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      Genetic fine-mapping and genomic annotation defines causal mechanisms at type 2 diabetes susceptibility loci

      research-article
      1 , 2 , 1 , 3 , 4 , 5 , 6 , 1 , 3 , 1 , 4 , 7 , 1 , 4 , 8 , 9 , 3 , 10 , 11 , 12 , 12 , 13 , 14 , 15 , 13 , 14 , 15 , 16 , 17 , 18 , 16 , 19 , 20 , 21 , 22 , 23 , 24 , 24 , 25 , 26 , 27 , 28 , 29 , 29 , 8 , 29 , 30 , 31 , 32 , 3 , 3 , 3 , 33 , 34 , 4 , 4 , 1 , 4 , 1 , 4 , 6 , 3 , 35 , 3 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 10 , 10 , 48 , 46 , 49 , 50 , 10 , 26 , 51 , 52 , 53 , 54 , 7 , 55 , 56 , 57 , 58 , 5 , 59 , 60 , 61 , 36 , 10 , 10 , 62 , 63 , 26 , 36 , 64 , 65 , 16 , 13 , 14 , 66 , 47 , 10 , 11 , 4 , 67 , 11 , 68 , 69 , 70 , 42 , 71 , 25 , 26 , 27 , 72 , 3 , 36 , 73 , 74 , 75 , 76 , 30 , 8 , 55 , 13 , 77 , 24 , 43 , 44 , 25 , 32 , 72 , 36 , 7 , 66 , 25 , 32 , 78 , 1 , 10 , 36 , 74 , 79 , 80 , 31 , 61 , 8 , 36 , 73 , 55 , 16 , 81 , 5 , 82 , 83 , 84 , 85 , 81 , 86 , 87 , 88 , 89 , 90 , 91 , 83 , 84 , 36 , 4 , 92 , 93 , 22 , 7 , 10 , 21 , 55 , 8 , 70 , 94 , 68 , 69 , 95 , 96 , 97 , 98 , 16 , 17 , 42 , 99 , 100 , 101 , 36 , 81 , 87 , 3 , 26 , 27 , 14 , 15 , 21 , 102 , 43 , 44 , 1 , 37 , 38 , 21 , 58 , 103 , 104 , 105 , 1 , 106 , 7 , 107 , 107 , 108 , 109 , 110 , 111 , 112 , 8 , 34 , 47 , 113 , 31 , 62 , 60 , 114 , 115 , 116 , 117 , 118 , 119 , 29 , 120 , 105 , 114 , 121 , 25 , 26 , 27 , 24 , 41 , 24 , 41 , 67 , 122 , 123 , 67 , 123 , 43 , 44 , 124 , 125 , 126 , 127 , 128 , 129 , 130 , 131 , 100 , 100 , 5 , 132 , 133 , 22 , 22 , 7 , 21 , 102 , 134 , 55 , 1 , 23 , 135 , 136 , 137 , 46 , 138 , 55 , 139 , 140 , 55 , 141 , 142 , 143 , 70 , 144 , 7 , 145 , 1 , 146 , 106 , 147 , 66 , 16 , 13 , 77 , 14 , 15 , 88 , 12 , 148 , 149 , 9 , 12 , 61 , 11 , 150 , 11 , 151 , 52 , 53 , 10 , 115 , 152 , 36 , 36 , 21 , 36 , 7 , 153 , 154 , 8 , 8 , 6 , 1 , 4 , 92 , 10 , 112 , 113 , 114 , 155 , 156 , 3 , 3 , 1 , 4 , 92 , 1 , 5 , 157 , 158 159
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          Abstract

          We performed fine-mapping of 39 established type 2 diabetes (T2D) loci in 27,206 cases and 57,574 controls of European ancestry. We identified 49 distinct association signals at these loci, including five mapping in/near KCNQ1. “Credible sets” of variants most likely to drive each distinct signal mapped predominantly to non-coding sequence, implying that T2D association is mediated through gene regulation. Credible set variants were enriched for overlap with FOXA2 chromatin immunoprecipitation binding sites in human islet and liver cells, including at MTNR1B, where fine-mapping implicated rs10830963 as driving T2D association. We confirmed that this T2D-risk allele increases FOXA2-bound enhancer activity in islet- and liver-derived cells. We observed allele-specific differences in NEUROD1 binding in islet-derived cells, consistent with evidence that the T2D-risk allele increases islet MTNR1B expression. Our study demonstrates how integration of genetic and genomic information can define molecular mechanisms through which variants underlying association signals exert their effects on disease.

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          • Abstract: found
          • Article: found
          Is Open Access

          The Sequence Alignment/Map format and SAMtools

          Summary: The Sequence Alignment/Map (SAM) format is a generic alignment format for storing read alignments against reference sequences, supporting short and long reads (up to 128 Mbp) produced by different sequencing platforms. It is flexible in style, compact in size, efficient in random access and is the format in which alignments from the 1000 Genomes Project are released. SAMtools implements various utilities for post-processing alignments in the SAM format, such as indexing, variant caller and alignment viewer, and thus provides universal tools for processing read alignments. Availability: http://samtools.sourceforge.net Contact: rd@sanger.ac.uk
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            • Record: found
            • Abstract: found
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            Is Open Access

            Fast and accurate short read alignment with Burrows–Wheeler transform

            Motivation: The enormous amount of short reads generated by the new DNA sequencing technologies call for the development of fast and accurate read alignment programs. A first generation of hash table-based methods has been developed, including MAQ, which is accurate, feature rich and fast enough to align short reads from a single individual. However, MAQ does not support gapped alignment for single-end reads, which makes it unsuitable for alignment of longer reads where indels may occur frequently. The speed of MAQ is also a concern when the alignment is scaled up to the resequencing of hundreds of individuals. Results: We implemented Burrows-Wheeler Alignment tool (BWA), a new read alignment package that is based on backward search with Burrows–Wheeler Transform (BWT), to efficiently align short sequencing reads against a large reference sequence such as the human genome, allowing mismatches and gaps. BWA supports both base space reads, e.g. from Illumina sequencing machines, and color space reads from AB SOLiD machines. Evaluations on both simulated and real data suggest that BWA is ∼10–20× faster than MAQ, while achieving similar accuracy. In addition, BWA outputs alignment in the new standard SAM (Sequence Alignment/Map) format. Variant calling and other downstream analyses after the alignment can be achieved with the open source SAMtools software package. Availability: http://maq.sourceforge.net Contact: rd@sanger.ac.uk
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              • Record: found
              • Abstract: found
              • Article: found
              Is Open Access

              BEDTools: a flexible suite of utilities for comparing genomic features

              Motivation: Testing for correlations between different sets of genomic features is a fundamental task in genomics research. However, searching for overlaps between features with existing web-based methods is complicated by the massive datasets that are routinely produced with current sequencing technologies. Fast and flexible tools are therefore required to ask complex questions of these data in an efficient manner. Results: This article introduces a new software suite for the comparison, manipulation and annotation of genomic features in Browser Extensible Data (BED) and General Feature Format (GFF) format. BEDTools also supports the comparison of sequence alignments in BAM format to both BED and GFF features. The tools are extremely efficient and allow the user to compare large datasets (e.g. next-generation sequencing data) with both public and custom genome annotation tracks. BEDTools can be combined with one another as well as with standard UNIX commands, thus facilitating routine genomics tasks as well as pipelines that can quickly answer intricate questions of large genomic datasets. Availability and implementation: BEDTools was written in C++. Source code and a comprehensive user manual are freely available at http://code.google.com/p/bedtools Contact: aaronquinlan@gmail.com; imh4y@virginia.edu Supplementary information: Supplementary data are available at Bioinformatics online.
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                Author and article information

                Journal
                9216904
                2419
                Nat Genet
                Nat. Genet.
                Nature genetics
                1061-4036
                1546-1718
                30 October 2015
                09 November 2015
                December 2015
                01 June 2016
                : 47
                : 12
                : 1415-1425
                Affiliations
                [1 ]Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
                [2 ]Department of Genetics, Stanford University, Stanford, CA, USA
                [3 ]Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
                [4 ]Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
                [5 ]Estonian Genome Center, University of Tartu, Tartu, Estonia
                [6 ]Centre for Cellular and Molecular Physiology, Nuffield Department of Medicine, University of Oxford, Oxford, UK
                [7 ]Wellcome Trust Sanger Institute, Hinxton, UK
                [8 ]MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Institute of Metabolic Science, Cambridge Biomedical Campus, Cambridge, UK
                [9 ]Genomics of Common Disease, Imperial College London, London, UK
                [10 ]Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA, USA
                [11 ]The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
                [12 ]Lille Institute of Biology, European Genomics Institute of Diabetes, Lille, France
                [13 ]Research Unit of Molecular Epidemiology, Helmholtz Zentrum Muenchen, German Research Centre for Environmental Health, Neuherberg, Germany
                [14 ]Institute of Epidemiology II, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
                [15 ]German Center for Diabetes Research, Neuherberg, Germany
                [16 ]Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
                [17 ]Science for Life Laboratory, Stockholm, Sweden
                [18 ]Department for Numerical Analysis and Computer Science, Stockholm University, Stockholm, Sweden
                [19 ]Leibniz Institute for Age Research, Fritz Lipmann Institute, Jena, Germany
                [20 ]Medical Systems Biology, Ulm University, Ulm, Germany
                [21 ]Finnish Institute for Molecular Medicine (FIMM), Helsinki, Finland
                [22 ]Institute for Medical Informatics, Biometry and Epidemiology, University Hospital of Essen, Essen, Germany
                [23 ]Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
                [24 ]deCODE Genetics, Amgen inc., Reykjavik, Iceland
                [25 ]Department of Epidemiology, Harvard School of Public Health, Boston, MA, USA
                [26 ]Department of Nutrition, Harvard School of Public Health, Boston, MA, USA
                [27 ]Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
                [28 ]Department of Epidemiology, School of Public Health and Tropical Medicine, Tulane University, New Orleans, Louisiana
                [29 ]Department of Epidemiology, Erasmus University Medical Center, Rotterdam, The Netherlands
                [30 ]Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
                [31 ]Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
                [32 ]Department of Biostatistics, Harvard School of Public Health, Boston, MA, USA
                [33 ]Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
                [34 ]The Genetics of Obesity and Related Metabolic Traits Program, The Icahn School of Medicine at Mount Sinai, New York, NY, USA
                [35 ]Perelman School of Medicine, Department of Pharmacology, University of Pennsylvania, Philadelphia, PA, USA
                [36 ]Lund University Diabetes Centre, Department of Clinical Science Malmo, Scania University Hospital, Lund University, Malmo, Sweden
                [37 ]Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
                [38 ]Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano, Milan, Italy
                [39 ]INSERM CESP U1018, Villejuif, France
                [40 ]University Paris Sud 11, UMRS 1018, Villejuif, France
                [41 ]Faculty of Medicine, University of Iceland, Reykjavik, Iceland
                [42 ]Landspitali University Hospital, Reykjavik, Iceland
                [43 ]IFB Adiposity Diseases, University of Leipzig, Leipzig, Germany
                [44 ]Department of Medicine, University of Leipzig, Leipzig, Germany
                [45 ]German Institute of Human Nutrition, Potsdam-Rehbruecke, Germany
                [46 ]National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA
                [47 ]The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
                [48 ]Endocrinology-Diabetology Unit, Corbeil-Essonnes Hospital, Corbeil-Essonnes, France
                [49 ]Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
                [50 ]Collaborative Studies Coordinating Center, Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
                [51 ]Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
                [52 ]Diabetes Research Centre, Biomedical Research Institute, University of Dundee, Ninewells Hospital, Dundee, UK
                [53 ]Pharmacogenomics Centre, Biomedical Research Institute, University of Dundee, Ninewells Hospital, Dundee, UK
                [54 ]Lund University Diabetes Centre, Department of Clinical Science Malmo, NovoNordisk Scandinavia AB, Malmo, Sweden
                [55 ]Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
                [56 ]Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
                [57 ]Unit of General Practice, Helsinki University General Hospital, Helsinki, Finland
                [58 ]Folkhalsan Research Center, Helsinki, Finland
                [59 ]Division of Endocrinology, Children’s Hospital, Boston, MA, USA
                [60 ]Program in Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
                [61 ]CNRS-UMR-8199, Institute of Biology and Lille 2 University, Pasteur Institute, Lille, France
                [62 ]National Heart, Lung, and Blood Institute’s Framingham Heart Study, Framingham, MA, USA
                [63 ]Division of Endocrinology and Metabolism, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
                [64 ]Department of Clinical Sciences, Lund University, Malmo, Sweden
                [65 ]Department of Public Health and Clinical Medicine, Umea University, Umea, Sweden
                [66 ]Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
                [67 ]Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
                [68 ]Institute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Dusseldorf, Dusseldorf, Germany
                [69 ]German Center for Diabetes Research, Partner Site Dusseldorf, Germany
                [70 ]HUNT Research Center, Department of Public Health and General Practice, Norwegian University of Science and Technology, Levanger, Norway
                [71 ]Cardiovascular Genetics, BHF Laboratories, Institute Cardiovascular Sciences, UCL, London, UK
                [72 ]Program in Genetic Epidemiology and Statistical Genetics, Harvard School of Public Health, Boston, MA, USA
                [73 ]Steno Diabetes Center, Gentofte, Denmark
                [74 ]Research Centre for Prevention and Health, Capital Region of Denmark, Copenhagen, Denmark
                [75 ]Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
                [76 ]Faculty of Medicine, University of Aalborg, Aalborg, Denmark
                [77 ]Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
                [78 ]Institute of Human Genetics, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
                [79 ]Copenhagen University Hospital, Rigshospitalet, Denmark
                [80 ]Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark
                [81 ]Institute of Genetic Epidemiology, Helmholtz Zentrum Muenchen, German Research Center for Environmental Health, Neuherberg, Germany
                [82 ]BRC Genomics Core Facility, GSTT Foundation Trust, Guy’s & St Thomas’ Hospital, London
                [83 ]Institute of Human Genetics, University of Bonn, Bonn, Germany
                [84 ]Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
                [85 ]Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, D-52425 Jülich, Germany
                [86 ]Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
                [87 ]Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Neuherberg, Germany
                [88 ]DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
                [89 ]Department of Epidemiology, Murcia Regional Health Council, IMIB-Arrixaca, Murcia, Spain
                [90 ]CIBER Epidemiología y Salud Pública (CIBERESP), Spain
                [91 ]Department of Health and Social Sciences, Universidad de Murcia, Murcia, Spain
                [92 ]Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, UK
                [93 ]Cancer Research and Prevention Institute (ISPO), Florence, Italy
                [94 ]Department of Internal Medicine, Levanger Hospital, Nord-Trondelag Health Trust, Levanger, Norway
                [95 ]Department of Endocrinology and Diabetology, University Hospital Dusseldorf, Dusseldorf, Germany
                [96 ]Division of Psychiatric Genomics, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, USA
                [97 ]Boston University Data Coordinating Center, Boston, MA, USA
                [98 ]University Medical Center Utrecht, Utrecht, The Netherlands
                [99 ]Icelandic Heart Association, Kopavogur, Iceland
                [100 ]Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland
                [101 ]Department of Clinical Chemistry and Central Laboratory, University of Ulm, Ulm, Germany
                [102 ]Department of Public Health, Hjelt Institute, University of Helsinki, Helsinki, Finland
                [103 ]Department of Endocrinology, Abdominal Center, Helsinki University Hospital, Helsinki, Finland
                [104 ]Research Program for Diabetes and Obesity, University of Helsinki, Helsinki, Finland
                [105 ]Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
                [106 ]Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
                [107 ]European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Hinxton, UK
                [108 ]Division of Endocrinology, Germans Trias i Pujol University Hospital and Research Institute, Badalona, Spain
                [109 ]Josep Carreras Leukaemia Research Institute, Badalona, Spain
                [110 ]CIBER de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Barcelona, Spain
                [111 ]Department of Medicine, Imperial College London, London, UK
                [112 ]Institut d’Investigacions Biomediques August Pi i Sunyer, Centre Esther Koplowitz, Barcelona, Spain
                [113 ]The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
                [114 ]Department of Medicine, Harvard Medical School, Boston, MA, USA
                [115 ]Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
                [116 ]Diabetes Research Center, Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA
                [117 ]Human Genetics Center, University of Texas Health Science Center at Houston, Houston, TX, USA
                [118 ]Human Genome Sequencing Center at Baylor College of Medicine, Houston, TX, USA
                [119 ]Division of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN, USA
                [120 ]Netherlands Genomics Initiative, Netherlands Consortium for Healthy Ageing and Center for Medical Systems Biology, Rotterdam, The Netherlands
                [121 ]General Medicine Division, Massachusetts General Hospital, MA, USA
                [122 ]Institute of Biomedicine/Physiology, University of Eastern Finland, Kuopio, Finland
                [123 ]Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
                [124 ]Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
                [125 ]Department of Medical Sciences, Uppsala University Hospital, Uppsala, Sweden
                [126 ]Faculty of Medicine, Institute of Health Sciences, University of Oulu, Oulu, Finland
                [127 ]Unit of General Practice, Oulu University Hospital, Oulu, Finland
                [128 ]South Ostrobothnia Central Hospital, Seinajoki, Finland
                [129 ]Finnish Diabetes Association, Tampere, Finland
                [130 ]Pirkanmaa District Hospital, Tampere, Finland
                [131 ]Department of Medicine, Central Finland Central Hospital, Jyvasklya, Finland
                [132 ]Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
                [133 ]Clinic of Cardiology, West German Heart Centre, University Hospital of Essen, University Duisdurg-Essen, Essen, Germany
                [134 ]Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
                [135 ]Division of Endocrinology and Diabetes, Department of Internal Medicine, University Medical Centre Ulm, Ulm, Germany
                [136 ]Lee Kong Chian School of Medicine, Imperial College London and Nanyang Technological University, Singapore, Singapore
                [137 ]Diabetes and Obesity Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
                [138 ]Department of Genetics, University of North Carolina, Chapel Hill, NC, USA
                [139 ]Department of Medicine, Division of Endocrinology, Helsinki University Central Hospital, Helsinki, Finland
                [140 ]Minerva Foundation Institute for Medical Research, Helsinki, Finland
                [141 ]Instituto de Investigacion Sanitaria del Hospital Universario LaPaz, Madrid, Spain
                [142 ]Centre for Vascular Prevention, Danube-University Krems, Krems, Austria
                [143 ]Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia
                [144 ]Department of Community Medicine, Faculty of Health Sciences, University of Tromso, Tromso, Norway
                [145 ]William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University London, London, UK
                [146 ]Department of Statistics, University of Oxford, Oxford, UK
                [147 ]Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
                [148 ]Montreal Diabetes Research Center, Centre de Recherche du Centre Hospitalier de l’Universite de Montreal, Montreal, Canada
                [149 ]McGill University and Centre d’Innovation Génome Quebec, Montreal, Canada
                [150 ]Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
                [151 ]Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
                [152 ]Cardiovascular Research Center, Massachusettes General Hospital, Boston, MA, USA
                [153 ]University of Cambridge Metabolic Research Laboratories, Wellcome Trust-MRC Institute of Metabolic Science, Cambridge, UK
                [154 ]The National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge, UK
                [155 ]Department of Genetics, Harvard Medical School, Boston, MA, USA
                [156 ]Department of Molecular Biology, Harvard Medical School, Boston, MA, USA
                [157 ]Department of Biostatistics, University of Liverpool, Liverpool, UK
                [158 ]Department of Molecular and Clinical Pharmacology, University of Liverpool, Liverpool, UK
                Author notes
                Correspondence should be addressed to: K.J.G. ( kgaulton@ 123456gmail.com ); M.I.M. ( mark.mccarthy@ 123456drl.ox.ac.uk ); A.P.M. ( apmorris@ 123456liverpool.ac.uk )
                [159]

                A list of members and affiliations of the DIAGRAM Consortium appears in the Supplementary Note.

                [160]

                Deceased.

                [161]

                These authors contributed equally to this work.

                [162]

                These authors jointly directed this research.

                Article
                NIHMS729658
                10.1038/ng.3437
                4666734
                26551672
                6d312af6-7f67-4f09-a5d4-80510ccca4a9

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