It appears you don't have support to open PDFs in this web browser. To view this file, Open with your PDF reader
Abstract
Whole genome sequences (WGS) enable discovery of rare variants which may contribute to missing heritability of coronary artery disease (CAD). To measure their contribution, we apply the GREML-LDMS-I approach to WGS of 4949 cases and 17,494 controls of European ancestry from the NHLBI TOPMed program. We estimate CAD heritability at 34.3% assuming a prevalence of 8.2%. Ultra-rare (minor allele frequency ≤ 0.1%) variants with low linkage disequilibrium (LD) score contribute ~50% of the heritability. We also investigate CAD heritability enrichment using a diverse set of functional annotations: i) constraint; ii) predicted protein-altering impact; iii) cis-regulatory elements from a cell-specific chromatin atlas of the human coronary; and iv) annotation principal components representing a wide range of functional processes. We observe marked enrichment of CAD heritability for most functional annotations. These results reveal the predominant role of ultra-rare variants in low LD on the heritability of CAD. Moreover, they highlight several functional processes including cell type-specific regulatory mechanisms as key drivers of CAD genetic risk.
Whole genome sequences enable discovery of rare variants which may help to explain the heritability of common diseases. Here the authors find that ultra-rare variants explain ~50% of coronary artery disease (CAD) heritability and highlight several functional processes including cell type-specific regulatory mechanisms as key drivers of CAD genetic risk.
You have requested "on-the-fly" machine translation of selected content from our databases. This functionality is provided solely for your convenience and is in no way intended to replace human translation. Show full disclaimer
Neither ProQuest nor its licensors make any representations or warranties with respect to the translations. The translations are automatically generated "AS IS" and "AS AVAILABLE" and are not retained in our systems. PROQUEST AND ITS LICENSORS SPECIFICALLY DISCLAIM ANY AND ALL EXPRESS OR IMPLIED WARRANTIES, INCLUDING WITHOUT LIMITATION, ANY WARRANTIES FOR AVAILABILITY, ACCURACY, TIMELINESS, COMPLETENESS, NON-INFRINGMENT, MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE. Your use of the translations is subject to all use restrictions contained in your Electronic Products License Agreement and by using the translation functionality you agree to forgo any and all claims against ProQuest or its licensors for your use of the translation functionality and any output derived there from. Hide full disclaimer
Details









































1 Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Center for Genomic Data Analytics, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
2 Stanford University School of Medicine, Department of Medicine, Stanford Prevention Research Center, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956); Stanford University School of Medicine, Department of Medicine, Division of Cardiovascular Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
3 University of Virginia, Center for Public Health Genomics, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
4 The University of Texas Health Science Center at Houston, Department of Epidemiology, Human Genetics, and Environmental Sciences, Human Genetics Center, School of Public Health, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
5 University of Michigan, Department of Epidemiology, School of Public Health, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000 0004 1936 7347)
6 Stanford University School of Medicine, Department of Medicine, Division of Cardiovascular Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
7 Washington University School of Medicine, Department of Medicine, Division of Cardiology, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002); Washington University School of Medicine, McDonnell Genome Institute, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
8 Washington University School of Medicine, Department of Medicine, Division of Cardiology, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002); Washington University School of Medicine, McDonnell Genome Institute, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002); Washington University School of Medicine, Department of Genetics, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
9 The University of Texas Health Science Center at Houston, Human Genetics Center, School of Public Health, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
10 University of Washington, Department of Biostatistics, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
11 University of Kentucky, College of Public Health, Lexington, USA (GRID:grid.266539.d) (ISNI:0000 0004 1936 8438)
12 Johns Hopkins University School of Medicine, GeneSTAR Research Program, Department of Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
13 University of Washington, Department of Medicine, Cardiovascular Health Research Unit, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
14 The University of Texas Health Science Center at Houston, Department of Epidemiology, Human Genetics, and Environmental Sciences, Human Genetics Center, School of Public Health, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401); Baylor College of Medicine, Human Genome Sequencing Center, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
15 Wake Forest University School of Medicine, Department of Biochemistry, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
16 University of Mississippi Medical Center, Department of Medicine, Jackson, USA (GRID:grid.410721.1) (ISNI:0000 0004 1937 0407)
17 Massachusetts General Hospital, Cardiovascular Research Center, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); The Broad Institute of MIT and Harvard, Cardiovascular Disease Initiative, Boston, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Massachusetts General Hospital, Demoulas Center for Cardiac Arrhythmias, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
18 University of North Carolina, Department of Epidemiology, Gillings School of Global Public Health, Chapel Hill, USA (GRID:grid.10698.36) (ISNI:0000 0001 2248 3208)
19 Wake Forest University School of Medicine, Department of Internal Medicine, Section on Nephrology, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
20 and Blood Institute and Boston University’s Framingham Heart Study, National Heart, Lung, Framingham, USA (GRID:grid.510954.c) (ISNI:0000 0004 0444 3861); Boston University Chobanian & Avedisian School of Medicine, Department of Neurology, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
21 Northwestern University Feinberg School of Medicine, Department of Preventive Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
22 The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, Torrance, USA (GRID:grid.279946.7) (ISNI:0000 0004 0521 0744)
23 Icahn School of Medicine at Mount Sinai, Department of Genetics and Genomic Sciences, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Institute for Genomic Health, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Department of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
24 Fred Hutchinson Cancer Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
25 Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); University of Copenhagen, Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
26 Harvard Pilgrim Health Care, Department of Population Medicine, Boston, USA (GRID:grid.67104.34) (ISNI:0000 0004 0415 0102)
27 Harvard Medical School, Department of Medicine, Brigham and Women’s Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
28 George Washington University, School of Medicine and Health Sciences, Washington, USA (GRID:grid.253615.6) (ISNI:0000 0004 1936 9510)
29 University of Maryland School of Medicine, Department of Medicine, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264)
30 Umm Al-Qura University, Department of Pathology, School of Medicine, Mecca, Saudi Arabia (GRID:grid.412832.e) (ISNI:0000 0000 9137 6644)
31 Johns Hopkins University School of Medicine, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
32 Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
33 University of Washington, Department of Medicine, Cardiovascular Health Research Unit, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657); University of Washington, Department of Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657); University of Washington, Department of Health Systems and Population Health, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
34 University of North Carolina at Chapel Hill, Department of Genetics, Chapel Hill, USA (GRID:grid.10698.36) (ISNI:0000 0001 2248 3208)
35 National Jewish Health, Department of Medicine, Division of Rheumatology, Denver, USA (GRID:grid.240341.0) (ISNI:0000 0004 0396 0728)
36 University of Michigan, Department of Epidemiology, School of Public Health, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000 0004 1936 7347); University of Michigan, Survey Research Center, Institute for Social Research, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000 0004 1936 7347)
37 University of Colorado Anschutz Medical Campus, Department of Epidemiology, Colorado School of Public Health, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
38 University of Mississippi, Jackson, USA (GRID:grid.251313.7) (ISNI:0000 0001 2169 2489)
39 Medical College of Wisconsin, Milwaukee, USA (GRID:grid.30760.32) (ISNI:0000 0001 2111 8460)
40 The Emmes Corporation, LTRC, Rockville, USA (GRID:grid.280434.9) (ISNI:0000 0004 0459 5494)
41 Washington State University, Pullman, USA (GRID:grid.30064.31) (ISNI:0000 0001 2157 6568)
42 The Broad Institute of MIT and Harvard, Cardiovascular Disease Initiative, Boston, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
43 National Taiwan University, National Taiwan University Hospital, Taipei, China (GRID:grid.19188.39) (ISNI:0000 0004 0546 0241)
44 National Health Research Institute Taiwan, Miaoli County, China (GRID:grid.59784.37) (ISNI:0000000406229172)
45 University of California Los Angeles, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0001 2167 8097)
46 University of Chicago, Chicago, USA (GRID:grid.170205.1) (ISNI:0000 0004 1936 7822)
47 Washington University School of Medicine, Department of Medicine, Division of Cardiology, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
48 University of Cincinnati, Cincinnati, USA (GRID:grid.24827.3b) (ISNI:0000 0001 2179 9593)
49 University of North Carolina, Chapel Hill, USA (GRID:grid.410711.2) (ISNI:0000 0001 1034 1720)
50 Brown University, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094)
51 Harvard University, Channing Division of Network Medicine, Cambridge, USA (GRID:grid.38142.3c) (ISNI:0000 0004 1936 754X)
52 University of Colorado at Denver, Denver, USA (GRID:grid.241116.1) (ISNI:0000 0001 0790 3411)
53 Fred Hutchinson Cancer Research Center, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
54 Brigham & Women’s Hospital, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
55 National Health Research Institute Taiwan, Institute of Population Health Sciences, Miaoli County, China (GRID:grid.59784.37) (ISNI:0000000406229172)
56 Tri-Service General Hospital National Defense Medical Center, Taipei, China (GRID:grid.260565.2) (ISNI:0000 0004 0634 0356)
57 Blood Works Northwest, Seattle, USA (GRID:grid.260565.2)
58 Taichung Veterans General Hospital Taiwan, Taichung City, China (GRID:grid.410764.0) (ISNI:0000 0004 0573 0731)
59 Oklahoma State University Medical Center, Division of Endocrinology, Diabetes and Metabolism, Columbus, USA (GRID:grid.475558.e) (ISNI:0000 0004 0448 1278)
60 University of Washington, Department of Medicine, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
61 Harvard University, Harvard School of Public Health, Boston, USA (GRID:grid.38142.3c) (ISNI:0000 0004 1936 754X)
62 Stanford University, Cardiovascular Institute, Stanford, USA (GRID:grid.168010.e) (ISNI:0000 0004 1936 8956)
63 Johns Hopkins University, Department of Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
64 Government of Samoa, Ministry of Health, Apia, Samoa (GRID:grid.21107.35)
65 University of Buffalo, Buffalo, USA (GRID:grid.273335.3) (ISNI:0000 0004 1936 9887)
66 RTI International, Biostatistics and Epidemiology Division, Research Triangle Park, USA (GRID:grid.62562.35) (ISNI:0000 0001 0030 1493)
67 Emory University, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0004 1936 7398)
68 Lutia I Puava Ae Mapu I Fagalele, Apia, Samoa (GRID:grid.241116.1)
69 Universidade de Sao Paulo, Faculdade de Medicina, Sao Paulo, Brazil (GRID:grid.11899.38) (ISNI:0000 0004 1937 0722)
70 The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, The Institute for Translational Genomics and Population Sciences, Torrance, USA (GRID:grid.279946.7) (ISNI:0000 0004 0521 0744)
71 Washington University School of Medicine, Saint Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
72 University of Pittsburgh, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
73 UMass Memorial Medical Center, Worcester, USA (GRID:grid.416999.a) (ISNI:0000 0004 0591 6261)
74 Albert Einstein College of Medicine, New York, USA (GRID:grid.251993.5) (ISNI:0000 0001 2179 1997)
75 Wake Forest Baptist Health, Winston-Salem, USA (GRID:grid.412860.9) (ISNI:0000 0004 0459 1231)
76 Stanford University School of Medicine, Department of Genetics, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
77 University of Washington, Seattle, USA (GRID:grid.34477.33) (ISNI:0000 0001 2298 6657)
78 University of Alabama, Department of Biostatistics, Birmingham, USA (GRID:grid.411015.0) (ISNI:0000 0001 0727 7545)
79 University of Iowa, Iowa City, USA (GRID:grid.214572.7) (ISNI:0000 0004 1936 8294)
80 Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
81 National Jewish Health, Denver, USA (GRID:grid.240341.0) (ISNI:0000 0004 0396 0728)
82 VA Palo Alto Health Care System, Palo Alto, USA (GRID:grid.280747.e) (ISNI:0000 0004 0419 2556)
83 Stanford University School of Medicine, Department of Medicine, Division of Cardiovascular Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956); VA Palo Alto Health Care System, Palo Alto, USA (GRID:grid.280747.e) (ISNI:0000 0004 0419 2556); Gladstone Institutes, Gladstone Institute of Data Science and Biotechnology, San Francisco, USA (GRID:grid.249878.8) (ISNI:0000 0004 0572 7110); University of California San Francisco, Department of Epidemiology and Biostatistics, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
84 and Blood Institute and Boston University’s Framingham Heart Study, National Heart, Lung, Framingham, USA (GRID:grid.510954.c) (ISNI:0000 0004 0444 3861); Boston University School of Medicine, Department of Medicine, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558); University of Texas, School of Public Health, San Antonio, USA (GRID:grid.215352.2) (ISNI:0000 0001 2184 5633)
85 University of Virginia, Center for Public Health Genomics, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X); University of Virginia, Department of Biochemistry and Molecular Genetics, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X); University of Virginia, Department of Public Health Sciences, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
86 Stanford University School of Medicine, Department of Medicine, Division of Cardiovascular Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956); VA Palo Alto Health Care System, Palo Alto, USA (GRID:grid.280747.e) (ISNI:0000 0004 0419 2556); Stanford University School of Medicine, Department of Epidemiology and Population Health, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)