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Wong WJ, Emdin C, Bick AG, Zekavat SM, Niroula A, Pirruccello JP, Dichtel L, Griffin G, Uddin MM, Gibson CJ, Kovalcik V, Lin AE, McConkey ME, Vromman A, Sellar RS, Kim PG, Agrawal M, Weinstock J, Long MT, Yu B, Banerjee R, Nicholls RC, Dennis A, Kelly M, Loh PR, McCarroll S, Boerwinkle E, Vasan RS, Jaiswal S, Johnson AD, Chung RT, Corey K, Levy D, Ballantyne C, Ebert BL, Natarajan P. Author Correction: Clonal haematopoiesis and risk of chronic liver disease. Nature 2023; 619:E47. [PMID: 37400552 DOI: 10.1038/s41586-023-06375-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/05/2023]
Affiliation(s)
- Waihay J Wong
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Connor Emdin
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Alexander G Bick
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Seyedeh M Zekavat
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Yale University School of Medicine, New Haven, CT, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Abhishek Niroula
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - James P Pirruccello
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Division of Cardiology, University of California San Francisco, San Francisco, CA, USA
| | - Laura Dichtel
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Gabriel Griffin
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Pathology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Md Mesbah Uddin
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Christopher J Gibson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Veronica Kovalcik
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amy E Lin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Marie E McConkey
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amelie Vromman
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Rob S Sellar
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Haematology, UCL Cancer Institute, London, UK
| | - Peter G Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Mridul Agrawal
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Joshua Weinstock
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Michelle T Long
- Section of Gastroenterology, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Bing Yu
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | | | | | | | - Po-Ru Loh
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Steve McCarroll
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Ramachandran S Vasan
- The University of Texas School of Public Health San Antonio, San Antonio, TX, USA
- Framingham Heart Study of the NHLBI and Boston University School of Medicine, Framingham, MA, USA
- The University of Texas Health Science Center, San Antonio, TX, USA
| | - Siddhartha Jaiswal
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Andrew D Johnson
- Population Sciences Branch, National Heart, Lung, and Blood Institute, Framingham, MA, USA
| | - Raymond T Chung
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Liver Center, Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Kathleen Corey
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Liver Center, Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel Levy
- Framingham Heart Study of the NHLBI and Boston University School of Medicine, Framingham, MA, USA
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Christie Ballantyne
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
- Howard Hughes Medical Institute, Dana-Farber Cancer Institute, Boston, MA, USA.
| | - Pradeep Natarajan
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA.
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
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Wong WJ, Emdin C, Bick AG, Zekavat SM, Niroula A, Pirruccello JP, Dichtel L, Griffin G, Uddin MM, Gibson CJ, Kovalcik V, Lin AE, McConkey ME, Vromman A, Sellar RS, Kim PG, Agrawal M, Weinstock J, Long MT, Yu B, Banerjee R, Nicholls RC, Dennis A, Kelly M, Loh PR, McCarroll S, Boerwinkle E, Vasan RS, Jaiswal S, Johnson AD, Chung RT, Corey K, Levy D, Ballantyne C, Ebert BL, Natarajan P. Clonal haematopoiesis and risk of chronic liver disease. Nature 2023; 616:747-754. [PMID: 37046084 PMCID: PMC10405350 DOI: 10.1038/s41586-023-05857-4] [Citation(s) in RCA: 33] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Accepted: 02/16/2023] [Indexed: 04/14/2023]
Abstract
Chronic liver disease is a major public health burden worldwide1. Although different aetiologies and mechanisms of liver injury exist, progression of chronic liver disease follows a common pathway of liver inflammation, injury and fibrosis2. Here we examined the association between clonal haematopoiesis of indeterminate potential (CHIP) and chronic liver disease in 214,563 individuals from 4 independent cohorts with whole-exome sequencing data (Framingham Heart Study, Atherosclerosis Risk in Communities Study, UK Biobank and Mass General Brigham Biobank). CHIP was associated with an increased risk of prevalent and incident chronic liver disease (odds ratio = 2.01, 95% confidence interval (95% CI) [1.46, 2.79]; P < 0.001). Individuals with CHIP were more likely to demonstrate liver inflammation and fibrosis detectable by magnetic resonance imaging compared to those without CHIP (odds ratio = 1.74, 95% CI [1.16, 2.60]; P = 0.007). To assess potential causality, Mendelian randomization analyses showed that genetic predisposition to CHIP was associated with a greater risk of chronic liver disease (odds ratio = 2.37, 95% CI [1.57, 3.6]; P < 0.001). In a dietary model of non-alcoholic steatohepatitis, mice transplanted with Tet2-deficient haematopoietic cells demonstrated more severe liver inflammation and fibrosis. These effects were mediated by the NLRP3 inflammasome and increased levels of expression of downstream inflammatory cytokines in Tet2-deficient macrophages. In summary, clonal haematopoiesis is associated with an elevated risk of liver inflammation and chronic liver disease progression through an aberrant inflammatory response.
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Affiliation(s)
- Waihay J Wong
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Connor Emdin
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Alexander G Bick
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Seyedeh M Zekavat
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Yale University School of Medicine, New Haven, CT, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Abhishek Niroula
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Laboratory Medicine, Lund University, Lund, Sweden
| | - James P Pirruccello
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Division of Cardiology, University of California San Francisco, San Francisco, CA, USA
| | - Laura Dichtel
- Neuroendocrine Unit, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Gabriel Griffin
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Pathology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Md Mesbah Uddin
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Christopher J Gibson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Veronica Kovalcik
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amy E Lin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Marie E McConkey
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amelie Vromman
- Division of Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Rob S Sellar
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Haematology, UCL Cancer Institute, London, UK
| | - Peter G Kim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
| | - Mridul Agrawal
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Joshua Weinstock
- Department of Biostatistics, Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, USA
| | - Michelle T Long
- Section of Gastroenterology, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
| | - Bing Yu
- Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | | | | | | | | | - Po-Ru Loh
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Steve McCarroll
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, USA
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
| | - Ramachandran S Vasan
- The University of Texas School of Public Health San Antonio, San Antonio, TX, USA
- Framingham Heart Study of the NHLBI and Boston University School of Medicine, Framingham, MA, USA
- The University of Texas Health Science Center, San Antonio, TX, USA
| | - Siddhartha Jaiswal
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Andrew D Johnson
- Population Sciences Branch, National Heart, Lung, and Blood Institute, Framingham, MA, USA
| | - Raymond T Chung
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Liver Center, Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Kathleen Corey
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Liver Center, Division of Gastroenterology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel Levy
- Framingham Heart Study of the NHLBI and Boston University School of Medicine, Framingham, MA, USA
- Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Christie Ballantyne
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
- Howard Hughes Medical Institute, Dana-Farber Cancer Institute, Boston, MA, USA.
| | - Pradeep Natarajan
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, USA.
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
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3
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Stahl EA, Breen G, Forstner AJ, McQuillin A, Ripke S, Trubetskoy V, Mattheisen M, Wang Y, Coleman JRI, Gaspar HA, de Leeuw CA, Steinberg S, Pavlides JMW, Trzaskowski M, Byrne EM, Pers TH, Holmans PA, Richards AL, Abbott L, Agerbo E, Akil H, Albani D, Alliey-Rodriguez N, Als TD, Anjorin A, Antilla V, Awasthi S, Badner JA, Bækvad-Hansen M, Barchas JD, Bass N, Bauer M, Belliveau R, Bergen SE, Pedersen CB, Bøen E, Boks MP, Boocock J, Budde M, Bunney W, Burmeister M, Bybjerg-Grauholm J, Byerley W, Casas M, Cerrato F, Cervantes P, Chambert K, Charney AW, Chen D, Churchhouse C, Clarke TK, Coryell W, Craig DW, Cruceanu C, Curtis D, Czerski PM, Dale AM, de Jong S, Degenhardt F, Del-Favero J, DePaulo JR, Djurovic S, Dobbyn AL, Dumont A, Elvsåshagen T, Escott-Price V, Fan CC, Fischer SB, Flickinger M, Foroud TM, Forty L, Frank J, Fraser C, Freimer NB, Frisén L, Gade K, Gage D, Garnham J, Giambartolomei C, Pedersen MG, Goldstein J, Gordon SD, Gordon-Smith K, Green EK, Green MJ, Greenwood TA, Grove J, Guan W, Guzman-Parra J, Hamshere ML, Hautzinger M, Heilbronner U, Herms S, Hipolito M, Hoffmann P, Holland D, Huckins L, Jamain S, Johnson JS, Juréus A, Kandaswamy R, Karlsson R, Kennedy JL, Kittel-Schneider S, Knowles JA, Kogevinas M, Koller AC, Kupka R, Lavebratt C, Lawrence J, Lawson WB, Leber M, Lee PH, Levy SE, Li JZ, Liu C, Lucae S, Maaser A, MacIntyre DJ, Mahon PB, Maier W, Martinsson L, McCarroll S, McGuffin P, McInnis MG, McKay JD, Medeiros H, Medland SE, Meng F, Milani L, Montgomery GW, Morris DW, Mühleisen TW, Mullins N, Nguyen H, Nievergelt CM, Adolfsson AN, Nwulia EA, O'Donovan C, Loohuis LMO, Ori APS, Oruc L, Ösby U, Perlis RH, Perry A, Pfennig A, Potash JB, Purcell SM, Regeer EJ, Reif A, Reinbold CS, Rice JP, Rivas F, Rivera M, Roussos P, Ruderfer DM, Ryu E, Sánchez-Mora C, Schatzberg AF, Scheftner WA, Schork NJ, Shannon Weickert C, Shehktman T, Shilling PD, Sigurdsson E, Slaney C, Smeland OB, Sobell JL, Søholm Hansen C, Spijker AT, St Clair D, Steffens M, Strauss JS, Streit F, Strohmaier J, Szelinger S, Thompson RC, Thorgeirsson TE, Treutlein J, Vedder H, Wang W, Watson SJ, Weickert TW, Witt SH, Xi S, Xu W, Young AH, Zandi P, Zhang P, Zöllner S, Adolfsson R, Agartz I, Alda M, Backlund L, Baune BT, Bellivier F, Berrettini WH, Biernacka JM, Blackwood DHR, Boehnke M, Børglum AD, Corvin A, Craddock N, Daly MJ, Dannlowski U, Esko T, Etain B, Frye M, Fullerton JM, Gershon ES, Gill M, Goes F, Grigoroiu-Serbanescu M, Hauser J, Hougaard DM, Hultman CM, Jones I, Jones LA, Kahn RS, Kirov G, Landén M, Leboyer M, Lewis CM, Li QS, Lissowska J, Martin NG, Mayoral F, McElroy SL, McIntosh AM, McMahon FJ, Melle I, Metspalu A, Mitchell PB, Morken G, Mors O, Mortensen PB, Müller-Myhsok B, Myers RM, Neale BM, Nimgaonkar V, Nordentoft M, Nöthen MM, O'Donovan MC, Oedegaard KJ, Owen MJ, Paciga SA, Pato C, Pato MT, Posthuma D, Ramos-Quiroga JA, Ribasés M, Rietschel M, Rouleau GA, Schalling M, Schofield PR, Schulze TG, Serretti A, Smoller JW, Stefansson H, Stefansson K, Stordal E, Sullivan PF, Turecki G, Vaaler AE, Vieta E, Vincent JB, Werge T, Nurnberger JI, Wray NR, Di Florio A, Edenberg HJ, Cichon S, Ophoff RA, Scott LJ, Andreassen OA, Kelsoe J, Sklar P. Genome-wide association study identifies 30 loci associated with bipolar disorder. Nat Genet 2019; 51:793-803. [PMID: 31043756 PMCID: PMC6956732 DOI: 10.1038/s41588-019-0397-8] [Citation(s) in RCA: 879] [Impact Index Per Article: 175.8] [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: 03/11/2018] [Accepted: 03/18/2019] [Indexed: 12/18/2022]
Abstract
Bipolar disorder is a highly heritable psychiatric disorder. We performed a genome-wide association study (GWAS) including 20,352 cases and 31,358 controls of European descent, with follow-up analysis of 822 variants with P < 1 × 10-4 in an additional 9,412 cases and 137,760 controls. Eight of the 19 variants that were genome-wide significant (P < 5 × 10-8) in the discovery GWAS were not genome-wide significant in the combined analysis, consistent with small effect sizes and limited power but also with genetic heterogeneity. In the combined analysis, 30 loci were genome-wide significant, including 20 newly identified loci. The significant loci contain genes encoding ion channels, neurotransmitter transporters and synaptic components. Pathway analysis revealed nine significantly enriched gene sets, including regulation of insulin secretion and endocannabinoid signaling. Bipolar I disorder is strongly genetically correlated with schizophrenia, driven by psychosis, whereas bipolar II disorder is more strongly correlated with major depressive disorder. These findings address key clinical questions and provide potential biological mechanisms for bipolar disorder.
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Affiliation(s)
- Eli A Stahl
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA.
| | - Gerome Breen
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Andreas J Forstner
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Centre for Human Genetics, University of Marburg, Marburg, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | | | - Stephan Ripke
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Vassily Trubetskoy
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Manuel Mattheisen
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Würzburg, Germany
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Yunpeng Wang
- Institute of Biological Psychiatry, Mental Health Centre Sct. Hans, Copenhagen, Denmark
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Jonathan R I Coleman
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Héléna A Gaspar
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Christiaan A de Leeuw
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | | | | | - Maciej Trzaskowski
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Enda M Byrne
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Tune H Pers
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, MA, USA
| | - Peter A Holmans
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Alexander L Richards
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Liam Abbott
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Esben Agerbo
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Huda Akil
- Molecular & Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, USA
| | - Diego Albani
- Department of Neuroscience, Istituto Di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Ney Alliey-Rodriguez
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | - Thomas D Als
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Adebayo Anjorin
- Department of Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, UK
| | - Verneri Antilla
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Swapnil Awasthi
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Judith A Badner
- Department of Psychiatry, Rush University Medical Center, Chicago, IL, USA
| | - Marie Bækvad-Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Jack D Barchas
- Department of Psychiatry, Weill Cornell Medical College, New York, NY, USA
| | - Nicholas Bass
- Division of Psychiatry, University College London, London, UK
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Richard Belliveau
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Sarah E Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Carsten Bøcker Pedersen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Erlend Bøen
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Marco P Boks
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
| | - James Boocock
- Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
| | - William Bunney
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
| | - Margit Burmeister
- Molecular & Behavioral Neuroscience Institute and Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Jonas Bybjerg-Grauholm
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - William Byerley
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
| | - Miquel Casas
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Psychiatry and Forensic Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Felecia Cerrato
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Pablo Cervantes
- Department of Psychiatry, Mood Disorders Program, McGill University Health Center, Montreal, Quebec, Canada
| | - Kimberly Chambert
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Alexander W Charney
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Danfeng Chen
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Claire Churchhouse
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Toni-Kim Clarke
- Division of Psychiatry, University of Edinburgh, Edinburgh, Scotland
| | - William Coryell
- University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | | | - Cristiana Cruceanu
- Department of Psychiatry, Mood Disorders Program, McGill University Health Center, Montreal, Quebec, Canada
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
| | - David Curtis
- Centre for Psychiatry, Queen Mary University of London, London, UK
- UCL Genetics Institute, University College London, London, UK
| | - Piotr M Czerski
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland
| | - Anders M Dale
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Department of Radiology, University of California, San Diego, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA, USA
| | - Simone de Jong
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Jurgen Del-Favero
- Applied Molecular Genomics Unit, VIB Department of Molecular Genetics, University of Antwerp, Antwerp, Belgium
| | - J Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital Ullevål, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Amanda L Dobbyn
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ashley Dumont
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Torbjørn Elvsåshagen
- Department of Neurology, Oslo University Hospital, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Oslo University Hospital, Oslo, Norway
| | - Valentina Escott-Price
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Chun Chieh Fan
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA, USA
| | - Sascha B Fischer
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Matthew Flickinger
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Tatiana M Foroud
- Department of Medical & Molecular Genetics, Indiana University, Indianapolis, IN, USA
| | - Liz Forty
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christine Fraser
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Nelson B Freimer
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Louise Frisén
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Child and Adolescent Psychiatry Research Center, Stockholm, Sweden
| | - Katrin Gade
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Diane Gage
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Julie Garnham
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Claudia Giambartolomei
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Marianne Giørtz Pedersen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Jaqueline Goldstein
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Scott D Gordon
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Elaine K Green
- School of Biomedical Sciences, Plymouth University Peninsula Schools of Medicine and Dentistry, University of Plymouth, Plymouth, UK
| | - Melissa J Green
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Tiffany A Greenwood
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Jakob Grove
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Weihua Guan
- Biostatistics, University of Minnesota System, Minneapolis, MN, USA
| | - José Guzman-Parra
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | - Marian L Hamshere
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Martin Hautzinger
- Department of Psychology, Eberhard Karls Universität Tübingen, Tubingen, Germany
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
| | - Stefan Herms
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Maria Hipolito
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Per Hoffmann
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Dominic Holland
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
| | - Laura Huckins
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stéphane Jamain
- Psychiatrie Translationnelle, Inserm U955, Créteil, France
- Faculté de Médecine, Université Paris Est, Créteil, France
| | - Jessica S Johnson
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Anders Juréus
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Radhika Kandaswamy
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - James L Kennedy
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Onatario, Canada
- Neurogenetics Section, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - James A Knowles
- Cell Biology, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | | | - Anna C Koller
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Ralph Kupka
- Psychiatry, Altrecht, Utrecht, the Netherlands
- Psychiatry, GGZ inGeest, Amsterdam, the Netherlands
- Psychiatry, VU Medisch Centrum, Amsterdam, the Netherlands
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Jacob Lawrence
- Department of, rth East London NHS Foundation Trust, Ilford, UK
| | - William B Lawson
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Markus Leber
- Department of Neurodegenerative Diseases and Geropsychiatry, University Hospital Bonn, Bonn, Germany
| | - Phil H Lee
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Shawn E Levy
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Jun Z Li
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Chunyu Liu
- Department of Psychiatry, University of Illinois at Chicago College of Medicine, Chicago, IL, USA
| | | | - Anna Maaser
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Donald J MacIntyre
- Mental Health, NHS 24, Glasgow, UK
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Pamela B Mahon
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Wolfgang Maier
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Lina Martinsson
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Steve McCarroll
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Peter McGuffin
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - James D McKay
- Genetic Cancer Susceptibility Group, International Agency for Research on Cancer, Lyon, France
| | - Helena Medeiros
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Sarah E Medland
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Fan Meng
- Molecular & Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Grant W Montgomery
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Derek W Morris
- Discipline of Biochemistry, Neuroimaging and Cognitive Genomics (NICOG) Centre, National University of Ireland, Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Thomas W Mühleisen
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Niamh Mullins
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Hoang Nguyen
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Research/Psychiatry, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | | | - Evaristus A Nwulia
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Claire O'Donovan
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Anil P S Ori
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Lilijana Oruc
- Department of Clinical Psychiatry, Psychiatry Clinic, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Urban Ösby
- Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Roy H Perlis
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Clinical Research, Massachusetts General Hospital, Boston, MA, USA
| | - Amy Perry
- Department of Psychological Medicine, University of Worcester, Worcester, UK
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - James B Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Shaun M Purcell
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Eline J Regeer
- Outpatient Clinic for Bipolar Disorder, Altrecht, Utrecht, the Netherlands
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - John P Rice
- Department of Psychiatry, Washington University in Saint Louis, Saint Louis, MO, USA
| | - Fabio Rivas
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | - Margarita Rivera
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Department of Biochemistry and Molecular Biology II, Institute of Neurosciences, Center for Biomedical Research, University of Granada, Granada, Spain
| | - Panos Roussos
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Douglas M Ruderfer
- Medicine, Psychiatry, Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Euijung Ryu
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Cristina Sánchez-Mora
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Alan F Schatzberg
- Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, USA
| | | | | | - Cynthia Shannon Weickert
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Tatyana Shehktman
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Paul D Shilling
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Engilbert Sigurdsson
- Faculty of Medicine, Department of Psychiatry, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Claire Slaney
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Olav B Smeland
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, University of Oslo, Oslo, Norway
| | - Janet L Sobell
- Psychiatry and the Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Christine Søholm Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | | | - David St Clair
- Institute for Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Michael Steffens
- Research Division, Federal Institute for Drugs and Medical Devices (BfArM), Bonn, Germany
| | - John S Strauss
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Onatario, Canada
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Robert C Thompson
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | | | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Helmut Vedder
- Department of Psychiatry, Psychiatrisches Zentrum Nordbaden, Wiesloch, Germany
| | - Weiqing Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stanley J Watson
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Thomas W Weickert
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Simon Xi
- Computational Sciences Center of Emphasis, Pfizer Global Research and Development, Cambridge, MA, USA
| | - Wei Xu
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, Onatario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Allan H Young
- Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Peter Zandi
- Department of Mental Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Peng Zhang
- Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sebastian Zöllner
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Rolf Adolfsson
- Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden
| | - Ingrid Agartz
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Oslo, Norway
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Lena Backlund
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Bernhard T Baune
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
- Department of Psychiatry, University of Munster, Munster, Germany
| | - Frank Bellivier
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris, France
- UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France
- Department of Psychiatry, Université Paris Diderot, Paris, France
| | - Wade H Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | | | | | - Michael Boehnke
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Anders D Børglum
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Nicholas Craddock
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Mark J Daly
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Udo Dannlowski
- Department of Psychiatry, University of Munster, Munster, Germany
| | - Tõnu Esko
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Division of Endocrinology, Children's Hospital Boston, Boston, MA, USA
| | - Bruno Etain
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France
- Department of Psychiatry, Université Paris Diderot, Paris, France
- Centre for Affective Disorders, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Mark Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Janice M Fullerton
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Elliot S Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Fernando Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Joanna Hauser
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland
| | - David M Hougaard
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Christina M Hultman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Ian Jones
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Lisa A Jones
- Department of Psychological Medicine, University of Worcester, Worcester, UK
| | - René S Kahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
| | - George Kirov
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Mikael Landén
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
| | - Marion Leboyer
- Faculté de Médecine, Université Paris Est, Créteil, France
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- INSERM, Paris, France
| | - Cathryn M Lewis
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
- Department of Medical & Molecular Genetics, King's College London, London, UK
| | - Qingqin S Li
- Neuroscience Therapeutic Area, Janssen Research and Development, LLC, Titusville, NJ, USA
| | - Jolanta Lissowska
- Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland
| | - Nicholas G Martin
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Psychology, The University of Queensland, Brisbane, Queensland, Australia
| | - Fermin Mayoral
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | | | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, Scotland
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Francis J McMahon
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA
| | - Ingrid Melle
- Division of Mental Health and Addiction and Institute of Clinical Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Gunnar Morken
- Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway
- Department of Psychiatry, St Olavs University Hospital, Trondheim, Norway
| | - Ole Mors
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark
| | - Preben Bo Mortensen
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Bertram Müller-Myhsok
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- University of Liverpool, Liverpool, UK
| | - Richard M Myers
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Benjamin M Neale
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | | | - Merete Nordentoft
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Michael C O'Donovan
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Ketil J Oedegaard
- Division of Psychiatry, Haukeland Universitetssjukehus, Bergen, Norway
- Faculty of Medicine and Dentistry, University of Bergen, Bergen, Norway
| | - Michael J Owen
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Sara A Paciga
- Human Genetics and Computational Biomedicine, Pfizer Global Research and Development, Groton, CT, USA
| | - Carlos Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
- College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Michele T Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Clinical Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Josep Antoni Ramos-Quiroga
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Psychiatry and Forensic Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marta Ribasés
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Guy A Rouleau
- Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal, Quebec, Canada
- Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA
| | - Alessandro Serretti
- Department of Biomedical and NeuroMotor Sciences, University of Bologna, Bologna, Italy
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | | | - Kari Stefansson
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, Department of Psychiatry, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Eystein Stordal
- Department of Psychiatry, Hospital Namsos, Namsos, Norway
- Department of Mental Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Patrick F Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Gustavo Turecki
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Arne E Vaaler
- Department of Psychiatry, Sankt Olavs Hospital Universitetssykehuset i Trondheim, Trondheim, Norway
| | - Eduard Vieta
- Clinical Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Spain
| | - John B Vincent
- Centre for Addiction and Mental Health, Toronto, Onatario, Canada
| | - Thomas Werge
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Naomi R Wray
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Arianna Di Florio
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Howard J Edenberg
- Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Sven Cichon
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Roel A Ophoff
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
- Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Laura J Scott
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, University of Oslo, Oslo, Norway
| | - John Kelsoe
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA.
| | - Pamela Sklar
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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4
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Maussion G, Cruceanu C, Rosenfeld JA, Bell SC, Jollant F, Szatkiewicz J, Collins RL, Hanscom C, Kolobova I, de Champfleur NM, Blumenthal I, Chiang C, Ota V, Hultman C, O'Dushlaine C, McCarroll S, Alda M, Jacquemont S, Ordulu Z, Marshall CR, Carter MT, Shaffer LG, Sklar P, Girirajan S, Morton CC, Gusella JF, Turecki G, Stavropoulos DJ, Sullivan PF, Scherer SW, Talkowski ME, Ernst C. Cover Image, Volume 173A, Number 2, February 2017. Am J Med Genet A 2017. [DOI: 10.1002/ajmg.a.37896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Gilles Maussion
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
| | - Cristiana Cruceanu
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
- Department of Human Genetics; McGill University; Montreal Canada
| | - Jill A. Rosenfeld
- Signature Genomic Laboratories; PerkinElmer, Inc.; Spokane Washington
| | - Scott C. Bell
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
| | - Fabrice Jollant
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
- Nîmes Academic Hospital (CHU); Nîmes France
| | - Jin Szatkiewicz
- Department of Genetics; University of North Carolina; Chapel Hill North Carolina
| | - Ryan L. Collins
- Center for Human Genetic Research; Massachusetts General Hospital; Boston Massachusetts
- Broad Institute of MIT and Harvard; Cambridge Massachusetts
| | - Carrie Hanscom
- Center for Human Genetic Research; Massachusetts General Hospital; Boston Massachusetts
| | - Ilaria Kolobova
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
| | | | - Ian Blumenthal
- Center for Human Genetic Research; Massachusetts General Hospital; Boston Massachusetts
| | - Colby Chiang
- Department of Biochemistry and Molecular Genetics; University of Virginia School of Medicine; Charlottesville Virginia
- McDonnell Genome Institute; Washington University School of Medicine; St. Louis Missouri
| | - Vanessa Ota
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
| | - Christina Hultman
- Department of Medical Epidemiology and Biostatistics; Karolinska Institute; Stockholm Sweden
| | | | - Steve McCarroll
- Broad Institute of MIT and Harvard; Cambridge Massachusetts
- Department of Genetics; Harvard Medical School; Boston Massachusetts
| | - Martin Alda
- Department of Psychiatry Halifax; Dalhousie University; Halifax Nova Scotia Canada
| | - Sebastien Jacquemont
- Department of Pediatrics; Sainte-Justine Hospital; University of Montreal; Montreal Canada
| | - Zehra Ordulu
- Department of Obstetrics, Gynecology and Reproductive Biology; Brigham and Women's Hospital; Boston Massachusetts
- Harvard Medical School; Boston Massachusetts
| | - Christian R. Marshall
- The Centre for Applied Genomics and Genetics and Genome Biology; The Hospital for Sick Children; Toronto Canada
| | - Melissa T. Carter
- Regional Genetics Program; The Children's Hospital of Eastern Ontario; Ottawa Canada
| | - Lisa G. Shaffer
- Signature Genomic Laboratories; PerkinElmer, Inc.; Spokane Washington
| | - Pamela Sklar
- Departments of Neuroscience, Psychiatry and Genetics and Genome Sciences; Mount Sinai Hospital; New York New York
| | - Santhosh Girirajan
- Department of Biochemistry and Molecular Biology; Pennsylvania State University; University Park; Pennsylvania
| | - Cynthia C. Morton
- Broad Institute of MIT and Harvard; Cambridge Massachusetts
- Departments of Obstetrics, Gynecology, and Reproductive Biology and of Pathology; Brigham and Women's Hospital, and Harvard Medical School; Boston Massachusetts
- Manchester Academic Health Science Center; University of Manchester; Manchester United Kingdom
| | - James F. Gusella
- Center for Human Genetic Research; Massachusetts General Hospital; Boston Massachusetts
- Broad Institute of MIT and Harvard; Cambridge Massachusetts
- Department of Genetics; Harvard Medical School; Boston Massachusetts
| | - Gustavo Turecki
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
- Department of Human Genetics; McGill University; Montreal Canada
| | - Dimitri J. Stavropoulos
- Genome Diagnostics; Department of Paediatric Laboratory Medicine; The Hospital for Sick Children; University of Toronto; Toronto Canada
| | - Patrick F. Sullivan
- Department of Genetics; University of North Carolina; Chapel Hill North Carolina
| | - Stephen W. Scherer
- The Centre for Applied Genomics and Genetics and Genome Biology; The Hospital for Sick Children; Toronto Canada
- Department of Molecular Genetics and McLaughlin Centre; University of Toronto; Toronto Canada
| | - Michael E. Talkowski
- Center for Human Genetic Research; Massachusetts General Hospital; Boston Massachusetts
- Broad Institute of MIT and Harvard; Cambridge Massachusetts
- Department of Neurology; Harvard Medical School; Boston Massachusetts
| | - Carl Ernst
- Department of Psychiatry; McGill Group for Suicide Studies, and Douglas Mental Health University Institute; Montreal Canada
- Department of Human Genetics; McGill University; Montreal Canada
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5
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Maussion G, Cruceanu C, Rosenfeld JA, Bell SC, Jollant F, Szatkiewicz J, Collins RL, Hanscom C, Kolobova I, de Champfleur NM, Blumenthal I, Chiang C, Ota V, Hultman C, O'Dushlaine C, McCarroll S, Alda M, Jacquemont S, Ordulu Z, Marshall CR, Carter MT, Shaffer LG, Sklar P, Girirajan S, Morton CC, Gusella JF, Turecki G, Stavropoulos DJ, Sullivan PF, Scherer SW, Talkowski ME, Ernst C. Implication of LRRC4C and DPP6 in neurodevelopmental disorders. Am J Med Genet A 2016; 173:395-406. [PMID: 27759917 DOI: 10.1002/ajmg.a.38021] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2016] [Accepted: 09/29/2016] [Indexed: 12/27/2022]
Abstract
We performed whole-genome sequencing on an individual from a family with variable psychiatric phenotypes that had a sensory processing disorder, apraxia, and autism. The proband harbored a maternally inherited balanced translocation (46,XY,t(11;14)(p12;p12)mat) that disrupted LRRC4C, a member of the highly specialized netrin G family of axon guidance molecules. The proband also inherited a paternally derived chromosomal inversion that disrupted DPP6, a potassium channel interacting protein. Copy Number (CN) analysis in 14,077 cases with neurodevelopmental disorders and 8,960 control subjects revealed that 60% of cases with exonic deletions in LRRC4C had a second clinically recognizable syndrome associated with variable clinical phenotypes, including 16p11.2, 1q44, and 2q33.1 CN syndromes, suggesting LRRC4C deletion variants may be modifiers of neurodevelopmental disorders. In vitro, functional assessments modeling patient deletions in LRRC4C suggest a negative regulatory role of these exons found in the untranslated region of LRRC4C, which has a single, terminal coding exon. These data suggest that the proband's autism may be due to the inheritance of disruptions in both DPP6 and LRRC4C, and may highlight the importance of the netrin G family and potassium channel interacting molecules in neurodevelopmental disorders. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Gilles Maussion
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada
| | - Cristiana Cruceanu
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada.,Department of Human Genetics, McGill University, Montreal, Canada
| | - Jill A Rosenfeld
- Signature Genomic Laboratories, PerkinElmer, Inc., Spokane, Washington
| | - Scott C Bell
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada
| | - Fabrice Jollant
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada.,Nîmes Academic Hospital (CHU), Nîmes, France
| | - Jin Szatkiewicz
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina
| | - Ryan L Collins
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Carrie Hanscom
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts
| | - Ilaria Kolobova
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada
| | | | - Ian Blumenthal
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts
| | - Colby Chiang
- Department of Biochemistry and Molecular Genetics, University of Virginia School of Medicine, Charlottesville, Virginia.,McDonnell Genome Institute, Washington University School of Medicine, St. Louis, Missouri
| | - Vanessa Ota
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada
| | - Christina Hultman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | | | - Steve McCarroll
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Department of Genetics, Harvard Medical School, Boston, Massachusetts
| | - Martin Alda
- Department of Psychiatry Halifax, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Sebastien Jacquemont
- Department of Pediatrics, Sainte-Justine Hospital, University of Montreal, Montreal, Canada
| | - Zehra Ordulu
- Department of Obstetrics, Gynecology and Reproductive Biology, Brigham and Women's Hospital, Boston, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Christian R Marshall
- The Centre for Applied Genomics and Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
| | - Melissa T Carter
- Regional Genetics Program, The Children's Hospital of Eastern Ontario, Ottawa, Canada
| | - Lisa G Shaffer
- Signature Genomic Laboratories, PerkinElmer, Inc., Spokane, Washington
| | - Pamela Sklar
- Departments of Neuroscience, Psychiatry and Genetics and Genome Sciences, Mount Sinai Hospital, New York, New York
| | - Santhosh Girirajan
- Department of Biochemistry and Molecular Biology, Pennsylvania State University, University Park, Pennsylvania
| | - Cynthia C Morton
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Departments of Obstetrics, Gynecology, and Reproductive Biology and of Pathology, Brigham and Women's Hospital, and Harvard Medical School, Boston, Massachusetts.,Manchester Academic Health Science Center, University of Manchester, Manchester, United Kingdom
| | - James F Gusella
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Department of Genetics, Harvard Medical School, Boston, Massachusetts
| | - Gustavo Turecki
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada.,Department of Human Genetics, McGill University, Montreal, Canada
| | - Dimitri J Stavropoulos
- Genome Diagnostics, Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Patrick F Sullivan
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina
| | - Stephen W Scherer
- The Centre for Applied Genomics and Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada.,Department of Molecular Genetics and McLaughlin Centre, University of Toronto, Toronto, Canada
| | - Michael E Talkowski
- Center for Human Genetic Research, Massachusetts General Hospital, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Department of Neurology, Harvard Medical School, Boston, Massachusetts
| | - Carl Ernst
- Department of Psychiatry, McGill Group for Suicide Studies, and Douglas Mental Health University Institute, Montreal, Canada.,Department of Human Genetics, McGill University, Montreal, Canada
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6
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Vilhjálmsson B, Yang J, Finucane H, Gusev A, Lindström S, Ripke S, Genovese G, Loh PR, Bhatia G, Do R, Hayeck T, Won HH, Kathiresan S, Pato M, Pato C, Tamimi R, Stahl E, Zaitlen N, Pasaniuc B, Belbin G, Kenny EE, Schierup MH, De Jager P, Patsopoulos NA, McCarroll S, Daly M, Purcell S, Chasman D, Neale B, Goddard M, Visscher PM, Kraft P, Patterson N, Price AL, Ripke S, Neale B, Corvin A, Walters J, Farh KH, Holmans P, Lee P, Bulik-Sullivan B, Collier D, Huang H, Pers T, Agartz I, Agerbo E, Albus M, Alexander M, Amin F, Bacanu S, Begemann M, Belliveau R, Bene J, Bergen S, Bevilacqua E, Bigdeli T, Black D, Bruggeman R, Buccola N, Buckner R, Byerley W, Cahn W, Cai G, Campion D, Cantor R, Carr V, Carrera N, Catts S, Chambert K, Chan R, Chen R, Chen E, Cheng W, Cheung E, Chong S, Cloninger C, Cohen D, Cohen N, Cormican P, Craddock N, Crowley J, Curtis D, Davidson M, Davis K, Degenhardt F, Del Favero J, DeLisi L, Demontis D, Dikeos D, Dinan T, Djurovic S, Donohoe G, Drapeau E, Duan J, Dudbridge F, Durmishi N, Eichhammer P, Eriksson J, Escott-Price V, Essioux L, Fanous A, Farrell M, Frank J, Franke L, Freedman R, Freimer N, Friedl M, Friedman J, Fromer M, Genovese G, Georgieva L, Gershon E, Giegling I, Giusti-Rodrguez P, Godard S, Goldstein J, Golimbet V, Gopal S, Gratten J, Grove J, de Haan L, Hammer C, Hamshere M, Hansen M, Hansen T, Haroutunian V, Hartmann A, Henskens F, Herms S, Hirschhorn J, Hoffmann P, Hofman A, Hollegaard M, Hougaard D, Ikeda M, Joa I, Julia A, Kahn R, Kalaydjieva L, Karachanak-Yankova S, Karjalainen J, Kavanagh D, Keller M, Kelly B, Kennedy J, Khrunin A, Kim Y, Klovins J, Knowles J, Konte B, Kucinskas V, Kucinskiene Z, Kuzelova-Ptackova H, Kahler A, Laurent C, Keong J, Lee S, Legge S, Lerer B, Li M, Li T, Liang KY, Lieberman J, Limborska S, Loughland C, Lubinski J, Lnnqvist J, Macek M, Magnusson P, Maher B, Maier W, Mallet J, Marsal S, Mattheisen M, Mattingsdal M, McCarley R, McDonald C, McIntosh A, Meier S, Meijer C, Melegh B, Melle I, Mesholam-Gately R, Metspalu A, Michie P, Milani L, Milanova V, Mokrab Y, Morris D, Mors O, Mortensen P, Murphy K, Murray R, Myin-Germeys I, Mller-Myhsok B, Nelis M, Nenadic I, Nertney D, Nestadt G, Nicodemus K, Nikitina-Zake L, Nisenbaum L, Nordin A, O’Callaghan E, O’Dushlaine C, O’Neill F, Oh SY, Olincy A, Olsen L, Van Os J, Pantelis C, Papadimitriou G, Papiol S, Parkhomenko E, Pato M, Paunio T, Pejovic-Milovancevic M, Perkins D, Pietilinen O, Pimm J, Pocklington A, Powell J, Price A, Pulver A, Purcell S, Quested D, Rasmussen H, Reichenberg A, Reimers M, Richards A, Roffman J, Roussos P, Ruderfer D, Salomaa V, Sanders A, Schall U, Schubert C, Schulze T, Schwab S, Scolnick E, Scott R, Seidman L, Shi J, Sigurdsson E, Silagadze T, Silverman J, Sim K, Slominsky P, Smoller J, So HC, Spencer C, Stahl E, Stefansson H, Steinberg S, Stogmann E, Straub R, Strengman E, Strohmaier J, Stroup T, Subramaniam M, Suvisaari J, Svrakic D, Szatkiewicz J, Sderman E, Thirumalai S, Toncheva D, Tooney P, Tosato S, Veijola J, Waddington J, Walsh D, Wang D, Wang Q, Webb B, Weiser M, Wildenauer D, Williams N, Williams S, Witt S, Wolen A, Wong E, Wormley B, Wu J, Xi H, Zai C, Zheng X, Zimprich F, Wray N, Stefansson K, Visscher P, Adolfsson R, Andreassen O, Blackwood D, Bramon E, Buxbaum J, Børglum A, Cichon S, Darvasi A, Domenici E, Ehrenreich H, Esko T, Gejman P, Gill M, Gurling H, Hultman C, Iwata N, Jablensky A, Jonsson E, Kendler K, Kirov G, Knight J, Lencz T, Levinson D, Li Q, Liu J, Malhotra A, McCarroll S, McQuillin A, Moran J, Mortensen P, Mowry B, Nthen M, Ophoff R, Owen M, Palotie A, Pato C, Petryshen T, Posthuma D, Rietschel M, Riley B, Rujescu D, Sham P, Sklar P, St. Clair D, Weinberger D, Wendland J, Werge T, Daly M, Sullivan P, O’Donovan M, Kraft P, Hunter DJ, Adank M, Ahsan H, Aittomäki K, Baglietto L, Berndt S, Blomquist C, Canzian F, Chang-Claude J, Chanock SJ, Crisponi L, Czene K, Dahmen N, Silva IDS, Easton D, Eliassen AH, Figueroa J, Fletcher O, Garcia-Closas M, Gaudet MM, Gibson L, Haiman CA, Hall P, Hazra A, Hein R, Henderson BE, Hofman A, Hopper JL, Irwanto A, Johansson M, Kaaks R, Kibriya MG, Lichtner P, Lindström S, Liu J, Lund E, Makalic E, Meindl A, Meijers-Heijboer H, Müller-Myhsok B, Muranen TA, Nevanlinna H, Peeters PH, Peto J, Prentice RL, Rahman N, Sánchez MJ, Schmidt DF, Schmutzler RK, Southey MC, Tamimi R, Travis R, Turnbull C, Uitterlinden AG, van der Luijt RB, Waisfisz Q, Wang Z, Whittemore AS, Yang R, Zheng W. Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores. Am J Hum Genet 2015; 97:576-92. [PMID: 26430803 DOI: 10.1016/j.ajhg.2015.09.001] [Citation(s) in RCA: 773] [Impact Index Per Article: 85.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2015] [Accepted: 09/01/2015] [Indexed: 11/24/2022] Open
Abstract
Polygenic risk scores have shown great promise in predicting complex disease risk and will become more accurate as training sample sizes increase. The standard approach for calculating risk scores involves linkage disequilibrium (LD)-based marker pruning and applying a p value threshold to association statistics, but this discards information and can reduce predictive accuracy. We introduce LDpred, a method that infers the posterior mean effect size of each marker by using a prior on effect sizes and LD information from an external reference panel. Theory and simulations show that LDpred outperforms the approach of pruning followed by thresholding, particularly at large sample sizes. Accordingly, predicted R(2) increased from 20.1% to 25.3% in a large schizophrenia dataset and from 9.8% to 12.0% in a large multiple sclerosis dataset. A similar relative improvement in accuracy was observed for three additional large disease datasets and for non-European schizophrenia samples. The advantage of LDpred over existing methods will grow as sample sizes increase.
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7
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Madison JM, Zhou F, Nigam A, Hussain A, Barker DD, Nehme R, van der Ven K, Hsu J, Wolf P, Fleishman M, O’Dushlaine C, Rose S, Chambert K, Lau FH, Ahfeldt T, Rueckert EH, Sheridan SD, Fass DM, Nemesh J, Mullen TE, Daheron L, McCarroll S, Sklar P, Perlis RH, Haggarty SJ. Characterization of bipolar disorder patient-specific induced pluripotent stem cells from a family reveals neurodevelopmental and mRNA expression abnormalities. Mol Psychiatry 2015; 20:703-17. [PMID: 25733313 PMCID: PMC4440839 DOI: 10.1038/mp.2015.7] [Citation(s) in RCA: 138] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2013] [Revised: 10/29/2014] [Accepted: 12/19/2014] [Indexed: 02/07/2023]
Abstract
Bipolar disorder (BD) is a common neuropsychiatric disorder characterized by chronic recurrent episodes of depression and mania. Despite evidence for high heritability of BD, little is known about its underlying pathophysiology. To develop new tools for investigating the molecular and cellular basis of BD, we applied a family-based paradigm to derive and characterize a set of 12 induced pluripotent stem cell (iPSC) lines from a quartet consisting of two BD-affected brothers and their two unaffected parents. Initially, no significant phenotypic differences were observed between iPSCs derived from the different family members. However, upon directed neural differentiation, we observed that CXCR4 (CXC chemokine receptor-4) expressing central nervous system (CNS) neural progenitor cells (NPCs) from both BD patients compared with their unaffected parents exhibited multiple phenotypic differences at the level of neurogenesis and expression of genes critical for neuroplasticity, including WNT pathway components and ion channel subunits. Treatment of the CXCR4(+) NPCs with a pharmacological inhibitor of glycogen synthase kinase 3, a known regulator of WNT signaling, was found to rescue a progenitor proliferation deficit in the BD patient NPCs. Taken together, these studies provide new cellular tools for dissecting the pathophysiology of BD and evidence for dysregulation of key pathways involved in neurodevelopment and neuroplasticity. Future generation of additional iPSCs following a family-based paradigm for modeling complex neuropsychiatric disorders in conjunction with in-depth phenotyping holds promise for providing insights into the pathophysiological substrates of BD and is likely to inform the development of targeted therapeutics for its treatment and ideally prevention.
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Affiliation(s)
- Jon M. Madison
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA,Correspondence: (JM), (SJH)
| | - Fen Zhou
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Aparna Nigam
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Ali Hussain
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Douglas D. Barker
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA
| | - Ralda Nehme
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Stem Cell & Regenerative Biology, Harvard University, Cambridge, MA,Department of Neurology, Massachusetts General Hospital & Harvard Medical School, Boston, MA 02114, USA
| | - Karlijn van der Ven
- Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jenny Hsu
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Pavlina Wolf
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Neurology, Massachusetts General Hospital & Harvard Medical School, Boston, MA 02114, USA
| | - Morgan Fleishman
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Colm O’Dushlaine
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA
| | - Sam Rose
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA
| | - Kimberly Chambert
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA
| | - Frank H. Lau
- Department of Stem Cell & Regenerative Biology, Harvard University, Cambridge, MA
| | - Tim Ahfeldt
- Department of Stem Cell & Regenerative Biology, Harvard University, Cambridge, MA
| | - Erroll H. Rueckert
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA,Chemical Neurobiology Laboratory, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Steven D. Sheridan
- Chemical Neurobiology Laboratory, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Daniel M. Fass
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Neurology, Massachusetts General Hospital & Harvard Medical School, Boston, MA 02114, USA,Chemical Neurobiology Laboratory, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - James Nemesh
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Thomas E. Mullen
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Laurence Daheron
- Department of Stem Cell & Regenerative Biology, Harvard University, Cambridge, MA
| | - Steve McCarroll
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Pamela Sklar
- Department of Psychiatry, Mount Sinai School of Medicine, New York, NY 10029, USA
| | - Roy H. Perlis
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA,Chemical Neurobiology Laboratory, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Stephen J. Haggarty
- Stanley Center for Psychiatric Research, Broad Institute of MIT & Harvard, Cambridge, MA 02142, USA,Psychiatric & Neurodevelopmental Genetics Unit, Center for Human Genetics Research, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Psychiatry, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Neurology, Massachusetts General Hospital & Harvard Medical School, Boston, MA 02114, USA,Chemical Neurobiology Laboratory, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA,Correspondence: (JM), (SJH)
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8
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Gusev A, Lee S, Trynka G, Finucane H, Vilhjálmsson B, Xu H, Zang C, Ripke S, Bulik-Sullivan B, Stahl E, Kähler AK, Hultman CM, Purcell SM, McCarroll SA, Daly M, Pasaniuc B, Sullivan PF, Neale BM, Wray NR, Raychaudhuri S, Price AL, Ripke S, Neale B, Corvin A, Walters J, Farh KH, Holmans P, Lee P, Bulik-Sullivan B, Collier D, Huang H, Pers T, Agartz I, Agerbo E, Albus M, Alexander M, Amin F, Bacanu S, Begemann M, Belliveau R, Bene J, Bergen S, Bevilacqua E, Bigdeli T, Black D, Børglum A, Bruggeman R, Buccola N, Buckner R, Byerley W, Cahn W, Cai G, Campion D, Cantor R, Carr V, Carrera N, Catts S, Chambert K, Chan R, Chen R, Chen E, Cheng W, Cheung E, Chong S, Cloninger C, Cohen D, Cohen N, Cormican P, Craddock N, Crowley J, Curtis D, Davidson M, Davis K, Degenhardt F, Del Favero J, DeLisi L, Demontis D, Dikeos D, Dinan T, Djurovic S, Donohoe G, Drapeau E, Duan J, Dudbridge F, Durmishi N, Eichhammer P, Eriksson J, Escott-Price V, Essioux L, Fanous A, Farrell M, Frank J, Franke L, Freedman R, Freimer N, Friedl M, Friedman J, Fromer M, Genovese G, Georgieva L, Gershon E, Giegling I, Giusti-Rodrguez P, Godard S, Goldstein J, Golimbet V, Gopal S, Gratten J, Grove J, de Haan L, Hammer C, Hamshere M, Hansen M, Hansen T, Haroutunian V, Hartmann A, Henskens F, Herms S, Hirschhorn J, Hoffmann P, Hofman A, Hollegaard M, Hougaard D, Ikeda M, Joa I, Julià A, Kahn R, Kalaydjieva L, Karachanak-Yankova S, Karjalainen J, Kavanagh D, Keller M, Kelly B, Kennedy J, Khrunin A, Kim Y, Klovins J, Knowles J, Konte B, Kucinskas V, Kucinskiene Z, Kuzelova-Ptackova H, Kähler A, Laurent C, Keong J, Lee S, Legge S, Lerer B, Li M, Li T, Liang KY, Lieberman J, Limborska S, Loughland C, Lubinski J, Lnnqvist J, Macek M, Magnusson P, Maher B, Maier W, Mallet J, Marsal S, Mattheisen M, Mattingsdal M, McCarley R, McDonald C, McIntosh A, Meier S, Meijer C, Melegh B, Melle I, Mesholam-Gately R, Metspalu A, Michie P, Milani L, Milanova V, Mokrab Y, Morris D, Mors O, Mortensen P, Murphy K, Murray R, Myin-Germeys I, Mller-Myhsok B, Nelis M, Nenadic I, Nertney D, Nestadt G, Nicodemus K, Nikitina-Zake L, Nisenbaum L, Nordin A, O’Callaghan E, O’Dushlaine C, O’Neill F, Oh SY, Olincy A, Olsen L, Van Os J, Pantelis C, Papadimitriou G, Papiol S, Parkhomenko E, Pato M, Paunio T, Pejovic-Milovancevic M, Perkins D, Pietilinen O, Pimm J, Pocklington A, Powell J, Price A, Pulver A, Purcell S, Quested D, Rasmussen H, Reichenberg A, Reimers M, Richards A, Roffman J, Roussos P, Ruderfer D, Salomaa V, Sanders A, Schall U, Schubert C, Schulze T, Schwab S, Scolnick E, Scott R, Seidman L, Shi J, Sigurdsson E, Silagadze T, Silverman J, Sim K, Slominsky P, Smoller J, So HC, Spencer C, Stahl E, Stefansson H, Steinberg S, Stogmann E, Straub R, Strengman E, Strohmaier J, Stroup T, Subramaniam M, Suvisaari J, Svrakic D, Szatkiewicz J, Sderman E, Thirumalai S, Toncheva D, Tooney P, Tosato S, Veijola J, Waddington J, Walsh D, Wang D, Wang Q, Webb B, Weiser M, Wildenauer D, Williams N, Williams S, Witt S, Wolen A, Wong E, Wormley B, Wu J, Xi H, Zai C, Zheng X, Zimprich F, Wray N, Stefansson K, Visscher P, Adolfsson R, Andreassen O, Blackwood D, Bramon E, Buxbaum J, Brglum A, Cichon S, Darvasi A, Domenici E, Ehrenreich H, Esko T, Gejman P, Gill M, Gurling H, Hultman C, Iwata N, Jablensky A, Jönsson E, Kendler K, Kirov G, Knight J, Lencz T, Levinson D, Li Q, Liu J, Malhotra A, McCarroll S, McQuillin A, Moran J, Mortensen P, Mowry B, Nthen M, Ophoff R, Owen M, Palotie A, Pato C, Petryshen T, Posthuma D, Rietschel M, Riley B, Rujescu D, Sham P, Sklar P, St. Clair D, Weinberger D, Wendland J, Werge T, Daly M, Sullivan P, O’Donovan M, Ripke S, O’Dushlaine C, Chambert K, Moran JL, Kähler AK, Akterin S, Bergen S, Magnusson PK, Neale BM, Ruderfer D, Scolnick E, Purcell S, McCarroll S, Sklar P, Hultman CM, Sullivan PF. Partitioning heritability of regulatory and cell-type-specific variants across 11 common diseases. Am J Hum Genet 2014; 95:535-52. [PMID: 25439723 PMCID: PMC4225595 DOI: 10.1016/j.ajhg.2014.10.004] [Citation(s) in RCA: 407] [Impact Index Per Article: 40.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Accepted: 10/02/2014] [Indexed: 10/25/2022] Open
Abstract
Regulatory and coding variants are known to be enriched with associations identified by genome-wide association studies (GWASs) of complex disease, but their contributions to trait heritability are currently unknown. We applied variance-component methods to imputed genotype data for 11 common diseases to partition the heritability explained by genotyped SNPs (hg(2)) across functional categories (while accounting for shared variance due to linkage disequilibrium). Extensive simulations showed that in contrast to current estimates from GWAS summary statistics, the variance-component approach partitions heritability accurately under a wide range of complex-disease architectures. Across the 11 diseases DNaseI hypersensitivity sites (DHSs) from 217 cell types spanned 16% of imputed SNPs (and 24% of genotyped SNPs) but explained an average of 79% (SE = 8%) of hg(2) from imputed SNPs (5.1× enrichment; p = 3.7 × 10(-17)) and 38% (SE = 4%) of hg(2) from genotyped SNPs (1.6× enrichment, p = 1.0 × 10(-4)). Further enrichment was observed at enhancer DHSs and cell-type-specific DHSs. In contrast, coding variants, which span 1% of the genome, explained <10% of hg(2) despite having the highest enrichment. We replicated these findings but found no significant contribution from rare coding variants in independent schizophrenia cohorts genotyped on GWAS and exome chips. Our results highlight the value of analyzing components of heritability to unravel the functional architecture of common disease.
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9
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Bergen SE, O'Dushlaine CT, Ripke S, Lee PH, Ruderfer DM, Akterin S, Moran JL, Chambert KD, Handsaker RE, Backlund L, Ösby U, McCarroll S, Landen M, Scolnick EM, Magnusson PKE, Lichtenstein P, Hultman CM, Purcell SM, Sklar P, Sullivan PF. Genome-wide association study in a Swedish population yields support for greater CNV and MHC involvement in schizophrenia compared with bipolar disorder. Mol Psychiatry 2012; 17:880-6. [PMID: 22688191 PMCID: PMC3724337 DOI: 10.1038/mp.2012.73] [Citation(s) in RCA: 182] [Impact Index Per Article: 15.2] [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: 12/20/2011] [Revised: 04/02/2012] [Accepted: 04/23/2012] [Indexed: 12/21/2022]
Abstract
Schizophrenia (SCZ) and bipolar disorder (BD) are highly heritable psychiatric disorders with overlapping susceptibility loci and symptomatology. We conducted a genome-wide association study (GWAS) of these disorders in a large Swedish sample. We report a new and independent case-control analysis of 1507 SCZ cases, 836 BD cases and 2093 controls. No single-nucleotide polymorphisms (SNPs) achieved significance in these new samples; however, combining new and previously reported SCZ samples (2111 SCZ and 2535 controls) revealed a genome-wide significant association in the major histocompatibility complex (MHC) region (rs886424, P=4.54 × 10(-8)). Imputation using multiple reference panels and meta-analysis with the Psychiatric Genomics Consortium SCZ results underscored the broad, significant association in the MHC region in the full SCZ sample. We evaluated the role of copy number variants (CNVs) in these subjects. As in prior reports, deletions were enriched in SCZ, but not BD cases compared with controls. Singleton deletions were more frequent in both case groups compared with controls (SCZ: P=0.003, BD: P=0.013), whereas the largest CNVs (>500 kb) were significantly enriched only in SCZ cases (P=0.0035). Two CNVs with previously reported SCZ associations were also overrepresented in this SCZ sample: 16p11.2 duplications (P=0.0035) and 22q11 deletions (P=0.03). These results reinforce prior reports of significant MHC and CNV associations in SCZ, but not BD.
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Affiliation(s)
- S E Bergen
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.
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10
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Bhatia G, Patterson N, Pasaniuc B, Zaitlen N, Genovese G, Pollack S, Mallick S, Myers S, Tandon A, Spencer C, Palmer CD, Adeyemo AA, Akylbekova EL, Cupples LA, Divers J, Fornage M, Kao WHL, Lange L, Li M, Musani S, Mychaleckyj JC, Ogunniyi A, Papanicolaou G, Rotimi CN, Rotter JI, Ruczinski I, Salako B, Siscovick DS, Tayo BO, Yang Q, McCarroll S, Sabeti P, Lettre G, De Jager P, Hirschhorn J, Zhu X, Cooper R, Reich D, Wilson JG, Price AL. Genome-wide comparison of African-ancestry populations from CARe and other cohorts reveals signals of natural selection. Am J Hum Genet 2011; 89:368-81. [PMID: 21907010 DOI: 10.1016/j.ajhg.2011.07.025] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2011] [Revised: 07/18/2011] [Accepted: 07/29/2011] [Indexed: 12/11/2022] Open
Abstract
The study of recent natural selection in human populations has important applications to human history and medicine. Positive natural selection drives the increase in beneficial alleles and plays a role in explaining diversity across human populations. By discovering traits subject to positive selection, we can better understand the population level response to environmental pressures including infectious disease. Our study examines unusual population differentiation between three large data sets to detect natural selection. The populations examined, African Americans, Nigerians, and Gambians, are genetically close to one another (F(ST) < 0.01 for all pairs), allowing us to detect selection even with moderate changes in allele frequency. We also develop a tree-based method to pinpoint the population in which selection occurred, incorporating information across populations. Our genome-wide significant results corroborate loci previously reported to be under selection in Africans including HBB and CD36. At the HLA locus on chromosome 6, results suggest the existence of multiple, independent targets of population-specific selective pressure. In addition, we report a genome-wide significant (p = 1.36 × 10(-11)) signal of selection in the prostate stem cell antigen (PSCA) gene. The most significantly differentiated marker in our analysis, rs2920283, is highly differentiated in both Africa and East Asia and has prior genome-wide significant associations to bladder and gastric cancers.
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Affiliation(s)
- Gaurav Bhatia
- Harvard- Massachusetts Institute of Technology (MIT) Division of Health, Science and Technology, Cambridge, USA.
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11
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Frazer KA, Ballinger DG, Cox DR, Hinds DA, Stuve LL, Gibbs RA, Belmont JW, Boudreau A, Hardenbol P, Leal SM, Pasternak S, Wheeler DA, Willis TD, Yu F, Yang H, Zeng C, Gao Y, Hu H, Hu W, Li C, Lin W, Liu S, Pan H, Tang X, Wang J, Wang W, Yu J, Zhang B, Zhang Q, Zhao H, Zhao H, Zhou J, Gabriel SB, Barry R, Blumenstiel B, Camargo A, Defelice M, Faggart M, Goyette M, Gupta S, Moore J, Nguyen H, Onofrio RC, Parkin M, Roy J, Stahl E, Winchester E, Ziaugra L, Altshuler D, Shen Y, Yao Z, Huang W, Chu X, He Y, Jin L, Liu Y, Shen Y, Sun W, Wang H, Wang Y, Wang Y, Xiong X, Xu L, Waye MMY, Tsui SKW, Xue H, Wong JTF, Galver LM, Fan JB, Gunderson K, Murray SS, Oliphant AR, Chee MS, Montpetit A, Chagnon F, Ferretti V, Leboeuf M, Olivier JF, Phillips MS, Roumy S, Sallée C, Verner A, Hudson TJ, Kwok PY, Cai D, Koboldt DC, Miller RD, Pawlikowska L, Taillon-Miller P, Xiao M, Tsui LC, Mak W, Song YQ, Tam PKH, Nakamura Y, Kawaguchi T, Kitamoto T, Morizono T, Nagashima A, Ohnishi Y, Sekine A, Tanaka T, Tsunoda T, Deloukas P, Bird CP, Delgado M, Dermitzakis ET, Gwilliam R, Hunt S, Morrison J, Powell D, Stranger BE, Whittaker P, Bentley DR, Daly MJ, de Bakker PIW, Barrett J, Chretien YR, Maller J, McCarroll S, Patterson N, Pe'er I, Price A, Purcell S, Richter DJ, Sabeti P, Saxena R, Schaffner SF, Sham PC, Varilly P, Altshuler D, Stein LD, Krishnan L, Smith AV, Tello-Ruiz MK, Thorisson GA, Chakravarti A, Chen PE, Cutler DJ, Kashuk CS, Lin S, Abecasis GR, Guan W, Li Y, Munro HM, Qin ZS, Thomas DJ, McVean G, Auton A, Bottolo L, Cardin N, Eyheramendy S, Freeman C, Marchini J, Myers S, Spencer C, Stephens M, Donnelly P, Cardon LR, Clarke G, Evans DM, Morris AP, Weir BS, Tsunoda T, Mullikin JC, Sherry ST, Feolo M, Skol A, Zhang H, Zeng C, Zhao H, Matsuda I, Fukushima Y, Macer DR, Suda E, Rotimi CN, Adebamowo CA, Ajayi I, Aniagwu T, Marshall PA, Nkwodimmah C, Royal CDM, Leppert MF, Dixon M, Peiffer A, Qiu R, Kent A, Kato K, Niikawa N, Adewole IF, Knoppers BM, Foster MW, Clayton EW, Watkin J, Gibbs RA, Belmont JW, Muzny D, Nazareth L, Sodergren E, Weinstock GM, Wheeler DA, Yakub I, Gabriel SB, Onofrio RC, Richter DJ, Ziaugra L, Birren BW, Daly MJ, Altshuler D, Wilson RK, Fulton LL, Rogers J, Burton J, Carter NP, Clee CM, Griffiths M, Jones MC, McLay K, Plumb RW, Ross MT, Sims SK, Willey DL, Chen Z, Han H, Kang L, Godbout M, Wallenburg JC, L'Archevêque P, Bellemare G, Saeki K, Wang H, An D, Fu H, Li Q, Wang Z, Wang R, Holden AL, Brooks LD, McEwen JE, Guyer MS, Wang VO, Peterson JL, Shi M, Spiegel J, Sung LM, Zacharia LF, Collins FS, Kennedy K, Jamieson R, Stewart J. A second generation human haplotype map of over 3.1 million SNPs. Nature 2007; 449:851-61. [PMID: 17943122 DOI: 10.1038/nature06258] [Citation(s) in RCA: 3275] [Impact Index Per Article: 192.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2007] [Accepted: 09/18/2007] [Indexed: 02/07/2023]
Abstract
We describe the Phase II HapMap, which characterizes over 3.1 million human single nucleotide polymorphisms (SNPs) genotyped in 270 individuals from four geographically diverse populations and includes 25-35% of common SNP variation in the populations surveyed. The map is estimated to capture untyped common variation with an average maximum r2 of between 0.9 and 0.96 depending on population. We demonstrate that the current generation of commercial genome-wide genotyping products captures common Phase II SNPs with an average maximum r2 of up to 0.8 in African and up to 0.95 in non-African populations, and that potential gains in power in association studies can be obtained through imputation. These data also reveal novel aspects of the structure of linkage disequilibrium. We show that 10-30% of pairs of individuals within a population share at least one region of extended genetic identity arising from recent ancestry and that up to 1% of all common variants are untaggable, primarily because they lie within recombination hotspots. We show that recombination rates vary systematically around genes and between genes of different function. Finally, we demonstrate increased differentiation at non-synonymous, compared to synonymous, SNPs, resulting from systematic differences in the strength or efficacy of natural selection between populations.
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Affiliation(s)
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- The Scripps Research Institute, 10550 North Torrey Pines Road MEM275, La Jolla, California 92037, USA
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