Methods for meta-analyses of genome-wide association studies: critical assessment of empirical evidence.

Abstract:

:There has been a steep increase in the number of meta-analyses of genome-wide association (GWA) studies aimed at identifying genetic variants with increasingly smaller effects, but pressure to publish findings of new genetic associations has limited the time available for careful consideration of all of their methodological aspects. The authors surveyed the literature (2007-2010) to provide empirical evidence on the methods used in GWA meta-analyses, including their organization, requirements about the uniformity of methods used in primary studies, methods for data pooling, investigation of between-study heterogeneity, and quality of reporting. This review showed that a great variety of methods are being used, but the rationale for their choice is often unclear. It also highlights how important methodological aspects have received insufficient attention, potentially leading to missed opportunities for improving gene discovery and characterization. Evaluation of power to replicate findings was inadequate, and the number of variants selected for replication was not associated with replication sample size. A low proportion of GWA meta-analyses investigated the presence and magnitude of heterogeneity, even when there was little uniformity in methods used in primary studies. More methodological work is required before clear guidance can be offered as to optimal methods or tradeoffs between alternative methods. However, there is a clear need for guidelines for reporting the results of GWA meta-analyses.

journal_name

Am J Epidemiol

authors

Gögele M,Minelli C,Thakkinstian A,Yurkiewich A,Pattaro C,Pramstaller PP,Little J,Attia J,Thompson JR

doi

10.1093/aje/kwr385

subject

Has Abstract

pub_date

2012-04-15 00:00:00

pages

739-49

issue

8

eissn

0002-9262

issn

1476-6256

pii

kwr385

journal_volume

175

pub_type

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