Mendelian Randomization: New Applications in the Coming Age of Hypothesis-Free Causality

被引:375
作者
Evans, David M. [1 ,2 ,3 ]
Smith, George Davey [2 ,3 ]
机构
[1] Univ Queensland, Diamantina Inst, Translat Res Inst, Brisbane, Qld 4102, Australia
[2] Univ Bristol, MRC, Integrat Epidemiol Unit, Bristol BS8 2BN, Avon, England
[3] Univ Bristol, Sch Social & Community Med, Bristol BS8 2BN, Avon, England
来源
ANNUAL REVIEW OF GENOMICS AND HUMAN GENETICS, VOL 16 | 2015年 / 16卷
关键词
causal analysis; structural equation modeling; genetic epidemiology; mining the phenome; pharmacogenomics; GENOME-WIDE ASSOCIATION; C-REACTIVE PROTEIN; CORONARY-HEART-DISEASE; DENSITY-LIPOPROTEIN CHOLESTEROL; MULTIPLE GENETIC-VARIANTS; VITAMIN-E CONSUMPTION; BODY-MASS INDEX; INSTRUMENTAL VARIABLES; SUSCEPTIBILITY LOCI; RHEUMATOID-ARTHRITIS;
D O I
10.1146/annurev-genom-090314-050016
中图分类号
Q3 [遗传学];
学科分类号
071007 [遗传学];
摘要
Mendelian randomization (MR) is an approach that uses genetic variants associated with a modifiable exposure or biological intermediate to estimate the causal relationship between these variables and a medically relevant outcome. Although it was initially developed to examine the relationship between modifiable exposures/biomarkers and disease, its use has expanded to encompass applications in molecular epidemiology, systems biology, pharmacogenomics, and many other areas. The purpose of this review is to introduce MR, the principles behind the approach, and its limitations. We consider some of the new applications of the methodology, including informing drug development, and comment on some promising extensions, including two-step, two-sample, and bidirectional MR. We show how these new methods can be combined to efficiently examine causality in complex biological networks and provide a new framework to data mine high-dimensional studies as we transition into the age of hypothesis-free causality.
引用
收藏
页码:327 / 350
页数:24
相关论文
共 146 条
[1]
Hundreds of variants clustered in genomic loci and biological pathways affect human height [J].
Allen, Hana Lango ;
Estrada, Karol ;
Lettre, Guillaume ;
Berndt, Sonja I. ;
Weedon, Michael N. ;
Rivadeneira, Fernando ;
Willer, Cristen J. ;
Jackson, Anne U. ;
Vedantam, Sailaja ;
Raychaudhuri, Soumya ;
Ferreira, Teresa ;
Wood, Andrew R. ;
Weyant, Robert J. ;
Segre, Ayellet V. ;
Speliotes, Elizabeth K. ;
Wheeler, Eleanor ;
Soranzo, Nicole ;
Park, Ju-Hyun ;
Yang, Jian ;
Gudbjartsson, Daniel ;
Heard-Costa, Nancy L. ;
Randall, Joshua C. ;
Qi, Lu ;
Smith, Albert Vernon ;
Maegi, Reedik ;
Pastinen, Tomi ;
Liang, Liming ;
Heid, Iris M. ;
Luan, Jian'an ;
Thorleifsson, Gudmar ;
Winkler, Thomas W. ;
Goddard, Michael E. ;
Lo, Ken Sin ;
Palmer, Cameron ;
Workalemahu, Tsegaselassie ;
Aulchenko, Yurii S. ;
Johansson, Asa ;
Zillikens, M. Carola ;
Feitosa, Mary F. ;
Esko, Tonu ;
Johnson, Toby ;
Ketkar, Shamika ;
Kraft, Peter ;
Mangino, Massimo ;
Prokopenko, Inga ;
Absher, Devin ;
Albrecht, Eva ;
Ernst, Florian ;
Glazer, Nicole L. ;
Hayward, Caroline .
NATURE, 2010, 467 (7317) :832-838
[2]
C-Reactive Protein and the Risk of Cancer: A Mendelian Randomization Study [J].
Allin, Kristine H. ;
Nordestgaard, Borge G. ;
Zacho, Jeppe ;
Tybjaerg-Hansen, Anne ;
Bojesen, Stig E. .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2010, 102 (03) :202-206
[3]
Meta-analysis identifies 29 additional ulcerative colitis risk loci, increasing the number of confirmed associations to 47 [J].
Anderson, Carl A. ;
Boucher, Gabrielle ;
Lees, Charlie W. ;
Franke, Andre ;
D'Amato, Mauro ;
Taylor, Kent D. ;
Lee, James C. ;
Goyette, Philippe ;
Imielinski, Marcin ;
Latiano, Anna ;
Lagace, Caroline ;
Scott, Regan ;
Amininejad, Leila ;
Bumpstead, Suzannah ;
Baidoo, Leonard ;
Baldassano, Robert N. ;
Barclay, Murray ;
Bayless, Theodore M. ;
Brand, Stephan ;
Buening, Carsten ;
Colombel, Jean-Frederic ;
Denson, Lee A. ;
De Vos, Martine ;
Dubinsky, Marla ;
Edwards, Cathryn ;
Ellinghaus, David ;
Fehrmann, Rudolf S. N. ;
Floyd, James A. B. ;
Florin, Timothy ;
Franchimont, Denis ;
Franke, Lude ;
Georges, Michel ;
Glas, Juergen ;
Glazer, Nicole L. ;
Guthery, Stephen L. ;
Haritunians, Talin ;
Hayward, Nicholas K. ;
Hugot, Jean-Pierre ;
Jobin, Gilles ;
Laukens, Debby ;
Lawrance, Ian ;
Lemann, Marc ;
Levine, Arie ;
Libioulle, Cecile ;
Louis, Edouard ;
McGovern, Dermot P. ;
Milla, Monica ;
Montgomery, Grant W. ;
Morley, Katherine I. ;
Mowat, Craig .
NATURE GENETICS, 2011, 43 (03) :246-U94
[4]
Angrist J, 1992, J AM STAT ASSOC, V91, P444
[5]
Angrist JD, 2009, MOSTLY HARMLESS ECONOMETRICS: AN EMPIRICISTS COMPANION, P1
[6]
Asking for more [J].
不详 .
NATURE GENETICS, 2012, 44 (07) :733-733
[7]
Phase II and Phase III attrition rates 2011-2012 [J].
Arrowsmith, John ;
Miller, Philip .
NATURE REVIEWS DRUG DISCOVERY, 2013, 12 (08) :568-568
[8]
Drug repositioning: Identifying and developing new uses for existing drugs [J].
Ashburn, TT ;
Thor, KB .
NATURE REVIEWS DRUG DISCOVERY, 2004, 3 (08) :673-683
[9]
Using genetic markers to orient the edges in quantitative trait networks: The NEO software [J].
Aten, Jason E. ;
Fuller, Tova F. ;
Lusis, Aldons J. ;
Horvath, Steve .
BMC SYSTEMS BIOLOGY, 2008, 2
[10]
Efficacy and safety of cholesterol-lowering treatment: prospective meta-analysis of data from 90,056 participants in 14 randomised trials of statins [J].
Baigent, C ;
Keech, A ;
Kearney, PM ;
Blackwell, L ;
Buck, G ;
Pollicino, C ;
Kirby, A ;
Sourjina, T ;
Peto, R ;
Collins, R ;
Simes, J .
LANCET, 2005, 366 (9493) :1267-1278