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Abstract
Blood lipids are heritable modifiable causal factors for coronary artery disease. Despite well-described monogenic and polygenic bases of dyslipidemia, limitations remain in discovery of lipid-associated alleles using whole genome sequencing (WGS), partly due to limited sample sizes, ancestral diversity, and interpretation of clinical significance. Among 66,329 ancestrally diverse (56% non-European) participants, we associate 428M variants from deep-coverage WGS with lipid levels; ~400M variants were not assessed in prior lipids genetic analyses. We find multiple lipid-related genes strongly associated with blood lipids through analysis of common and rare coding variants. We discover several associated rare non-coding variants, largely at Mendelian lipid genes. Notably, we observe rare LDLR intronic variants associated with markedly increased LDL-C, similar to rare LDLR exonic variants. In conclusion, we conducted a systematic whole genome scan for blood lipids expanding the alleles linked to lipids for multiple ancestries and characterize a clinically-relevant rare non-coding variant model for lipids.
Although the common genetic variants contributing to blood lipid levels have been studied, the contribution of rare variants is less understood. Here, the authors perform a rare coding and noncoding variant association study of blood lipid levels using whole genome sequencing data.
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; Li, Xihao 2
; Li, Zilin 2
; Pampana, Akhil 3
; Zhang, David Y. 4
; Park, Joseph 4
; Aslibekyan, Stella 5 ; Bis, Joshua C. 6
; Brody, Jennifer A. 6
; Cade, Brian E. 7
; Chuang, Lee-Ming 8
; Chung, Ren-Hua 9
; Curran, Joanne E. 10
; de las Fuentes, Lisa 11
; de Vries, Paul S. 12 ; Duggirala, Ravindranath 10 ; Freedman, Barry I. 13
; Graff, Mariaelisa 14
; Guo, Xiuqing 15
; Heard-Costa, Nancy 16
; Hidalgo, Bertha 5 ; Hwu, Chii-Min 17
; Irvin, Marguerite R. 5 ; Kelly, Tanika N. 18 ; Kral, Brian G. 19
; Lange, Leslie 20 ; Li, Xiaohui 15 ; Lisa, Martin 21
; Lubitz, Steven A. 22
; Manichaikul, Ani W. 23 ; Michael, Preuss 24
; Montasser, May E. 25
; Morrison, Alanna C. 12
; Naseri, Take 26 ; O’Connell, Jeffrey R. 25 ; Palmer, Nicholette D. 27
; Peyser, Patricia A. 28
; Reupena, Muagututia S. 29 ; Smith, Jennifer A. 28
; Sun, Xiao 30
; Taylor, Kent D. 15 ; Tracy, Russell P. 31 ; Tsai, Michael Y. 32 ; Wang, Zhe 24
; Wang, Yuxuan 33
; Bao, Wei 34 ; Wilkins, John T. 35 ; Yanek, Lisa R. 19
; Zhao, Wei 28
; Arnett, Donna K. 36
; Blangero, John 10
; Boerwinkle, Eric 12 ; Bowden, Donald W. 27 ; Chen, Yii-Der Ida 37 ; Correa, Adolfo 38 ; Cupples, L. Adrienne 33
; Dutcher, Susan K. 39
; Ellinor, Patrick T. 22
; Fornage, Myriam 40
; Gabriel, Stacey 41 ; Germer, Soren 42
; Gibbs, Richard 43 ; He, Jiang 18 ; Kaplan, Robert C. 44 ; Kardia, Sharon L. R. 28 ; Kim, Ryan 45 ; Kooperberg, Charles 46
; Loos, Ruth J. F. 47
; Viaud-Martinez, Karine A 48 ; Mathias, Rasika A. 19
; McGarvey, Stephen T. 49
; Mitchell, Braxton D. 50 ; Nickerson, Deborah 51 ; North, Kari E. 14
; Psaty, Bruce M. 52
; Redline, Susan 7 ; Reiner, Alexander P. 53
; Vasan, Ramachandran S. 54
; Rich, Stephen S. 23
; Willer, Cristen 55
; Rotter, Jerome I. 15 ; Rader, Daniel J. 56
; Lin, Xihong 57
; Abe, Namiko 42 ; Abecasis, Gonçalo 58 ; Aguet, Francois 41 ; Albert, Christine 59 ; Almasy, Laura 60 ; Alonso, Alvaro 61 ; Ament, Seth 62 ; Anderson, Peter 63 ; Anugu, Pramod 64 ; Applebaum-Bowden, Deborah 65 ; Ardlie, Kristin 41 ; Arking, Dan 66 ; Ashley-Koch, Allison 67 ; Assimes, Tim 68 ; Auer, Paul 69 ; Avramopoulos, Dimitrios 66 ; Ayas, Najib 70 ; Balasubramanian, Adithya 43 ; Barnard, John 71 ; Barnes, Kathleen 72 ; Barr, R. Graham 73 ; Barron-Casella, Emily 66 ; Barwick, Lucas 74 ; Beaty, Terri 66 ; Beck, Gerald 75 ; Becker, Diane 76 ; Becker, Lewis 66 ; Beer, Rebecca 77 ; Beitelshees, Amber 62 ; Benjamin, Emelia 78 ; Benos, Takis 79 ; Bezerra, Marcos 80 ; Bielak, Larry 58 ; Blackwell, Thomas 58 ; Bowler, Russell 81 ; Broeckel, Ulrich 82 ; Broome, Jai 63 ; Brown, Deborah 83 ; Bunting, Karen 42 ; Burchard, Esteban 84 ; Bustamante, Carlos 85 ; Buth, Erin 86 ; Cardwell, Jonathan 87 ; Carey, Vincent 88 ; Carrier, Julie 89 ; Carty, Cara 90 ; Casaburi, Richard 91 ; Romero, Juan P. Casas 88 ; Casella, James 66 ; Castaldi, Peter 92 ; Chaffin, Mark 41 ; Chang, Christy 62 ; Chang, Yi-Cheng 93 ; Chasman, Daniel 94 ; Chavan, Sameer 87 ; Chen, Bo-Juen 42 ; Chen, Wei-Min 95 ; Cho, Michael 88 ; Choi, Seung Hoan 41 ; Chung, Mina 96 ; Clish, Clary 97 ; Comhair, Suzy 98 ; Conomos, Matthew 86 ; Cornell, Elaine 99 ; Crandall, Carolyn 91 ; Crapo, James 100 ; Curtis, Jeffrey 58 ; Custer, Brian 101 ; Damcott, Coleen 62 ; Darbar, Dawood 102 ; David, Sean 103 ; Davis, Colleen 63 ; Daya, Michelle 87 ; de Andrade, Mariza 104 ; DeBaun, Michael 105 ; Deka, Ranjan 106 ; DeMeo, Dawn 88 ; Devine, Scott 62 ; Dinh, Huyen 43 ; Doddapaneni, Harsha 43 ; Duan, Qing 107 ; Dugan-Perez, Shannon 43 ; Duggirala, Ravi 108 ; Durda, Jon Peter 99 ; Eaton, Charles 109 ; Ekunwe, Lynette 64 ; Boueiz, Adel El 110 ; Emery, Leslie 63 ; Erzurum, Serpil 71 ; Farber, Charles 95 ; Farek, Jesse 43 ; Fingerlin, Tasha 111 ; Flickinger, Matthew 58 ; Franceschini, Nora 112 ; Frazar, Chris 63 ; Fu, Mao 62 ; Fullerton, Stephanie M. 63 ; Fulton, Lucinda 113 ; Gan, Weiniu 77 ; Gao, Shanshan 87 ; Gao, Yan 64 ; Gass, Margery 114 ; Geiger, Heather 115 ; Gelb, Bruce 116 ; Geraci, Mark 79 ; Gerszten, Robert 117 ; Ghosh, Auyon 88 ; Gignoux, Chris 68 ; Gladwin, Mark 79 ; Glahn, David 118 ; Gogarten, Stephanie 63 ; Gong, Da-Wei 62 ; Goring, Harald 119 ; Graw, Sharon 72 ; Gray, Kathryn J. 120 ; Grine, Daniel 87 ; Gross, Colin 58 ; Gu, C. Charles 113 ; Guan, Yue 62 ; Gupta, Namrata 41 ; Haas, David M. 121 ; Haessler, Jeff 114 ; Hall, Michael 122 ; Han, Yi 43 ; Hanly, Patrick 123 ; Harris, Daniel 124 ; Hawley, Nicola L. 125 ; Heavner, Ben 86 ; Heckbert, Susan 126 ; Hernandez, Ryan 84 ; Herrington, David 127 ; Hersh, Craig 128 ; Hixson, James 129 ; Hobbs, Brian 88 ; Hokanson, John 87 ; Hong, Elliott 62 ; Hoth, Karin 130 ; Hsiung, Chao Agnes 131 ; Hu, Jianhong 43 ; Hung, Yi-Jen 132 ; Huston, Haley 133 ; Hwu, Chii Min 134 ; Jackson, Rebecca 135 ; Jain, Deepti 63 ; Jaquish, Cashell 77 ; Johnsen, Jill 136 ; Johnson, Andrew 77 ; Johnson, Craig 63 ; Johnston, Rich 61 ; Jones, Kimberly 66 ; Kang, Hyun Min 137 ; Kelly, Shannon 84 ; Kenny, Eimear 116 ; Kessler, Michael 62 ; Khan, Alyna 63 ; Khan, Ziad 43 ; Kim, Wonji 138 ; Kimoff, John 139 ; Kinney, Greg 140 ; Konkle, Barbara 141 ; Kramer, Holly 142 ; Lange, Christoph 143 ; Lange, Ethan 87 ; Laurie, Cathy 63 ; Laurie, Cecelia 63 ; LeBoff, Meryl 88 ; Lee, Jiwon 88 ; Lee, Sandra 43 ; Lee, Wen-Jane 134 ; LeFaive, Jonathon 58 ; Levine, David 63 ; Levy, Dan 77 ; Lewis, Joshua 62 ; Li, Yun 107 ; Lin, Henry 144 ; Lin, Honghuang 145 ; Liu, Simin 146 ; Liu, Yongmei 147 ; Liu, Yu 148 ; Lunetta, Kathryn 145 ; Luo, James 77 ; Magalang, Ulysses 149 ; Mahaney, Michael 150 ; Make, Barry 66 ; Manning, Alisa 151 ; Manson, JoAnn 88 ; Martin, Lisa 152 ; Marton, Melissa 115 ; Mathai, Susan 87 ; May, Susanne 86 ; McArdle, Patrick 62 ; McDonald, Merry-Lynn 153 ; McFarland, Sean 138 ; McGoldrick, Daniel 154 ; McHugh, Caitlin 86 ; McNeil, Becky 155 ; Mei, Hao 64 ; Meigs, James 156 ; Menon, Vipin 43 ; Mestroni, Luisa 72 ; Metcalf, Ginger 43 ; Meyers, Deborah A. 157 ; Mignot, Emmanuel 158 ; Mikulla, Julie 77 ; Min, Nancy 64 ; Minear, Mollie 159 ; Minster, Ryan L. 79 ; Moll, Matt 92 ; Momin, Zeineen 43 ; Montgomery, Courtney 160 ; Muzny, Donna 43 ; Mychaleckyj, Josyf C. 95 ; Nadkarni, Girish 116 ; Naik, Rakhi 66 ; Nekhai, Sergei 161 ; Nelson, Sarah C. 86 ; Neltner, Bonnie 87 ; Nessner, Caitlin 43 ; Nkechinyere, Osuji 43 ; O’Connell, Jeff 162 ; O’Connor, Tim 62 ; Ochs-Balcom, Heather 163 ; Okwuonu, Geoffrey 43 ; Pack, Allan 164 ; Paik, David T. 165 ; Pankow, James 166 ; Papanicolaou, George 77 ; Parker, Cora 167 ; Peralta, Juan Manuel 108 ; Perez, Marco 68 ; Perry, James 62 ; Peters, Ulrike 168 ; Phillips, Lawrence S. 61 ; Pleiness, Jacob 58 ; Pollin, Toni 62 ; Post, Wendy 169 ; Becker, Julia Powers 170 ; Boorgula, Meher Preethi 87 ; Preuss, Michael 116 ; Qasba, Pankaj 77 ; Qiao, Dandi 88 ; Qin, Zhaohui 61 ; Rafaels, Nicholas 87 ; Raffield, Laura 171 ; Rajendran, Mahitha 43 ; Rao, D. C. 113 ; Rasmussen-Torvik, Laura 172 ; Ratan, Aakrosh 95 ; Reed, Robert 62 ; Reeves, Catherine 173 ; Regan, Elizabeth 100 ; Reiner, Alex 174 ; Rice, Ken 63 ; Robillard, Rebecca 175 ; Robine, Nicolas 115 ; Roden, Dan 176 ; Roselli, Carolina 41 ; Ruczinski, Ingo 66 ; Runnels, Alexi 115 ; Russell, Pamela 87 ; Ruuska, Sarah 177 ; Ryan, Kathleen 62 ; Sabino, Ester Cerdeira 178 ; Saleheen, Danish 73 ; Salimi, Shabnam 62 ; Salvi, Sejal 43 ; Salzberg, Steven 66 ; Sandow, Kevin 179 ; Sankaran, Vijay G. 180 ; Santibanez, Jireh 43 ; Schwander, Karen 113 ; Schwartz, David 87 ; Sciurba, Frank 79 ; Seidman, Christine 181 ; Seidman, Jonathan 182 ; Sériès, Frédéric 183 ; Sheehan, Vivien 184 ; Sherman, Stephanie L. 185 ; Shetty, Amol 62 ; Shetty, Aniket 87 ; Sheu, Wayne Hui-Heng 134 ; Shoemaker, M. Benjamin 186 ; Silver, Brian 187 ; Silverman, Edwin 88 ; Skomro, Robert 188 ; Smith, Albert Vernon 58 ; Smith, Josh 63 ; Smith, Nicholas 126 ; Smith, Tanja 42 ; Smoller, Sylvia 189 ; Snively, Beverly 190 ; Snyder, Michael 68 ; Sofer, Tamar 88 ; Sotoodehnia, Nona 63 ; Stilp, Adrienne M. 63 ; Storm, Garrett 191 ; Streeten, Elizabeth 62 ; Su, Jessica Lasky 88 ; Sung, Yun Ju 113 ; Sylvia, Jody 88 ; Szpiro, Adam 63 ; Taliun, Daniel 58 ; Tang, Hua 192 ; Taub, Margaret 66 ; Taylor, Matthew 72 ; Taylor, Simeon 62 ; Telen, Marilyn 67 ; Thornton, Timothy A. 63 ; Threlkeld, Machiko 193 ; Tinker, Lesley 114 ; Tirschwell, David 63 ; Tishkoff, Sarah 194 ; Tiwari, Hemant 195 ; Tong, Catherine 196 ; Vaidya, Dhananjay 66 ; Berg, David Van Den 197 ; VandeHaar, Peter 58 ; Vrieze, Scott 166 ; Walker, Tarik 87 ; Wallace, Robert 130 ; Walts, Avram 87 ; Wang, Fei Fei 63 ; Wang, Heming 198 ; Wang, Jiongming 58 ; Watson, Karol 91 ; Watt, Jennifer 43 ; Weeks, Daniel E. 79 ; Weinstock, Joshua 137 ; Weir, Bruce 63 ; Weiss, Scott T. 199 ; Weng, Lu-Chen 200 ; Wessel, Jennifer 201 ; Williams, Kayleen 86 ; Williams, L. Keoki 202 ; Wilson, Carla 88 ; Wilson, James 203 ; Winterkorn, Lara 115 ; Wong, Quenna 63 ; Wu, Joseph 165 ; Xu, Huichun 62 ; Yang, Ivana 87 ; Yu, Ketian 58 ; Zekavat, Seyedeh Maryam 41 ; Zhang, Yingze 204 ; Zhao, Snow Xueyan 100 ; Zhu, Xiaofeng 205 ; Zody, Michael 42 ; Zoellner, Sebastian 58 ; Peloso, Gina M. 33
; Natarajan, Pradeep 1
1 Massachusetts General Hospital, Cardiovascular Research Center, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Harvard Medical School, Department of Medicine, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
2 Harvard T.H. Chan School of Public Health, Department of Biostatistics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
3 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
4 University of Pennsylvania, Department of Genetics, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Medicine, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
5 University of Alabama at Birmingham School of Public Health, Department of Epidemiology, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187)
6 University of Washington, Cardiovascular Health Research Unit, Department of Medicine, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
7 Harvard Medical School, Department of Medicine, Brigham and Women’s Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
8 National Taiwan University Hospital, Department of Internal Medicine, Taipei, Taiwan (GRID:grid.412094.a) (ISNI:0000 0004 0572 7815)
9 National Health Research Institutes, Institute of Population Health Sciences, Zhunan, Taiwan (GRID:grid.59784.37) (ISNI:0000000406229172)
10 University of Texas Rio Grande Valley School of Medicine, Department of Human Genetics and South Texas Diabetes and Obesity Institute, Brownsville, USA (GRID:grid.449717.8) (ISNI:0000 0004 5374 269X)
11 Washington University School of Medicine, Department of Medicine, Cardiovascular Division, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002); Washington University School of Medicine, Division of Biostatistics, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
12 The University of Texas Health Science Center at Houston, Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
13 Wake Forest School of Medicine, Department of Internal Medicine, Section on Nephrology, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
14 UNC Chapel Hill, Department of Epidemiology, Chapel Hill, USA (GRID:grid.10698.36) (ISNI:0000000122483208)
15 The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Torrance, USA (GRID:grid.513199.6)
16 Boston university School of Medicine, Department of Neurology, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
17 Taipei Veterans General Hospital, Section of Endocrinology and Metabolism, Department of Medicine, Taipei, Taiwan (GRID:grid.278247.c) (ISNI:0000 0004 0604 5314)
18 Tulane University School of Public Health and Tropical Medicine, Department of Epidemiology, New Orleans, USA (GRID:grid.265219.b) (ISNI:0000 0001 2217 8588); Tulane University Translational Science Institute, New Orleans, USA (GRID:grid.265219.b) (ISNI:0000 0001 2217 8588)
19 Johns Hopkins University School of Medicine, Department of Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
20 University of Colorado Anschutz Medical Campus, Division of Biomedical Informatics and Personalized Medicine, Department of Medicine, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
21 George Washington University, Department of Medicine, Washingron, USA (GRID:grid.253615.6) (ISNI:0000 0004 1936 9510)
22 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, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
23 University of Virginia, Department of Public Health Sciences, Center for Public Health Genomics, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
24 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)
25 University of Maryland School of Medicine, Department of Medicine, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264)
26 Government of Samoa, Ministry of Health, Samoa, USA (GRID:grid.267308.8)
27 Wake Forest School of Medicine, Department of Biochemistry, Winston-Salem, USA (GRID:grid.241167.7) (ISNI:0000 0001 2185 3318)
28 University of Michigan, Department of Epidemiology, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
29 Lutia i Puava ae Mapu i Fagalele, Apia, Samoa (GRID:grid.214458.e)
30 Tulane University School of Public Health and Tropical Medicine, Department of Epidemiology, New Orleans, USA (GRID:grid.265219.b) (ISNI:0000 0001 2217 8588)
31 Larner College of Medicine at the University of Vermont, Departments of Pathology & Laboratory Medicine and Biochemistry, Colchester, USA (GRID:grid.59062.38) (ISNI:0000 0004 1936 7689)
32 University of Minneosta, Department of Laboratory Medicine and Pathology, Minneapolis, USA (GRID:grid.59062.38)
33 Boston University School of Public Health, Department of Biostatistics, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
34 University of Science and Technology of China, Institute of Public Health, Division of Life Sciences and Medicine, Hefei, China (GRID:grid.59053.3a) (ISNI:0000000121679639)
35 Northwestern University Feinberg School of Medicine, Department of Medicine (Cardiology) and Department of Preventive Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
36 University of Kentucky College of Public Health, Dean’s Office, Lexington, USA (GRID:grid.266539.d) (ISNI:0000 0004 1936 8438)
37 Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, USA (GRID:grid.513199.6)
38 University of Mississippi Medical Center, Department of Population Health Science, Jackson, USA (GRID:grid.410721.1) (ISNI:0000 0004 1937 0407)
39 Washington University School of Medicine, The McDonnell Genome Institute, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
40 The University of Texas Health Science Center at Houston, Brown Foundation Institute of Molecular Medicine, McGovern Medical School, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
41 Broad Institute, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
42 New York Genome Center, New York, USA (GRID:grid.429884.b) (ISNI:0000 0004 1791 0895)
43 Baylor College of Medicine Human Genome Sequencing Center, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
44 Albert Einstein College of Medicine, Department of Epidemiology and Population Health, Bronx, USA (GRID:grid.251993.5) (ISNI:0000000121791997); Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
45 Psomagen, Inc. (formerly Macrogen USA), Rockville, USA (GRID:grid.214458.e)
46 Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
47 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, NNF Center for Basic Metabolic Research, Cophenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
48 Illumina. Inc, Illumina Laboratory Services, San Diego, USA (GRID:grid.185669.5) (ISNI:0000 0004 0507 3954)
49 Brown University, Department of Epidemiology, International Health Institute, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094)
50 University of Maryland School of Medicine, Department of Medicine, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264); Baltimore Veterans Administration Medical Center, Geriatrics Research and Education Clinical Center, Baltimore, USA (GRID:grid.280711.d) (ISNI:0000 0004 0419 6661)
51 University of Washington, Department of Genome Sciences, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
52 University of Washington, Cardiovascular Health Research Unit, Department of Medicine, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); University of Washington, Department of Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); University of Washington, Department of Health Systems and Population Health, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
53 University of Washington, Department of Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657); Fred Hutchinson Cancer Research Center, Division of Public Health Sciences, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
54 Boston University School of Medicine, Sections of Preventive medicine and Epidemiology, Cardiovascular medicine, Department of Medicine, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558); Boston University School of Public Health, Department of Epidemiology, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558); Framingham Heart Study, Framingham, USA (GRID:grid.510954.c) (ISNI:0000 0004 0444 3861)
55 University of Michigan, Internal Medicine, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
56 University of Pennsylvania, Department of Genetics, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Department of Medicine, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972); University of Pennsylvania, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
57 Broad Institute of Harvard and MIT, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Harvard T.H. Chan School of Public Health, Department of Biostatistics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Harvard University, Department of Statistics, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
58 University of Michigan, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
59 Cedars Sinai, Boston, USA (GRID:grid.66859.34)
60 University of Pennsylvania, Children’s Hospital of Philadelphia, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
61 Emory University, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
62 University of Maryland, Baltimore, USA (GRID:grid.411024.2) (ISNI:0000 0001 2175 4264)
63 University of Washington, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
64 University of Mississippi, Jackson, USA (GRID:grid.251313.7) (ISNI:0000 0001 2169 2489)
65 National Institutes of Health, Bethesda, USA (GRID:grid.94365.3d) (ISNI:0000 0001 2297 5165)
66 Johns Hopkins University, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
67 Duke University, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961)
68 Stanford University, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
69 University of Wisconsin Milwaukee, Milwaukee, USA (GRID:grid.267468.9) (ISNI:0000 0001 0695 7223)
70 Providence Health Care, Medicine, Vancouver, USA (GRID:grid.21107.35)
71 Cleveland Clinic, Cleveland, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725)
72 University of Colorado Anschutz Medical Campus, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
73 Columbia University, New York, USA (GRID:grid.21729.3f) (ISNI:0000000419368729)
74 The Emmes Corporation, LTRC, Rockville, USA (GRID:grid.280434.9) (ISNI:0000 0004 0459 5494)
75 Cleveland Clinic, Quantitative Health Sciences, Cleveland, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725)
76 Johns Hopkins University, Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
77 National Institutes of Health, National Heart, Lung, and Blood Institute, Bethesda, USA (GRID:grid.94365.3d) (ISNI:0000 0001 2297 5165)
78 Boston University School of Medicine, Boston University, Massachusetts General Hospital, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
79 University of Pittsburgh, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
80 Fundação de Hematologia e Hemoterapia de Pernambuco - Hemope, Recife, Brazil (GRID:grid.21925.3d)
81 National Jewish Health, National Jewish Health, Denver, USA (GRID:grid.240341.0) (ISNI:0000 0004 0396 0728)
82 Medical College of Wisconsin, Milwaukee, USA (GRID:grid.30760.32) (ISNI:0000 0001 2111 8460)
83 University of Texas Health at Houston, Pediatrics, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
84 University of California, San Francisco, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
85 Stanford University, Biomedical Data Science, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
86 University of Washington, Biostatistics, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
87 University of Colorado at Denver, Denver, USA (GRID:grid.241116.1) (ISNI:0000000107903411)
88 Brigham & Women’s Hospital, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
89 University of Montreal, Quebec, Canada (GRID:grid.14848.31) (ISNI:0000 0001 2292 3357)
90 Washington State University, Pullman, USA (GRID:grid.30064.31) (ISNI:0000 0001 2157 6568)
91 University of California, Los Angeles, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718)
92 Brigham & Women’s Hospital, Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
93 National Taiwan University, Taipei, Taiwan (GRID:grid.19188.39) (ISNI:0000 0004 0546 0241)
94 Brigham & Women’s Hospital, Division of Preventive Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
95 University of Virginia, Charlottesville, USA (GRID:grid.27755.32) (ISNI:0000 0000 9136 933X)
96 Cleveland Clinic, Cleveland Clinic, Cleveland, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725)
97 Broad Institute, Metabolomics Platform, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623)
98 Cleveland Clinic, Immunity and Immunology, Cleveland, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725)
99 University of Vermont, Burlington, USA (GRID:grid.59062.38) (ISNI:0000 0004 1936 7689)
100 National Jewish Health, Denver, USA (GRID:grid.240341.0) (ISNI:0000 0004 0396 0728)
101 Vitalant Research Institute, San Francisco, USA (GRID:grid.418404.d) (ISNI:0000 0004 0395 5996)
102 University of Illinois at Chicago, Chicago, USA (GRID:grid.185648.6) (ISNI:0000 0001 2175 0319)
103 University of Chicago, Chicago, USA (GRID:grid.170205.1) (ISNI:0000 0004 1936 7822)
104 Mayo Clinic, Health Quantitative Sciences Research, Rochester, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X)
105 Vanderbilt University, Nashville, USA (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
106 University of Cincinnati, Cincinnati, Ohio, USA (GRID:grid.24827.3b) (ISNI:0000 0001 2179 9593)
107 University of North Carolina, Chapel Hill, USA (GRID:grid.410711.2) (ISNI:0000 0001 1034 1720)
108 University of Texas Rio Grande Valley School of Medicine, Edinburg, USA (GRID:grid.449717.8) (ISNI:0000 0004 5374 269X)
109 Brown University, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094)
110 Harvard University, Channing Division of Network Medicine, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
111 National Jewish Health, Center for Genes, Environment and Health, Denver, USA (GRID:grid.240341.0) (ISNI:0000 0004 0396 0728)
112 University of North Carolina, Epidemiology, Chapel Hill, USA (GRID:grid.410711.2) (ISNI:0000 0001 1034 1720)
113 Washington University in St Louis, St Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
114 Fred Hutchinson Cancer Research Center, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
115 New York Genome Center, New York City, USA (GRID:grid.429884.b) (ISNI:0000 0004 1791 0895)
116 Icahn School of Medicine at Mount Sinai, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
117 Beth Israel Deaconess Medical Center, Boston, USA (GRID:grid.239395.7) (ISNI:0000 0000 9011 8547)
118 Boston Children’s Hospital, Harvard Medical School, Department of Psychiatry, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
119 University of Texas Rio Grande Valley School of Medicine, San Antonio, USA (GRID:grid.215352.2) (ISNI:0000000121845633)
120 Mass General Brigham, Obstetrics and Gynecology, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
121 Indiana University, OB/GYN, Indianapolis, Indiana, USA (GRID:grid.257427.1) (ISNI:0000000088740847)
122 University of Mississippi, Cardiology, Jackson, USA (GRID:grid.251313.7) (ISNI:0000 0001 2169 2489)
123 University of Calgary, Medicine, Calgary, Canada (GRID:grid.22072.35) (ISNI:0000 0004 1936 7697)
124 University of Maryland, Genetics, Philadelphia, USA (GRID:grid.22072.35)
125 Yale University, Department of Chronic Disease Epidemiology, Connecticut, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
126 University of Washington, Epidemiology, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
127 Wake Forest Baptist Health, Winston-Salem, USA (GRID:grid.412860.9) (ISNI:0000 0004 0459 1231)
128 Brigham & Women’s Hospital, Channing Division of Network Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
129 University of Texas Health at Houston, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
130 University of Iowa, Iowa City, USA (GRID:grid.214572.7) (ISNI:0000 0004 1936 8294)
131 National Health Research Institute Taiwan, Institute of Population Health Sciences, NHRI, Miaoli County, Taiwan (GRID:grid.59784.37) (ISNI:0000000406229172)
132 Tri-Service General Hospital National Defense Medical Center, Taipei, Taiwan (GRID:grid.278244.f) (ISNI:0000 0004 0638 9360)
133 Blood Works Northwest, Seattle, USA (GRID:grid.278244.f)
134 Taichung Veterans General Hospital Taiwan, Taichung City, Taiwan (GRID:grid.410764.0) (ISNI:0000 0004 0573 0731)
135 Oklahoma State University Medical Center, Internal Medicine, DIvision of Endocrinology, Diabetes and Metabolism, Columbus, USA (GRID:grid.475558.e) (ISNI:0000 0004 0448 1278)
136 Blood Works Northwest, Research Institute, Seattle, USA (GRID:grid.94365.3d)
137 University of Michigan, Biostatistics, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370)
138 Harvard University, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
139 McGill University, Montréal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649)
140 University of Colorado at Denver, Epidemiology, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
141 Blood Works Northwest, Seattle, USA (GRID:grid.430503.1)
142 Loyola University, Public Health Sciences, Maywood, USA (GRID:grid.164971.c) (ISNI:0000 0001 1089 6558)
143 Harvard School of Public Health, Biostats, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
144 Lundquist Institute, Torrance, USA (GRID:grid.513199.6)
145 Boston University, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558)
146 Brown University, Epidemiology and Medicine, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094)
147 Duke University, Cardiology, Durham, USA (GRID:grid.26009.3d) (ISNI:0000 0004 1936 7961)
148 Stanford University, Cardiovascular Institute, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
149 Ohio State University, Division of Pulmonary, Critical Care and Sleep Medicine, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943)
150 University of Texas Rio Grande Valley School of Medicine, Brownsville, USA (GRID:grid.449717.8) (ISNI:0000 0004 5374 269X)
151 Harvard University, Massachusetts General Hospital, Broad Institute, Cambridge, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
152 George Washington University, cardiology, Washington, USA (GRID:grid.253615.6) (ISNI:0000 0004 1936 9510)
153 University of Alabama, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187)
154 University of Washington, Genome Sciences, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
155 RTI International, North Carolina, USA (GRID:grid.62562.35) (ISNI:0000000100301493)
156 Massachusetts General Hospital, Medicine, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
157 University of Arizona, Tucson, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
158 Stanford University, Center For Sleep Sciences and Medicine, Palo Alto, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
159 National Institutes of Health, National Institute of Child Health and Human Development, Bethesda, USA (GRID:grid.94365.3d) (ISNI:0000 0001 2297 5165)
160 Oklahoma Medical Research Foundation, Genes and Human Disease, Oklahoma City, USA (GRID:grid.274264.1) (ISNI:0000 0000 8527 6890)
161 Howard University, Washington, USA (GRID:grid.257127.4) (ISNI:0000 0001 0547 4545)
162 University of Maryland, Balitmore, USA (GRID:grid.39382.33)
163 University at Buffalo, Buffalo, USA (GRID:grid.273335.3) (ISNI:0000 0004 1936 9887)
164 University of Pennsylvania, Division of Sleep Medicine/Department of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
165 Stanford University, Stanford Cardiovascular Institute, Stanford, USA (GRID:grid.240952.8) (ISNI:0000000087342732)
166 University of Minnesota, Minneapolis, USA (GRID:grid.17635.36) (ISNI:0000000419368657)
167 RTI International, Biostatistics and Epidemiology Division, Research Triangle Park, North Carolina, USA (GRID:grid.62562.35) (ISNI:0000000100301493)
168 Fred Hutchinson Cancer Research Center, Fred Hutch and UW, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622)
169 Johns Hopkins University, Cardiology/Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
170 University of Colorado at Denver, Medicine, Denver, USA (GRID:grid.241116.1) (ISNI:0000000107903411)
171 University of North Carolina, Genetics, Chapel Hill, USA (GRID:grid.410711.2) (ISNI:0000 0001 1034 1720)
172 Northwestern University, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
173 New York Genome Center, New York Genome Center, New York City, USA (GRID:grid.429884.b) (ISNI:0000 0004 1791 0895)
174 University of Washington, Fred Hutchinson Cancer Research Center, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
175 University of Ottawa, Sleep Research Unit, University of Ottawa Institute for Mental Health Research, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255)
176 Vanderbilt University, Medicine, Pharmacology, Biomedicla Informatics, Nashville, USA (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
177 Blood Works Northwest, Seattle, USA (GRID:grid.241116.1)
178 Universidade de Sao Paulo, Faculdade de Medicina, Sao Paulo, Brazil (GRID:grid.11899.38) (ISNI:0000 0004 1937 0722)
179 Lundquist Institute, TGPS, Torrance, USA (GRID:grid.513199.6)
180 Harvard University, Division of Hematology/Oncology, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
181 Harvard Medical School, Genetics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
182 Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
183 Université Laval, Quebec City, Canada (GRID:grid.23856.3a) (ISNI:0000 0004 1936 8390)
184 Emory University, Pediatrics, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
185 Emory University, Human Genetics, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
186 Vanderbilt University, Medicine/Cardiology, Nashville, USA (GRID:grid.152326.1) (ISNI:0000 0001 2264 7217)
187 UMass Memorial Medical Center, Worcester, USA (GRID:grid.416999.a) (ISNI:0000 0004 0591 6261)
188 University of Saskatchewan, Saskatoon, USA (GRID:grid.25152.31) (ISNI:0000 0001 2154 235X)
189 Albert Einstein College of Medicine, New York, USA (GRID:grid.251993.5) (ISNI:0000000121791997)
190 Wake Forest Baptist Health, Biostatistical Sciences, Winston-Salem, USA (GRID:grid.412860.9) (ISNI:0000 0004 0459 1231)
191 University of Colorado at Denver, Genomic Cardiology, Aurora, USA (GRID:grid.430503.1) (ISNI:0000 0001 0703 675X)
192 Stanford University, Genetics, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
193 University of Washington, University of Washington, Department of Genome Sciences, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
194 University of Pennsylvania, Genetics, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972)
195 University of Alabama, Biostatistics, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187)
196 University of Washington, Department of Biostatistics, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
197 University of Southern California, University of Southern California, USC Methylation Characterization Center, California, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853)
198 Brigham & Women’s Hospital, Mass General Brigham, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
199 Brigham & Women’s Hospital, Channing Division of Network Medicine, Department of Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294)
200 Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
201 Indiana University, Epidemiology, Indianapolis, Indiana, USA (GRID:grid.257427.1) (ISNI:0000000088740847)
202 Henry Ford Health System, Detroit, USA (GRID:grid.239864.2) (ISNI:0000 0000 8523 7701)
203 Beth Israel Deaconess Medical Center, Cardiology, Cambridge, USA (GRID:grid.239395.7) (ISNI:0000 0000 9011 8547)
204 University of Pittsburgh, Medicine, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000)
205 Case Western Reserve University, Department of Population and Quantitative Health Sciences, Cleveland, USA (GRID:grid.67105.35) (ISNI:0000 0001 2164 3847)




