PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations

被引:784
作者
Denny, Joshua C. [1 ,2 ]
Ritchie, Marylyn D. [3 ]
Basford, Melissa A. [1 ]
Pulley, Jill M. [1 ,2 ]
Bastarache, Lisa [1 ]
Brown-Gentry, Kristin [3 ]
Wang, Deede [2 ]
Masys, Dan R. [1 ]
Roden, Dan M. [2 ]
Crawford, Dana C. [3 ]
机构
[1] Vanderbilt Univ, Dept Biomed Informat, Nashville, TN 37203 USA
[2] Vanderbilt Univ, Dept Med, Nashville, TN USA
[3] Vanderbilt Univ, Dept Mol Physiol & Biophys, Ctr Human Genet Res, Sch Med, Nashville, TN 37232 USA
基金
美国国家卫生研究院;
关键词
RISK; DIAGNOSIS; CHILDREN;
D O I
10.1093/bioinformatics/btq126
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Emergence of genetic data coupled to longitudinal electronic medical records (EMRs) offers the possibility of phenome-wide association scans (PheWAS) for disease-gene associations. We propose a novel method to scan phenomic data for genetic associations using International Classification of Disease (ICD9) billing codes, which are available in most EMR systems. We have developed a code translation table to automatically de. ne 776 different disease populations and their controls using prevalent ICD9 codes derived from EMR data. As a proof of concept of this algorithm, we genotyped the first 6005 European-Americans accrued into BioVU, Vanderbilt's DNA biobank, at five single nucleotide polymorphisms (SNPs) with previously reported disease associations: atrial fibrillation, Crohn's disease, carotid artery stenosis, coronary artery disease, multiple sclerosis, systemic lupus erythematosus and rheumatoid arthritis. The PheWAS software generated cases and control populations across all ICD9 code groups for each of these five SNPs, and disease-SNP associations were analyzed. The primary outcome of this study was replication of seven previously known SNP-disease associations for these SNPs. Results: Four of seven known SNP-disease associations using the PheWAS algorithm were replicated with P-values between 2.8 x 10(-6) and 0.011. The PheWAS algorithm also identified 19 previously unknown statistical associations between these SNPs and diseases at P < 0.01. This study indicates that PheWAS analysis is a feasible method to investigate SNP-disease associations. Further evaluation is needed to determine the validity of these associations and the appropriate statistical thresholds for clinical significance.
引用
收藏
页码:1205 / 1210
页数:6
相关论文
共 23 条
[1]   Large Scale Association Analysis of Novel Genetic Loci for Coronary Artery Disease [J].
Amouyel, Philippe ;
Arveiler, Dominique ;
Boekholdt, S. Matthijs ;
Braund, Peter ;
Bruse, Petra ;
Bumpstead, Suzannah J. ;
Bugert, Peter ;
Cambien, Francois ;
Danesh, John ;
Deloukas, Panos ;
Doering, Angela ;
Ducimetiere, Pierre ;
Dunn, Ruth M. ;
El Mokhtari, Nour-Eddine ;
Erdmann, Jeanette ;
Evans, Alun ;
Ewels, Phil ;
Ferrieres, Jean ;
Fischer, Marcus ;
Frossard, Philippe ;
Garner, Stephen ;
Gieger, Christian ;
Gohri, Mohammed J. R. ;
Goodall, Alison H. ;
Grosshennig, Anika ;
Hall, Alistair ;
Hardwick, Rob ;
Haukijarvi, Ari ;
Hengstenberg, Christian ;
Illig, Thomas ;
Karvanen, Juha ;
Kastelein, John ;
Kee, Frank ;
Khaw, Kay-Tee ;
Klueter, Harald ;
Koenig, Inke R. ;
Kuulasmaa, Kari ;
Laiho, Paivi ;
Luc, Gerald ;
Maerz, Winfried ;
McGinnis, Ralph ;
McLaren, William ;
Meisinger, Christa ;
Morrison, Caroline ;
Ou, Xiodan ;
Ouwehand, Willem H. ;
Preuss, Michael ;
Proust, Carole ;
Ravindrarajah, Radhi ;
Renner, Wilfried .
ARTERIOSCLEROSIS THROMBOSIS AND VASCULAR BIOLOGY, 2009, 29 (05) :774-U356
[2]   Genome-wide association with select biomarker traits in the Framingham Heart Study [J].
Benjamin, Emelia J. ;
Dupuis, Josee ;
Larson, Martin G. ;
Lunetta, Kathryn L. ;
Booth, Sarah L. ;
Govindaraju, Diddahally R. ;
Kathiresan, Sekar ;
Keaney, John F., Jr. ;
Keyes, Michelle J. ;
Lin, Jing-Ping ;
Meigs, James B. ;
Robins, Sander J. ;
Rong, Jian ;
Schnabel, Renate ;
Vita, Joseph A. ;
Wang, Thomas J. ;
Wilson, Peter W. F. ;
Wolf, Philip A. ;
Vasan, Ramachandran S. .
BMC MEDICAL GENETICS, 2007, 8
[3]   Trends in the Diagnosis of Overweight and Obesity in Children and Adolescents: 1999-2007 [J].
Benson, Lacey ;
Baer, Heather J. ;
Kaelber, David C. .
PEDIATRICS, 2009, 123 (01) :E153-E158
[4]   PHENOMICS: THE SYSTEMATIC STUDY OF PHENOTYPES ON A GENOME-WIDE SCALE [J].
Bilder, R. M. ;
Sabb, F. W. ;
Cannon, T. D. ;
London, E. D. ;
Jentsch, J. D. ;
Parker, D. Stott ;
Poldrack, R. A. ;
Evans, C. ;
Freimer, N. B. .
NEUROSCIENCE, 2009, 164 (01) :30-42
[5]   Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls [J].
Burton, Paul R. ;
Clayton, David G. ;
Cardon, Lon R. ;
Craddock, Nick ;
Deloukas, Panos ;
Duncanson, Audrey ;
Kwiatkowski, Dominic P. ;
McCarthy, Mark I. ;
Ouwehand, Willem H. ;
Samani, Nilesh J. ;
Todd, John A. ;
Donnelly, Peter ;
Barrett, Jeffrey C. ;
Davison, Dan ;
Easton, Doug ;
Evans, David ;
Leung, Hin-Tak ;
Marchini, Jonathan L. ;
Morris, Andrew P. ;
Spencer, Chris C. A. ;
Tobin, Martin D. ;
Attwood, Antony P. ;
Boorman, James P. ;
Cant, Barbara ;
Everson, Ursula ;
Hussey, Judith M. ;
Jolley, Jennifer D. ;
Knight, Alexandra S. ;
Koch, Kerstin ;
Meech, Elizabeth ;
Nutland, Sarah ;
Prowse, Christopher V. ;
Stevens, Helen E. ;
Taylor, Niall C. ;
Walters, Graham R. ;
Walker, Neil M. ;
Watkins, Nicholas A. ;
Winzer, Thilo ;
Jones, Richard W. ;
McArdle, Wendy L. ;
Ring, Susan M. ;
Strachan, David P. ;
Pembrey, Marcus ;
Breen, Gerome ;
St Clair, David ;
Caesar, Sian ;
Gordon-Smith, Katherine ;
Jones, Lisa ;
Fraser, Christine ;
Green, Elain K. .
NATURE, 2007, 447 (7145) :661-678
[6]   Increased hospital mortality in patients with bedside hippus [J].
Denny, Joshua C. ;
Arndt, Frederick V. ;
Dupont, William D. ;
Neilson, Eric G. .
AMERICAN JOURNAL OF MEDICINE, 2008, 121 (03) :239-245
[7]  
Denny Joshua C, 2005, AMIA Annu Symp Proc, P196
[8]   Clinical phenome scanning [J].
Ghebranious, Nader ;
McCarty, Catherine A. ;
Wilke, Russell A. .
PERSONALIZED MEDICINE, 2007, 4 (02) :175-182
[9]   Variants conferring risk of atrial fibrillation on chromosome 4q25 [J].
Gudbjartsson, Daniel F. ;
Arnar, David O. ;
Helgadottir, Anna ;
Gretarsdottir, Solveig ;
Holm, Hilma ;
Sigurdsson, Asgeir ;
Jonasdottir, Adalbjorg ;
Baker, Adam ;
Thorleifsson, Gudmar ;
Kristjansson, Kristleifur ;
Palsson, Arnar ;
Blondal, Thorarinn ;
Sulem, Patrick ;
Backman, Valgerdur M. ;
Hardarson, Gudmundur A. ;
Palsdottir, Ebba ;
Helgason, Agnar ;
Sigurjonsdottir, Runa ;
Sverrisson, Jon T. ;
Kostulas, Konstantinos ;
Ng, Maggie C. Y. ;
Baum, Larry ;
So, Wing Yee ;
Wong, Ka Sing ;
Chan, Juliana C. N. ;
Furie, Karen L. ;
Greenberg, Steven M. ;
Sale, Michelle ;
Kelly, Peter ;
MacRae, Calum A. ;
Smith, Eric E. ;
Rosand, Jonathan ;
Hillert, Jan ;
Ma, Ronald C. W. ;
Ellinor, Patrick T. ;
Thorgeirsson, Gudmundur ;
Gulcher, Jeffrey R. ;
Kong, Augustine ;
Thorsteinsdottir, Unnur ;
Stefansson, Kari .
NATURE, 2007, 448 (7151) :353-357
[10]   Risk alleles for multiple sclerosis identified by a genomewide study [J].
Hafler, David A. ;
Compston, Alastair ;
Sawcer, Stephen ;
Lander, Eric S. ;
Daly, Mark J. ;
De Jager, Philip L. ;
de Bakker, Paul I. W. ;
Gabriel, Stacey B. ;
Mirel, Daniel B. ;
Ivinson, Adrian J. ;
Pericak-Vance, Margaret A. ;
Gregory, Simon G. ;
Rioux, John D. ;
McCauley, Jacob L. ;
Haines, Jonathan L. ;
Barcellos, Lisa F. ;
Cree, Bruce ;
Oksenberg, Jorge R. ;
Hauser, Stephen L. .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (09) :851-862