ForestPMPlot: A Flexible Tool for Visualizing Heterogeneity Between Studies in Meta-analysis

被引:26
作者
Kang, Eun Yong [1 ]
Park, Yurang [3 ]
Li, Xiao [6 ]
Segre, Ayellet V. [6 ]
Han, Buhm [4 ,5 ]
Eskin, Eleazar [1 ,2 ]
机构
[1] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Human Genet, 3532-J Boelter Hall, Los Angeles, CA 90095 USA
[3] Univ Ulsan, Coll Med, Dept Biomed Informat, Seoul 05505, South Korea
[4] Univ Ulsan, Coll Med, Dept Convergence Med, Seoul 05505, South Korea
[5] Asan Med Ctr, Asan Inst Life Sci, 88 Olymp Ro 43 Gil, Seoul 05505, South Korea
[6] Broad Inst Massachusetts Inst Technol & Harvard U, Cambridge, MA 02142 USA
来源
G3-GENES GENOMES GENETICS | 2016年 / 6卷 / 07期
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
GWAS; genetic association studies; heterogeneity; meta-analysis; TRANSGENIC MICE; LOCI; SUSCEPTIBILITY; INSULIN; TRAITS; GENE;
D O I
10.1534/g3.116.029439
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Meta-analysis has become a popular tool for genetic association studies to combine different genetic studies. A key challenge in meta-analysis is heterogeneity, or the differences in effect sizes between studies. Heterogeneity complicates the interpretation of meta-analyses. In this paper, we describe ForestPMPlot, a flexible visualization tool for analyzing studies included in a meta-analysis. The main feature of the tool is visualizing the differences in the effect sizes of the studies to understand why the studies exhibit heterogeneity for a particular phenotype and locus pair under different conditions. We show the application of this tool to interpret a meta-analysis of 17 mouse studies, and to interpret a multi-tissue eQTL study.
引用
收藏
页码:1793 / 1798
页数:6
相关论文
共 28 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]   Genome-wide meta-analysis identifies new susceptibility loci for migraine [J].
Anttila, Verneri ;
Winsvold, Bendik S. ;
Gormley, Padhraig ;
Kurth, Tobias ;
Bettella, Francesco ;
McMahon, George ;
Kallela, Mikko ;
Malik, Rainer ;
de Vries, Boukje ;
Terwindt, Gisela ;
Medland, Sarah E. ;
Todt, Unda ;
McArdle, Wendy L. ;
Quaye, Lydia ;
Koiranen, Markku ;
Ikram, M. Arfan ;
Lehtimaki, Terho ;
Stam, Anine H. ;
Ligthart, Lannie ;
Wedenoja, Juho ;
Dunham, Ian ;
Neale, Benjamin M. ;
Palta, Priit ;
Hamalainen, Eija ;
Schuerks, Markus ;
Rose, Lynda M. ;
Buring, Julie E. ;
Ridker, Paul M. ;
Steinberg, Stacy ;
Stefansson, Hreinn ;
Jakobsson, Finnbogi ;
Lawlor, Debbie A. ;
Evans, David M. ;
Ring, Susan M. ;
Farkkila, Markus ;
Artto, Ville ;
Kaunisto, Mari A. ;
Freilinger, Tobias ;
Schoenen, Jean ;
Frants, Rune R. ;
Pelzer, Nadine ;
Weller, Claudia M. ;
Zielman, Ronald ;
Heath, Andrew C. ;
Madden, Pamela A. F. ;
Montgomery, Grant W. ;
Martin, Nicholas G. ;
Borck, Guntram ;
Goebel, Hartmut ;
Heinze, Axel .
NATURE GENETICS, 2013, 45 (08) :912-U255
[3]   The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans [J].
Ardlie, Kristin G. ;
DeLuca, David S. ;
Segre, Ayellet V. ;
Sullivan, Timothy J. ;
Young, Taylor R. ;
Gelfand, Ellen T. ;
Trowbridge, Casandra A. ;
Maller, Julian B. ;
Tukiainen, Taru ;
Lek, Monkol ;
Ward, Lucas D. ;
Kheradpour, Pouya ;
Iriarte, Benjamin ;
Meng, Yan ;
Palmer, Cameron D. ;
Esko, Tonu ;
Winckler, Wendy ;
Hirschhorn, Joel N. ;
Kellis, Manolis ;
MacArthur, Daniel G. ;
Getz, Gad ;
Shabalin, Andrey A. ;
Li, Gen ;
Zhou, Yi-Hui ;
Nobel, Andrew B. ;
Rusyn, Ivan ;
Wright, Fred A. ;
Lappalainen, Tuuli ;
Ferreira, Pedro G. ;
Ongen, Halit ;
Rivas, Manuel A. ;
Battle, Alexis ;
Mostafavi, Sara ;
Monlong, Jean ;
Sammeth, Michael ;
Mele, Marta ;
Reverter, Ferran ;
Goldmann, Jakob M. ;
Koller, Daphne ;
Guigo, Roderic ;
McCarthy, Mark I. ;
Dermitzakis, Emmanouil T. ;
Gamazon, Eric R. ;
Im, Hae Kyung ;
Konkashbaev, Anuar ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Flutre, Timothee ;
Wen, Xiaoquan ;
Stephens, Matthew .
SCIENCE, 2015, 348 (6235) :648-660
[4]   A high-resolution association mapping panel for the dissection of complex traits in mice [J].
Bennett, Brian J. ;
Farber, Charles R. ;
Orozco, Luz ;
Kang, Hyun Min ;
Ghazalpour, Anatole ;
Siemers, Nathan ;
Neubauer, Michael ;
Neuhaus, Isaac ;
Yordanova, Roumyana ;
Guan, Bo ;
Truong, Amy ;
Yang, Wen-pin ;
He, Aiqing ;
Kayne, Paul ;
Gargalovic, Peter ;
Kirchgessner, Todd ;
Pan, Calvin ;
Castellani, Lawrence W. ;
Kostem, Emrah ;
Furlotte, Nicholas ;
Drake, Thomas A. ;
Eskin, Eleazar ;
Lusis, Aldons J. .
GENOME RESEARCH, 2010, 20 (02) :281-290
[5]   Systems genetics of susceptibility to obesity-induced diabetes in mice [J].
Davis, Richard C. ;
van Nas, Atila ;
Castellani, Lawrence W. ;
Zhao, Yi ;
Zhou, Zhiqiang ;
Wen, Pingzi ;
Yu, Suzanne ;
Qi, Hongxiu ;
Rosales, Melenie ;
Schadt, Eric E. ;
Broman, Karl W. ;
Peterfy, Miklos ;
Lusis, Aldons J. .
PHYSIOLOGICAL GENOMICS, 2012, 44 (01) :1-13
[6]   Practical aspects of imputation-driven meta-analysis of genome-wide association studies [J].
de Bakker, Paul I. W. ;
Ferreira, Manuel A. R. ;
Jia, Xiaoming ;
Neale, Benjamin M. ;
Raychaudhuri, Soumya ;
Voight, Benjamin F. .
HUMAN MOLECULAR GENETICS, 2008, 17 :R122-R128
[7]   METAANALYSIS IN CLINICAL-TRIALS [J].
DERSIMONIAN, R ;
LAIRD, N .
CONTROLLED CLINICAL TRIALS, 1986, 7 (03) :177-188
[8]   An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[9]   Mapping and analysis of chromatin state dynamics in nine human cell types [J].
Ernst, Jason ;
Kheradpour, Pouya ;
Mikkelsen, Tarjei S. ;
Shoresh, Noam ;
Ward, Lucas D. ;
Epstein, Charles B. ;
Zhang, Xiaolan ;
Wang, Li ;
Issner, Robbyn ;
Coyne, Michael ;
Ku, Manching ;
Durham, Timothy ;
Kellis, Manolis ;
Bernstein, Bradley E. .
NATURE, 2011, 473 (7345) :43-U52
[10]   Meta-analysis methods for genome-wide association studies and beyond [J].
Evangelou, Evangelos ;
Ioannidis, John P. A. .
NATURE REVIEWS GENETICS, 2013, 14 (06) :379-389