A mixed-model approach for genome-wide association studies of correlated traits in structured populations

A Korte, BJ Vilhjálmsson, V Segura, A Platt, Q Long… - Nature …, 2012 - nature.com
Genome-wide association studies (GWAS) are a standard approach for studying the
genetics of natural variation. A major concern in GWAS is the need to account for the …

An efficient multi-locus mixed-model approach for genome-wide association studies in structured populations

V Segura, BJ Vilhjálmsson, A Platt, A Korte, Ü Seren… - Nature …, 2012 - nature.com
Population structure causes genome-wide linkage disequilibrium between unlinked loci,
leading to statistical confounding in genome-wide association studies. Mixed models have …

Variance component model to account for sample structure in genome-wide association studies

HM Kang, JH Sul, SK Service, NA Zaitlen, S Kong… - Nature …, 2010 - nature.com
Although genome-wide association studies (GWASs) have identified numerous loci
associated with complex traits, imprecise modeling of the genetic relatedness within study …

A resource-efficient tool for mixed model association analysis of large-scale data

L Jiang, Z Zheng, T Qi, KE Kemper, NR Wray… - Nature …, 2019 - nature.com
The genome-wide association study (GWAS) has been widely used as an experimental
design to detect associations between genetic variants and a phenotype. Two major …

Efficient Bayesian mixed-model analysis increases association power in large cohorts

PR Loh, G Tucker, BK Bulik-Sullivan, BJ Vilhjálmsson… - Nature …, 2015 - nature.com
Linear mixed models are a powerful statistical tool for identifying genetic associations and
avoiding confounding. However, existing methods are computationally intractable in large …

[HTML][HTML] Further improvements to linear mixed models for genome-wide association studies

C Widmer, C Lippert, O Weissbrod, N Fusi, C Kadie… - Scientific reports, 2014 - nature.com
We examine improvements to the linear mixed model (LMM) that better correct for
population structure and family relatedness in genome-wide association studies (GWAS) …

A plethora of pleiotropy across complex traits

PM Visscher, J Yang - Nature genetics, 2016 - nature.com
A new analysis has identified hundreds of loci that are associated with multiple traits or
diseases by comparing genome-wide association study (GWAS) data for 42 complex traits …

An atlas of genetic associations in UK Biobank

O Canela-Xandri, K Rawlik, A Tenesa - Nature genetics, 2018 - nature.com
Genome-wide association studies (GWAS) have identified many loci contributing to variation
in complex traits, yet the majority of loci that contribute to the heritability of complex traits …

Genetics of complex traits: prediction of phenotype, identification of causal polymorphisms and genetic architecture

ME Goddard, KE Kemper… - … of the Royal …, 2016 - royalsocietypublishing.org
Complex or quantitative traits are important in medicine, agriculture and evolution, yet, until
recently, few of the polymorphisms that cause variation in these traits were known. Genome …

[HTML][HTML] Within-sibship genome-wide association analyses decrease bias in estimates of direct genetic effects

LJ Howe, MG Nivard, TT Morris, AF Hansen… - Nature …, 2022 - nature.com
Estimates from genome-wide association studies (GWAS) of unrelated individuals capture
effects of inherited variation (direct effects), demography (population stratification …