Predicting genetic predisposition in humans: the promise of whole-genome markers

G De Los Campos, D Gianola, DB Allison - Nature Reviews Genetics, 2010 - nature.com
Although genome-wide association studies have identified markers that are associated with
various human traits and diseases, our ability to predict such phenotypes remains limited. A …

A cross-population atlas of genetic associations for 220 human phenotypes

S Sakaue, M Kanai, Y Tanigawa, J Karjalainen… - Nature …, 2021 - nature.com
Current genome-wide association studies do not yet capture sufficient diversity in
populations and scope of phenotypes. To expand an atlas of genetic associations in non …

Genome-wide association studies for common diseases and complex traits

JN Hirschhorn, MJ Daly - Nature reviews genetics, 2005 - nature.com
Genetic factors strongly affect susceptibility to common diseases and also influence disease-
related quantitative traits. Identifying the relevant genes has been difficult, in part because …

Predicting unobserved phenotypes for complex traits from whole-genome SNP data

SH Lee, JHJ Van Der Werf, BJ Hayes… - PLoS …, 2008 - journals.plos.org
Genome-wide association studies (GWAS) for quantitative traits and disease in humans and
other species have shown that there are many loci that contribute to the observed …

Genome-wide association studies: past, present and future

MI McCarthy, JN Hirschhorn - Human molecular genetics, 2008 - academic.oup.com
When the time came to decide on the topic for the next in the series of Human Molecular
Genetics reviews, on this occasion, there was little need for debate. The advent of genome …

Genome-wide association studies: potential next steps on a genetic journey

MI McCarthy, JN Hirschhorn - Human molecular genetics, 2008 - academic.oup.com
Genome-wide association studies have successfully identified numerous loci at which
common variants influence disease risk or quantitative traits. Despite these successes, the …

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 …

Pitfalls of predicting complex traits from SNPs

NR Wray, J Yang, BJ Hayes, AL Price… - Nature Reviews …, 2013 - nature.com
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 …

Assessing the function of genetic variants in candidate gene association studies

TR Rebbeck, M Spitz, X Wu - Nature Reviews Genetics, 2004 - nature.com
Abstract Knowledge of inherited genetic variation has a fundamental impact on
understanding human disease. Unfortunately, our understanding of the functional …

Negative selection on complex traits limits phenotype prediction accuracy between populations

A Durvasula, KE Lohmueller - The American Journal of Human Genetics, 2021 - cell.com
Phenotype prediction is a key goal for medical genetics. Unfortunately, most genome-wide
association studies are done in European populations, which reduces the accuracy of …