Genomic selection in plant breeding: a comparison of models

N Heslot, HP Yang, ME Sorrells, JL Jannink - Crop science, 2012 - Wiley Online Library
Simulation and empirical studies of genomic selection (GS) show accuracies sufficient to
generate rapid genetic gains. However, with the increased popularity of GS approaches …

[HTML][HTML] Genomic selection methods for crop improvement: Current status and prospects

X Wang, Y Xu, Z Hu, C Xu - The Crop Journal, 2018 - Elsevier
With marker and phenotype information from observed populations, genomic selection (GS)
can be used to establish associations between markers and phenotypes. It aims to use …

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 …

Genomic selection—considerations for successful implementation in wheat breeding programs

DL Larkin, DN Lozada, RE Mason - Agronomy, 2019 - mdpi.com
In order to meet the goal of doubling wheat yield by 2050, breeders must work to improve
breeding program efficiency while also implementing new and improved technologies in …

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 …

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 …

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 …

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 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 …

Optimal designs for genomic selection in hybrid crops

T Guo, X Yu, X Li, H Zhang, C Zhu, S Flint-Garcia… - Molecular plant, 2019 - cell.com
Improved capacity of genomics and biotechnology has greatly enhanced genetic studies in
different areas. Genomic selection exploits the genotype-to-phenotype relationship at the …