Multi-trait ensemble genomic prediction and simulations of recurrent selection highlight importance of complex trait genetic architecture for long-term genetic gains in …

N Fradgley, KA Gardner, AR Bentley, P Howell… - in silico …, 2023 - academic.oup.com
Cereal crop breeders have achieved considerable genetic gain in genetically complex traits,
such as grain yield, while maintaining genetic diversity. However, focus on selection for yield …

Multi-trait genomic-enabled prediction enhances accuracy in multi-year wheat breeding trials

A Montesinos-López, DE Runcie, MI Ibba… - G3, 2021 - academic.oup.com
Implementing genomic-based prediction models in genomic selection requires an
understanding of the measures for evaluating prediction accuracy from different models and …

Multi-trait multi-environment genomic prediction of agronomic traits in advanced breeding lines of winter wheat

HS Gill, J Halder, J Zhang, NK Brar, TS Rai… - Frontiers in Plant …, 2021 - frontiersin.org
Genomic prediction is a promising approach for accelerating the genetic gain of complex
traits in wheat breeding. However, increasing the prediction accuracy (PA) of genomic …

[HTML][HTML] Accuracy of single and multi-trait genomic prediction models for grain yield in US Pacific Northwest winter wheat

DN Lozada, AH Carter - Crop Breeding, Genetics and Genomics, 2019 - hapres.com
Incorporating secondary correlated traits collected from high-throughput phenotyping in
genomic selection (GS) models for complex traits has been demonstrated to improve …

High-throughput phenotyping platforms enhance genomic selection for wheat grain yield across populations and cycles in early stage

J Sun, JA Poland, S Mondal, J Crossa… - Theoretical and Applied …, 2019 - Springer
Genomic selection (GS) models have been validated for many quantitative traits in wheat
(Triticum aestivum L.) breeding. However, those models are mostly constrained within the …

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 …

Comparison of genomic selection models for exploring predictive ability of complex traits in breeding programs

LF Merrick, AH Carter - The Plant Genome, 2021 - Wiley Online Library
Traits with a complex unknown genetic architecture are common in breeding programs.
However, they pose a challenge for selection due to a combination of complex …

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 …

Combining crop growth modeling and statistical genetic modeling to evaluate phenotyping strategies

D Bustos-Korts, MP Boer, M Malosetti… - Frontiers in Plant …, 2019 - frontiersin.org
Genomic prediction of complex traits, say yield, benefits from including information on
correlated component traits. Statistical criteria to decide which yield components to consider …

Accuracy of genomic selection for grain yield and agronomic traits in soft red winter wheat

DN Lozada, RE Mason, JM Sarinelli, G Brown-Guedira - BMC genetics, 2019 - Springer
Background Genomic selection has the potential to increase genetic gains by using
molecular markers as predictors of breeding values of individuals. This study evaluated the …