Genomic selection in preliminary yield trials in a winter wheat breeding program

V Belamkar, MJ Guttieri, W Hussain… - G3: Genes …, 2018 - academic.oup.com
Genomic prediction (GP) is now routinely performed in crop plants to predict unobserved
phenotypes. The use of predicted phenotypes to make selections is an active area of …

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 …

Genomic assisted selection for enhancing line breeding: merging genomic and phenotypic selection in winter wheat breeding programs with preliminary yield trials

S Michel, C Ametz, H Gungor, B Akgöl, D Epure… - Theoretical and Applied …, 2017 - Springer
Key message Early generation genomic selection is superior to conventional phenotypic
selection in line breeding and can be strongly improved by including additional information …

Genomic prediction of agronomic traits in wheat using different models and cross-validation designs

TA Haile, S Walkowiak, A N'Diaye, JM Clarke… - Theoretical and Applied …, 2021 - Springer
Key message Genomic predictions across environments and within populations resulted in
moderate to high accuracies but across-population genomic prediction should not be …

[HTML][HTML] The use of unbalanced historical data for genomic selection in an international wheat breeding program

JC Dawson, JB Endelman, N Heslot, J Crossa… - Field Crops …, 2013 - Elsevier
Genomic selection (GS) offers breeders the possibility of using historic data and unbalanced
breeding trials to form training populations for predicting the performance of new lines …

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 prediction using phenotypes from pedigreed lines with no marker data

B Ashraf, V Edriss, D Akdemir, E Autrique… - Crop …, 2016 - Wiley Online Library
Until now, genomic prediction (GP) in plant breeding has only used information from
individuals that have been genotyped. Information from nongenotyped relatives of …

The effects of training population design on genomic prediction accuracy in wheat

SMK Edwards, JB Buntjer, R Jackson… - Theoretical and Applied …, 2019 - Springer
Genomic selection offers several routes for increasing the genetic gain or efficiency of plant
breeding programmes. In various species of livestock, there is empirical evidence of …

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 …

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 …