Genomic selection and prediction in plant breeding

J Crossa, P Pérez, G de los Campos… - Journal of Crop …, 2011 - Taylor & Francis
The availability of thousands of genome-wide molecular markers has made possible the use
of genomic selection in plants and animals. However, the evaluation of models for genomic …

Genomic selection in plant breeding: Key factors shaping two decades of progress

A Alemu, J Åstrand, OA Montesinos-Lopez… - Molecular Plant, 2024 - cell.com
Genomic selection, the application of genomic prediction (GP) models to select candidate
individuals, has significantly advanced in the past two decades, effectively accelerating …

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 …

Genomic selection for crop improvement

EL Heffner, ME Sorrells, JL Jannink - Crop Science, 2009 - Wiley Online Library
Despite important strides in marker technologies, the use of marker‐assisted selection has
stagnated for the improvement of quantitative traits. Biparental mating designs for the …

Increased prediction accuracy in wheat breeding trials using a marker× environment interaction genomic selection model

M Lopez-Cruz, J Crossa, D Bonnett… - G3: Genes …, 2015 - academic.oup.com
Genomic selection (GS) models use genome-wide genetic information to predict genetic
values of candidates of selection. Originally, these models were developed without …

Perspectives for genomic selection applications and research in plants

N Heslot, JL Jannink, ME Sorrells - Crop Science, 2015 - Wiley Online Library
Genomic selection (GS) has created a lot of excitement and expectations in the animal‐and
plant‐breeding research communities. In this review, we briefly describe how genomic …

Genomic selection in plant breeding

MA Newell, JL Jannink - Crop breeding: Methods and protocols, 2014 - Springer
Genomic selection (GS) is a method to predict the genetic value of selection candidates
based on the genomic estimated breeding value (GEBV) predicted from high-density …

[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 selection allowing for marker‐by‐environment interaction

T Schulz‐Streeck, JO Ogutu, A Gordillo… - Plant …, 2013 - Wiley Online Library
Genomic selection has been routinely implemented in plant breeding in two stages. The first
stage usually omits the marker information and estimates adjusted means of genotypes …