Systematic comparison of phenome-wide association study of electronic medical record data and genome-wide association study data

被引:672
作者
Denny, Joshua C. [1 ,2 ]
Bastarache, Lisa [2 ]
Ritchie, Marylyn D. [3 ]
Carroll, Robert J. [2 ]
Zink, Raquel [2 ]
Mosley, Jonathan D. [1 ]
Field, Julie R. [4 ]
Pulley, Jill M. [4 ,5 ]
Ramirez, Andrea H. [1 ]
Bowton, Erica [4 ]
Basford, Melissa A. [4 ]
Carrell, David S. [6 ]
Peissig, Peggy L. [7 ]
Kho, Abel N. [8 ]
Pacheco, Jennifer A. [9 ]
Rasmussen, Luke V. [10 ]
Crosslin, David R. [11 ]
Crane, Paul K. [12 ]
Pathak, Jyotishman [13 ,14 ]
Bielinski, Suzette J. [15 ]
Pendergrass, Sarah A. [3 ]
Xu, Hua [16 ]
Hindorff, Lucia A.
Li, Rongling [17 ]
Manolio, Teri A. [17 ]
Chute, Christopher G. [13 ]
Chisholm, Rex L. [18 ]
Larson, Eric B. [6 ]
Jarvik, Gail P. [11 ,12 ,14 ]
Brilliant, Murray H. [19 ]
McCarty, Catherine A. [20 ]
Kullo, Iftikhar J. [21 ]
Haines, Jonathan L. [22 ]
Crawford, Dana C. [22 ]
Masys, Daniel R. [23 ]
Roden, Dan M. [1 ,24 ]
机构
[1] Vanderbilt Univ, Sch Med, Dept Med, Nashville, TN 37212 USA
[2] Vanderbilt Univ, Sch Med, Dept Biomed Informat, Nashville, TN 37212 USA
[3] Penn State Univ, Dept Biochem & Mol Biol, Ctr Syst Genom, University Pk, PA 16802 USA
[4] Vanderbilt Univ, Sch Med, Res Off, Nashville, TN 37212 USA
[5] Vanderbilt Univ, Sch Med, Dept Med Adm, Nashville, TN 37212 USA
[6] Grp Hlth Res Inst, Seattle, WA USA
[7] Marshfield Clin Res Fdn, Biomed Informat Res Ctr, Marshfield, WI USA
[8] Northwestern Univ, Dept Med, Feinberg Sch Med, Chicago, IL 60611 USA
[9] Northwestern Univ, Ctr Genet Med, Feinberg Sch Med, Chicago, IL 60611 USA
[10] Northwestern Univ, Dept Preventat Med, Feinberg Sch Med, Chicago, IL 60611 USA
[11] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[12] Univ Washington, Dept Med, Seattle, WA USA
[13] Mayo Clin, Div Biomed Informat, Rochester, MN USA
[14] Mayo Clin, Div Stat, Rochester, MN USA
[15] Mayo Clin, Div Epidemiol, Rochester, MN USA
[16] Univ Texas Hlth Sci Ctr Houston, Sch Biomed Informat, Houston, TX 77030 USA
[17] NHGRI, Div Genom Med, Bethesda, MD 20892 USA
[18] Northwestern Univ, Dept Cell & Mol Biol, Feinberg Sch Med, Chicago, IL 60611 USA
[19] Marshfield Clin Res Fdn, Ctr Human Genet, Marshfield, WI USA
[20] Essentia Inst Rural Hlth, Duluth, MN USA
[21] Mayo Clin, Div Cardiovasc Dis, Rochester, MN USA
[22] Vanderbilt Univ, Sch Med, Dept Mol Physiol & Biophys, Ctr Human Genet Res, Nashville, TN 37212 USA
[23] Univ Washington, Dept Biomed Informat & Med Educ, Seattle, WA 98195 USA
[24] Vanderbilt Univ, Sch Med, Dept Pharmacol, Nashville, TN 37212 USA
关键词
RISK; VARIANTS; DISEASES; BIOBANK; TRAITS; TOOL; METAANALYSIS; PHENOTYPES; MELANOMA;
D O I
10.1038/nbt.2749
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Candidate gene and genome-wide association studies (GWAS) have identified genetic variants that modulate risk for a human disease; many of these associations require further study to replicate the results. Here we report the first c large-scale application of the phenome-wide association "study (PheWAS) paradigm within electronic medical records E (EMRs), an unbiased approach to replication and discovery. v that interrogates relationships between targeted genotypes 1s and multiple phenotypes. We scanned for associations z between 3,144 single-nucleotide polymorphisms (previously N implicated by GWAS as mediators of human traits) and 1,358 EMR-derived phenotypes in 13,835 individuals of European ancestry. This PheWAS replicated 66% (51/77) of sufficiently powered prior GWAS associations and revealed 63 potentially pleiotropic associations with P < 4.6 x 10(-6) (false discovery rate < 0.1); the strongest of these novel associations were replicated in an independent cohort (n = 7,406). These findings validate PheWAS as a tool to allow unbiased interrogation across multiple phenotypes in EMR-based cohorts and to enhance analysis of the genomic basis of human disease.
引用
收藏
页码:1102 / +
页数:12
相关论文
共 48 条
  • [1] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [2] The "Meaningful Use" Regulation for Electronic Health Records
    Blumenthal, David
    Tavenner, Marilyn
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (06) : 501 - 504
  • [3] Collins R, 2012, LANCET, V379, P1173, DOI [10.1016/S0140-6736(12)60404-8, 10.1016/S0140-6736(16)31357-5]
  • [4] Pervasive Sharing of Genetic Effects in Autoimmune Disease
    Cotsapas, Chris
    Voight, Benjamin F.
    Rossin, Elizabeth
    Lage, Kasper
    Neale, Benjamin M.
    Wallace, Chris
    Abecasis, Goncalo R.
    Barrett, Jeffrey C.
    Behrens, Timothy
    Cho, Judy
    De Jager, Philip L.
    Elder, James T.
    Graham, Robert R.
    Gregersen, Peter
    Klareskog, Lars
    Siminovitch, Katherine A.
    van Heel, David A.
    Wijmenga, Cisca
    Worthington, Jane
    Todd, John A.
    Hafler, David A.
    Rich, Stephen S.
    Daly, Mark J.
    [J]. PLOS GENETICS, 2011, 7 (08)
  • [5] Casemix adjustment of managed care claims data using the Clinical Classification for Health Policy Research method
    Cowen, ME
    Dusseau, DJ
    Toth, BG
    Guisinger, C
    Zodet, MW
    Shyr, Y
    [J]. MEDICAL CARE, 1998, 36 (07) : 1108 - 1113
  • [6] Increased hospital mortality in patients with bedside hippus
    Denny, Joshua C.
    Arndt, Frederick V.
    Dupont, William D.
    Neilson, Eric G.
    [J]. AMERICAN JOURNAL OF MEDICINE, 2008, 121 (03) : 239 - 245
  • [7] Variants Near FOXE1 Are Associated with Hypothyroidism and Other Thyroid Conditions: Using Electronic Medical Records for Genome- and Phenome-wide Studies
    Denny, Joshua C.
    Crawford, Dana C.
    Ritchie, Marylyn D.
    Bielinski, Suzette J.
    Basford, Melissa A.
    Bradford, Yuki
    Chai, High Seng
    Bastarache, Lisa
    Zuvich, Rebecca
    Peissig, Peggy
    Carrell, David
    Ramirez, Andrea H.
    Pathak, Jyotishman
    Wilke, Russell A.
    Rasmussen, Luke
    Wang, Xiaoming
    Pacheco, Jennifer A.
    Kho, Abel N.
    Hayes, M. Geoffrey
    Weston, Noah
    Matsumoto, Martha
    Kopp, Peter A.
    Newton, Katherine M.
    Jarvik, Gail P.
    Li, Rongling
    Manolio, Teri A.
    Kullo, Iftikhar J.
    Chute, Christopher G.
    Chisholm, Rex L.
    Larson, Eric B.
    McCarty, Catherine A.
    Masys, Daniel R.
    Roden, Dan M.
    de Andrade, Mariza
    [J]. AMERICAN JOURNAL OF HUMAN GENETICS, 2011, 89 (04) : 529 - 542
  • [8] PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations
    Denny, Joshua C.
    Ritchie, Marylyn D.
    Basford, Melissa A.
    Pulley, Jill M.
    Bastarache, Lisa
    Brown-Gentry, Kristin
    Wang, Deede
    Masys, Dan R.
    Roden, Dan M.
    Crawford, Dana C.
    [J]. BIOINFORMATICS, 2010, 26 (09) : 1205 - 1210
  • [9] Dyskeratosis Congenita
    Dokal, Inderjeet
    [J]. HEMATOLOGY-AMERICAN SOCIETY HEMATOLOGY EDUCATION PROGRAM, 2011, : 480 - 486
  • [10] Human genetic variation and its contribution to complex traits
    Frazer, Kelly A.
    Murray, Sarah S.
    Schork, Nicholas J.
    Topol, Eric J.
    [J]. NATURE REVIEWS GENETICS, 2009, 10 (04) : 241 - 251