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Huan T, Rong J, Tanriverdi K, Meng Q, Bhattacharya A, McManus DD, Joehanes R, Assimes TL, McPherson R, Samani NJ, Erdmann J, Schunkert H, Courchesne P, Munson PJ, Johnson AD, O'Donnell CJ, Zhang B, Larson MG, Freedman JE, Levy D, Yang X. Dissecting the roles of microRNAs in coronary heart disease via integrative genomic analyses. Arterioscler Thromb Vasc Biol 2015; 35:1011-21. [PMID: 25657313 DOI: 10.1161/atvbaha.114.305176] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The roles of microRNAs (miRNAs) in coronary heart disease (CHD) have not been well characterized. This study sought to systematically characterize the complex genomic architecture of CHD by integrating whole blood miRNA and mRNA expression with genetic variation in 186 CHD cases and 186 controls. APPROACH AND RESULTS At false discovery rate <0.2, 15 miRNAs were differentially expressed between CHD cases and controls. To explore regulatory mechanisms, we integrated miRNA and mRNA expression with genome-wide genotype data to investigate miRNA and mRNA associations and relationships of genetic variation with miRNAs. We identified a large number of correlated miRNA-mRNA pairs and genetic loci that seem to regulate miRNA levels. Subsequently, we explored the relationships of these complex molecular associations with CHD status. We identified a large difference in miRNA-mRNA associations between CHD cases and controls, as demonstrated by a significantly higher proportion of inversely correlated miRNA-mRNA pairs in cases versus controls (80% versus 30%; P<1×10(-16)), suggesting a genome-wide shift in the regulatory structure of the transcriptome in CHD. The differentially coexpressed miRNA-mRNA pairs showed enrichment for CHD risk genetic variants affecting both miRNA and mRNA expression levels, implicating a putatively causal role in CHD. Furthermore, 3 miRNAs (miR-1275, miR-365a-3p, and miR-150-5p) were associated with an mRNA coexpression module that was causally linked to CHD and reflected the dysregulation of B-cell centered immune function. CONCLUSIONS Our results provide novel evidence that miRNAs are important regulators of biological processes involved in CHD via genetic control and via their tight coexpression with mRNAs.
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Affiliation(s)
- Tianxiao Huan
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Jian Rong
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Kahraman Tanriverdi
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Qingying Meng
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Anindya Bhattacharya
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - David D McManus
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Roby Joehanes
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Themistocles L Assimes
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Ruth McPherson
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Nilesh J Samani
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Jeanette Erdmann
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Heribert Schunkert
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Paul Courchesne
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Peter J Munson
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Andrew D Johnson
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Christopher J O'Donnell
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Bin Zhang
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Martin G Larson
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Jane E Freedman
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.).
| | - Daniel Levy
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
| | - Xia Yang
- From the National Heart, Lung, and Blood Institute's Framingham Heart Study, MA (T.H., R.J., P.C., A.D.J., C.J.O., D.L.); The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (T.H., R.J., P.C., D.L.); Cardiovascular Epidemiology and Human Genomics Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda, MD (A.D.J., C.J.O.); Department of Mathematics and Statistics, Boston University, MA (J.R., M.G.L.); Department of Medicine, University of Massachusetts Medical School, Worcester (K.T., D.D.M., J.E.F.); Department of Integrative Biology and Physiology, University of California, Los Angeles (Q.M., A.B., X.Y.); Mathematical and Statistical Computing Laboratory, Center for Information Technology, National Institutes of Health, Bethesda, MD (R.J., P.J.M); Department of Medicine, Harvard Medical School, Harvard University, Boston, MA (R.J.); Department of Medicine, Stanford University School of Medicine, Palo Alto, CA (T.L.A.); Departments of Medicine and Biochemistry, University of Ottawa, Ottawa, Ontario, Canada (R.M.); Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, United Kingdom (N.J.S.); National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Leicester, United Kingdom; Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany (J.E.); DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Kiel/Lübeck, Germany (J.E.); Deutsches Herzzentrum München, Technische Universität München, München, Germany (H.S.); DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany (H.S.); and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY (B.Z.)
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