Epistasis and quantitative traits: using model organisms to study gene–gene interactions

TFC Mackay - Nature Reviews Genetics, 2014 - nature.com
The role of epistasis in the genetic architecture of quantitative traits is controversial, despite
the biological plausibility that nonlinear molecular interactions underpin the genotype …

Genome-wide association studies in maize: praise and stargaze

Y Xiao, H Liu, L Wu, M Warburton, J Yan - Molecular plant, 2017 - cell.com
Genome-wide association study (GWAS) has become a widely accepted strategy for
decoding genotype-phenotype associations in many species thanks to advances in next …

Genome-wide regression and prediction with the BGLR statistical package

P Pérez, G de Los Campos - Genetics, 2014 - academic.oup.com
Many modern genomic data analyses require implementing regressions where the number
of parameters (p, eg, the number of marker effects) exceeds sample size (n). Implementing …

Mouse genomic variation and its effect on phenotypes and gene regulation

TM Keane, L Goodstadt, P Danecek, MA White… - Nature, 2011 - nature.com
We report genome sequences of 17 inbred strains of laboratory mice and identify almost ten
times more variants than previously known. We use these genomes to explore the …

Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses

O Stegle, L Parts, M Piipari, J Winn, R Durbin - Nature protocols, 2012 - nature.com
We present PEER (probabilistic estimation of expression residuals), a software package
implementing statistical models that improve the sensitivity and interpretability of genetic …

Polygenic modeling with Bayesian sparse linear mixed models

X Zhou, P Carbonetto, M Stephens - PLoS genetics, 2013 - journals.plos.org
Both linear mixed models (LMMs) and sparse regression models are widely used in
genetics applications, including, recently, polygenic modeling in genome-wide association …

The genetics of inbreeding depression

D Charlesworth, JH Willis - Nature reviews genetics, 2009 - nature.com
Inbreeding depression—the reduced survival and fertility of offspring of related individuals—
occurs in wild animal and plant populations as well as in humans, indicating that genetic …

Missing heritability and strategies for finding the underlying causes of complex disease

EE Eichler, J Flint, G Gibson, A Kong, SM Leal… - Nature reviews …, 2010 - nature.com
Although recent genome-wide studies have provided valuable insights into the genetic basis
of human disease, they have explained relatively little of the heritability of most complex …

Genome-wide association study of leaf architecture in the maize nested association mapping population

F Tian, PJ Bradbury, PJ Brown, H Hung, Q Sun… - Nature …, 2011 - nature.com
US maize yield has increased eight-fold in the past 80 years, with half of the gain attributed
to selection by breeders. During this time, changes in maize leaf angle and size have altered …

Genomic selection in plant breeding: from theory to practice

JL Jannink, AJ Lorenz, H Iwata - Briefings in functional …, 2010 - academic.oup.com
We intuitively believe that the dramatic drop in the cost of DNA marker information we have
experienced should have immediate benefits in accelerating the delivery of crop varieties …