Accuracy and training population design for genomic selection on quantitative traits in elite North American oats
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 …
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 …
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
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 …
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
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 …
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 …
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
Genome-wide molecular markers are often being used to evaluate genetic diversity in
germplasm collections and for making genomic selections in breeding programs. To …
germplasm collections and for making genomic selections in breeding programs. To …
Assessing genomic selection prediction accuracy in a dynamic barley breeding population
Prediction accuracy of genomic selection (GS) has been previously evaluated through
simulation and cross‐validation; however, validation based on progeny performance in a …
simulation and cross‐validation; however, validation based on progeny performance in a …
Genomic selection in wheat breeding using genotyping‐by‐sequencing
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 …
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 …
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
Genomic selection applied to plant breeding enables earlier estimates of a line's
performance and significant reductions in generation interval. Several factors affecting …
performance and significant reductions in generation interval. Several factors affecting …
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