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Abstract
Pharmaceutical drugs targeting dyslipidemia and cardiovascular disease (CVD) may increase the risk of fatty liver disease and other metabolic disorders. To identify potential novel CVD drug targets without these adverse effects, we perform genome-wide analyses of participants in the HUNT Study in Norway (n = 69,479) to search for protein-altering variants with beneficial impact on quantitative blood traits related to cardiovascular disease, but without detrimental impact on liver function. We identify 76 (11 previously unreported) presumed causal protein-altering variants associated with one or more CVD- or liver-related blood traits. Nine of the variants are predicted to result in loss-of-function of the protein. This includes ZNF529:p.K405X, which is associated with decreased low-density-lipoprotein (LDL) cholesterol (P = 1.3 × 10−8) without being associated with liver enzymes or non-fasting blood glucose. Silencing of ZNF529 in human hepatoma cells results in upregulation of LDL receptor and increased LDL uptake in the cells. This suggests that inhibition of ZNF529 or its gene product should be prioritized as a novel candidate drug target for treating dyslipidemia and associated CVD.
Drugs targeting cardiovascular disease (CVD) can have negative consequences for liver function. Here, the authors combine genome wide analyses on 69,479 individuals to identify loss-of-function variants with beneficial effects on CVD-related traits without negative impacts on liver function.
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1 University of Michigan, Department of Internal Medicine: Cardiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
2 University of Michigan, Department of Internal Medicine: Cardiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
3 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Analytic and Translational Genetics Unit, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute of Harvard and MIT, Stanley Center for Psychiatric Research, Cambridge, USA (GRID:grid.66859.34); University of Michigan, Department of Computational Medicine and Bioinformatics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
4 University of Michigan, Department of Internal Medicine: Cardiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
5 University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan School of Public Health, Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
6 Consiglio Nazionale delle Ricerche (CNR), Istituto di Ricerca Genetica e Biomedica, Cagliari, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
7 Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
8 University of Michigan, Department of Internal Medicine: Cardiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
9 University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
10 University of Michigan, Department of Human Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
11 Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); St. Olav’s Hospital, Trondheim University Hospital, Department of Dermatology, Trondheim, Norway (GRID:grid.52522.32) (ISNI:0000 0004 0627 3560)
12 University of Michigan, Department of Computational Medicine and Bioinformatics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
13 Copenhagen University Hospital Rigshospitalet, Laboratory for Molecular Cardiology, Department of Cardiology, Centre for Cardiac, Vascular, Pulmonary and Infectious Diseases, Copenhagen, Denmark (GRID:grid.475435.4); University of Copenhagen, Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
14 The Institute for Translational Genomics and Population Sciences, Department of Pediatrics and Los Angeles Biomedical Research Institute, Harbor-UCLA, Torrance, USA (GRID:grid.239844.0) (ISNI:0000 0001 0157 6501)
15 Wake Forest School of Medicine, Department of Biochemistry, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
16 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34)
17 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Cardiovascular Research Center, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
18 University of Colorado, Colorado Center for Personalized Medicine, School of Medicine, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
19 Channing Division of Network Medicine, Department of Medicine Brigham and Women’s Hospital, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294); Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
20 Larner College of Medicine, University of Vermont, Department of Pathology and Laboratory Medicine, Burlington, USA (GRID:grid.59062.38) (ISNI:0000 0004 1936 7689); Larner College of Medicine, University of Vermont, Department of Biochemistry, Burlington, USA (GRID:grid.59062.38) (ISNI:0000 0004 1936 7689)
21 Boston University School of Medicine, Department of Medicine, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558); Framingham Heart Study, Framingham, USA (GRID:grid.189504.1)
22 Framingham Heart Study, Framingham, USA (GRID:grid.189504.1); Boston University School of Public Health, Department of Biostatistics, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
23 Johns Hopkins School of Medicine, GeneSTAR Research Program, Department of Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
24 School of Public Health, University of Michigan, Department of Epidemiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
25 School of Public Health, University of Michigan, Department of Epidemiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan, Survey Research Center, Institute for Social Research, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
26 The University of Alabama at Birmingham, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187); 23andMe, Inc., Sunnyvale, USA (GRID:grid.420283.f) (ISNI:0000 0004 0626 0858)
27 The University of Alabama at Birmingham, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187)
28 Deans Office, College of Public Health, University of Kentucky, Lexington, USA (GRID:grid.266539.d) (ISNI:0000 0004 1936 8438)
29 University of Mississippi Medical Center, Department of Physiology and Biophysics, Jackson, USA (GRID:grid.410721.1) (ISNI:0000 0004 1937 0407); Jackson Heart Study, Jackson, USA (GRID:grid.410721.1)
30 Jackson Heart Study, Jackson, USA (GRID:grid.410721.1); University of Mississippi Medical Center, Department of Medicine, Jackson, USA (GRID:grid.410721.1) (ISNI:0000 0004 1937 0407)
31 University of Virginia, Center for Public Health Genomics, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
32 University of Washington, BloodWorks Northwest, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
33 Duke University Medical Center, Duke Molecular Physiology Institute, Durham, USA (GRID:grid.189509.c) (ISNI:0000000100241216); Duke University Medical Center, Department of Medicine, Durham, USA (GRID:grid.189509.c) (ISNI:0000000100241216)
34 Duke University Medical Center, Department of Medicine, Durham, USA (GRID:grid.189509.c) (ISNI:0000000100241216)
35 Baylor College of Medicine, Department of Pediatrics, Division of Hematology/Oncology, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
36 University of Texas Rio Grande Valley School of Medicine, Department of Human Genetics, Brownsville, USA (GRID:grid.449717.8) (ISNI:0000 0004 5374 269X); University of Texas Rio Grande Valley School of Medicine, South Texas Diabetes and Obesity Institute, Brownsville, USA (GRID:grid.449717.8) (ISNI:0000 0004 5374 269X)
37 Oklahoma Medical Research Foundation, Department of Genes and Human Disease, Oklahoma, USA (GRID:grid.274264.1) (ISNI:0000 0000 8527 6890)
38 Taichung Veterans General Hospital, Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung, Taiwan (GRID:grid.410764.0) (ISNI:0000 0004 0573 0731)
39 National Health Research Institutes, Institute of Population Health Sciences, Miaoli, Taiwan (GRID:grid.59784.37) (ISNI:0000000406229172)
40 Washington University School of Medicine, Division of Biostatistics, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
41 University of Pittsburgh School of Medicine, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
42 University of Illinois at Chicago, Chicago, USA (GRID:grid.185648.6) (ISNI:0000 0001 2175 0319)
43 Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
44 Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622); University of Washington, Department of Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
45 Ohio State University, Division of Endocrinology, Diabetes and Metabolism, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943)
46 Division of Pharmacogenomics University of Arizona, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
47 University of Arizona, Division of Genetics, Genomics and Precision Medicine, Department of Medicine, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
48 Medical University of Innsbruck, Institute of Genetic Epidemiology, Department of Genetics and Pharmacology, Innsbruck, Austria (GRID:grid.5361.1) (ISNI:0000 0000 8853 2677)
49 University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan School of Public Health, Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Eurac Research, Institute for Biomedicine, Bolzano, Italy (GRID:grid.214458.e)
50 University of Michigan, Department of Anesthesiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
51 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Harvard Medical School, Center for Genomic Medicine, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
52 US National Institutes of Health, Laboratory of Genetics, National Institute on Aging, Baltimore, USA (GRID:grid.94365.3d) (ISNI:0000 0001 2297 5165)
53 Consiglio Nazionale delle Ricerche (CNR), Istituto di Ricerca Genetica e Biomedica, Cagliari, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177); Università degli Studi di Sassari, Dipartimento di Scienze Biomediche, Sassari, Italy (GRID:grid.11450.31) (ISNI:0000 0001 2097 9138)
54 Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
55 Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); St. Olavs Hospital, Trondheim University Hospital, Department of Endocrinology, Trondheim, Norway (GRID:grid.52522.32) (ISNI:0000 0004 0627 3560)
56 Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Massachusetts General Hospital, Harvard Medical School, Center for Genomic Medicine, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute, Cambridge, USA (GRID:grid.66859.34)
57 University of Michigan School of Public Health, Department of Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan School of Public Health, Center for Statistical Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Regeneron Pharmaceuticals, Tarrytown, USA (GRID:grid.418961.3) (ISNI:0000 0004 0472 2713)
58 University of Michigan, Department of Internal Medicine: Cardiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); University of Michigan, Department of Computational Medicine and Bioinformatics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370); University of Michigan, Department of Human Genetics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
59 Norwegian University of Science and Technology, NTNU, K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); Norwegian University of Science and Technology, HUNT Research Centre, Department of Public Health and Nursing, Levanger, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393); Levanger Hospital, Nord-Trøndelag Hospital Trust, Levanger, Norway (GRID:grid.414625.0) (ISNI:0000 0004 0627 3093)