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Pitfalls of predicting complex traits from SNPs.


ABSTRACT: The success of genome-wide association studies (GWASs) has led to increasing interest in making predictions of complex trait phenotypes, including disease, from genotype data. Rigorous assessment of the value of predictors is crucial before implementation. Here we discuss some of the limitations and pitfalls of prediction analysis and show how naive implementations can lead to severe bias and misinterpretation of results.

SUBMITTER: Wray NR 

PROVIDER: S-EPMC4096801 | biostudies-literature | 2013 Jul

REPOSITORIES: biostudies-literature

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Pitfalls of predicting complex traits from SNPs.

Wray Naomi R NR   Yang Jian J   Hayes Ben J BJ   Price Alkes L AL   Goddard Michael E ME   Visscher Peter M PM  

Nature reviews. Genetics 20130701 7


The success of genome-wide association studies (GWASs) has led to increasing interest in making predictions of complex trait phenotypes, including disease, from genotype data. Rigorous assessment of the value of predictors is crucial before implementation. Here we discuss some of the limitations and pitfalls of prediction analysis and show how naive implementations can lead to severe bias and misinterpretation of results. ...[more]

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