| | - WH Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | - JB Potash
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - PP Zandi
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - PB Mahon
- Department of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - MG McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - S Zöllner
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - P Zhang
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - DW Craig
- Neurogenomics Division, The Translational Genomics Research Institute, Phoenix, AZ, USA
| | - S Szelinger
- Neurogenomics Division, The Translational Genomics Research Institute, Phoenix, AZ, USA
| | - TB Barrett
- Department of Psychiatry, Portland VA Medical Center, Portland, OR, USA
| | - C Liu
- Department of Psychiatry, Institute of Human Genetics, University of Illinois at Chicago, Chicago, IL, USA
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Yost SE, Pastorino S, Rozenzhak S, Smith EN, Chao YS, Jiang P, Kesari S, Frazer KA, Harismendy O. High-resolution mutational profiling suggests the genetic validity of glioblastoma patient-derived pre-clinical models. PLoS One 2013; 8:e56185. [PMID: 23441165 PMCID: PMC3575368 DOI: 10.1371/journal.pone.0056185] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2012] [Accepted: 01/07/2013] [Indexed: 11/19/2022] Open
Abstract
Recent advances in the ability to efficiently characterize tumor genomes is enabling targeted drug development, which requires rigorous biomarker-based patient selection to increase effectiveness. Consequently, representative DNA biomarkers become equally important in pre-clinical studies. However, it is still unclear how well these markers are maintained between the primary tumor and the patient-derived tumor models. Here, we report the comprehensive identification of somatic coding mutations and copy number aberrations in four glioblastoma (GBM) primary tumors and their matched pre-clinical models: serum-free neurospheres, adherent cell cultures, and mouse xenografts. We developed innovative methods to improve the data quality and allow a strict comparison of matched tumor samples. Our analysis identifies known GBM mutations altering PTEN and TP53 genes, and new actionable mutations such as the loss of PIK3R1, and reveals clear patient-to-patient differences. In contrast, for each patient, we do not observe any significant remodeling of the mutational profile between primary to model tumors and the few discrepancies can be attributed to stochastic errors or differences in sample purity. Similarly, we observe ∼96% primary-to-model concordance in copy number calls in the high-cellularity samples. In contrast to previous reports based on gene expression profiles, we do not observe significant differences at the DNA level between in vitro compared to in vivo models. This study suggests, at a remarkable resolution, the genome-wide conservation of a patient’s tumor genetics in various pre-clinical models, and therefore supports their use for the development and testing of personalized targeted therapies.
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Affiliation(s)
- Shawn E. Yost
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, California, United States of America
- Division of Genome Information Sciences, Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
| | - Sandra Pastorino
- Department of Neurosciences, University of California San Diego, La Jolla, California, United States of America
- Translational Neuro-oncology Laboratories, University of California San Diego, La Jolla, California, United States of America
| | - Sophie Rozenzhak
- Division of Genome Information Sciences, Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
| | - Erin N. Smith
- Division of Genome Information Sciences, Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
| | - Ying S. Chao
- Department of Neurosciences, University of California San Diego, La Jolla, California, United States of America
- Translational Neuro-oncology Laboratories, University of California San Diego, La Jolla, California, United States of America
| | - Pengfei Jiang
- Department of Neurosciences, University of California San Diego, La Jolla, California, United States of America
- Translational Neuro-oncology Laboratories, University of California San Diego, La Jolla, California, United States of America
| | - Santosh Kesari
- Department of Neurosciences, University of California San Diego, La Jolla, California, United States of America
- Translational Neuro-oncology Laboratories, University of California San Diego, La Jolla, California, United States of America
- Moores UCSD Cancer Center, University of California San Diego, La Jolla, California, United States of America
- * E-mail: (OH); (SK)
| | - Kelly A. Frazer
- Division of Genome Information Sciences, Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
- Moores UCSD Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Clinical and Translational Research Institute, University of California San Diego, La Jolla, California, United States of America
- Institute for Genomic Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Olivier Harismendy
- Division of Genome Information Sciences, Department of Pediatrics and Rady Children’s Hospital, University of California San Diego, La Jolla, California, United States of America
- Moores UCSD Cancer Center, University of California San Diego, La Jolla, California, United States of America
- Clinical and Translational Research Institute, University of California San Diego, La Jolla, California, United States of America
- * E-mail: (OH); (SK)
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49
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Smith EN, Grau JM, Duran PA, Castellanos P. Maternal Depressive Symptoms and Child Behavior Problems among Latina Adolescent Mothers: The Buffering Effect of Mother-reported Partner Child Care Involvement. ACTA ACUST UNITED AC 2013; 59. [PMID: 24339474 DOI: 10.1353/mpq.2013.0014] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
We examined the relations between maternal depressive symptoms and child internalizing and externalizing problems in a sample of 125 adolescent Latina mothers (primarily Puerto Rican) and their toddlers. We also tested the influence of mother-reported partner child care involvement on child behavior problems and explored mother-reported partner characteristics that related to this involvement. Results suggested that maternal depressive symptoms related to child internalizing and externalizing problems when accounting for contextual risk factors. Importantly, these symptoms mediated the link between life stress and child behavior problems. Mother-reported partner child care interacted with maternal depressive symptoms for internalizing, not externalizing, problems. Specifically, depressive symptoms related less strongly to internalizing problems at higher levels of partner child care than at lower levels. Participants with younger partners, co-residing partners, and in longer romantic relationships reported higher partner child care involvement. Results are discussed considering implications for future research and interventions for mothers, their children, and their partners.
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50
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Nissen S, Liang S, Shehktman T, Kelsoe JR, Greenwood TA, Nievergelt CM, McKinney R, Shilling PD, Smith EN, Schork NJ, Bloss CS, Nurnberger JI, Edenberg HJ, Foroud T, Koller DL, Gershon ES, Liu C, Badner JA, Scheftner WA, Lawson WB, Nwulia EA, Hipolito M, Coryell W, Rice J, Byerley W, McMahon FJ, Berrettini WH, Potash JB, Zandi PP, Mahon PB, McInnis MG, Zöllner S, Zhang P, Craig DW, Szelinger S, Barrett TB, Schulze TG. Evidence for association of bipolar disorder to haplotypes in the 22q12.3 region near the genes stargazin, IFT27 and parvalbumin. Am J Med Genet B Neuropsychiatr Genet 2012; 159B:941-50. [PMID: 23038240 PMCID: PMC3665332 DOI: 10.1002/ajmg.b.32099] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2012] [Accepted: 08/22/2012] [Indexed: 12/13/2022]
Abstract
We have previously reported genome-wide significant linkage of bipolar disorder to a region on 22q12.3 near the marker D22S278. Towards identifying the susceptibility gene, we have conducted a fine-mapping association study of the region in two independent family samples, an independent case-control sample and a genome-wide association dataset. Two hundred SNPs were first examined in a 5 Mb region surrounding the D22S278 marker in a sample of 169 families and analyzed using PLINK. The peak of association was a haplotype near the genes stargazin (CACNG2), intraflagellar transport protein homolog 27 (IFT27) and parvalbumin (PVALB; P = 4.69 × 10(-4)). This peak overlapped a significant haplotype in a family based association study of a second independent sample of 294 families (P = 1.42 × 10(-5)). Analysis of the combined family sample yielded statistically significant evidence of association to a rare three SNP haplotype in the gene IFT27 (P = 8.89 × 10(-6)). Twelve SNPs comprising these haplotypes were genotyped in an independent sample of 574 bipolar I cases and 550 controls. Statistically significant association was found for a haplotype window that overlapped the region from the first two family samples (P = 3.43 × 10(-4)). However, analyses of the two family samples using the program LAMP, found no evidence for association in this region, but did yield significant evidence for association to a haplotype 3' of CACNG2 (P = 1.76 × 10(-6)). Furthermore, no evidence for association was found in a large genome-wide association dataset. The replication of association to overlapping haplotypes in three independent datasets suggests the presence of a bipolar disorder susceptibility gene in this region.
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Affiliation(s)
- Stephanie Nissen
- Departmentof Psychiatry, University of California San Diego, La Jolla, California
| | - Sherri Liang
- Departmentof Psychiatry, University of California San Diego, La Jolla, California
| | - Tatyana Shehktman
- Departmentof Psychiatry, University of California San Diego, La Jolla, California,Department of Psychiatry, VA San Diego Healthcare System, La Jolla, California
| | - John R. Kelsoe
- Departmentof Psychiatry, University of California San Diego, La Jolla, California,Department of Psychiatry, VA San Diego Healthcare System, La Jolla, California,Institute for Genomic Medicine, University of California San Diego, La Jolla, California
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