Accuracy and training population design for genomic selection on quantitative traits in elite North American oats

FG Asoro, MA Newell, WD Beavis, MP Scott… - The Plant …, 2011 - Wiley Online Library
Genomic selection (GS) is a method to estimate the breeding values of individuals by using
markers throughout the genome. We evaluated the accuracies of GS using data from five …

Genomic selection accuracy for grain quality traits in biparental wheat populations

EL Heffner, JL Jannink, H Iwata, E Souza… - Crop …, 2011 - Wiley Online Library
Genomic selection (GS) is a promising tool for plant and animal breeding that uses genome‐
wide molecular marker data to capture small and large effect quantitative trait loci and …

Prospects and challenges of applied genomic selection—a new paradigm in breeding for grain yield in bread wheat

P Juliana, RP Singh, J Poland, S Mondal… - The plant …, 2018 - Wiley Online Library
Genomic selection (GS) has been promising for increasing genetic gains in several species.
Therefore, we evaluated the potential integration of GS for grain yield (GY) in bread wheat …

Genomic selection accuracy using multifamily prediction models in a wheat breeding program

EL Heffner, JL Jannink, ME Sorrells - The Plant Genome, 2011 - Wiley Online Library
Genomic selection (GS) uses genome‐wide molecular marker data to predict the genetic
value of selection candidates in breeding programs. In plant breeding, the ability to produce …

[HTML][HTML] Genomic selection in cereal breeding

CD Robertsen, RL Hjortshøj, LL Janss - Agronomy, 2019 - mdpi.com
Genomic Selection (GS) is a method in plant breeding to predict the genetic value of
untested lines based on genome-wide marker data. The method has been widely explored …

[HTML][HTML] Impact of marker ascertainment bias on genomic selection accuracy and estimates of genetic diversity

N Heslot, J Rutkoski, J Poland, JL Jannink, ME Sorrells - PloS one, 2013 - journals.plos.org
Genome-wide molecular markers are often being used to evaluate genetic diversity in
germplasm collections and for making genomic selections in breeding programs. To …

Assessing genomic selection prediction accuracy in a dynamic barley breeding population

AH Sallam, JB Endelman, JL Jannink… - The Plant …, 2015 - Wiley Online Library
Prediction accuracy of genomic selection (GS) has been previously evaluated through
simulation and cross‐validation; however, validation based on progeny performance in a …

Genomic selection in wheat breeding using genotyping‐by‐sequencing

J Poland, J Endelman, J Dawson, J Rutkoski… - The Plant …, 2012 - Wiley Online Library
Genomic selection (GS) uses genomewide molecular markers to predict breeding values
and make selections of individuals or breeding lines prior to phenotyping. Here we show …

Training population optimization for genomic selection

I Berro, B Lado, RS Nalin, M Quincke… - The Plant …, 2019 - Wiley Online Library
Core Ideas Training populations can be optimized for specific testing populations. Optimized
training populations are smaller, more related, and more predictive. Stratified sampling with …

Optimising genomic selection in wheat: effect of marker density, population size and population structure on prediction accuracy

A Norman, J Taylor, J Edwards… - G3: Genes, Genomes …, 2018 - academic.oup.com
Genomic selection applied to plant breeding enables earlier estimates of a line's
performance and significant reductions in generation interval. Several factors affecting …