Genomic selection: A tool for accelerating the efficiency of molecular breeding for development of climate-resilient crops

N Budhlakoti, AK Kushwaha, A Rai… - Frontiers in …, 2022 - frontiersin.org
Since the inception of the theory and conceptual framework of genomic selection (GS),
extensive research has been done on evaluating its efficiency for utilization in crop …

[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 …

DNNGP, a deep neural network-based method for genomic prediction using multi-omics data in plants

K Wang, MA Abid, A Rasheed, J Crossa, S Hearne… - Molecular Plant, 2023 - cell.com
Genomic prediction is an effective way to accelerate the rate of agronomic trait improvement
in plants. Traditional methods typically use linear regression models with clear assumptions; …

Harnessing crop wild diversity for climate change adaptation

AJ Cortés, F López-Hernández - Genes, 2021 - mdpi.com
Warming and drought are reducing global crop production with a potential to substantially
worsen global malnutrition. As with the green revolution in the last century, plant genetics …

Genomic selection in plant breeding: knowledge and prospects

AJ Lorenz, S Chao, FG Asoro, EL Heffner… - Advances in …, 2011 - Elsevier
Abstract “Genomic selection,” the ability to select for even complex, quantitative traits based
on marker data alone, has arisen from the conjunction of new high-throughput marker …

Molecular markers and selection for complex traits in plants: learning from the last 20 years

R Bernardo - Crop science, 2008 - Wiley Online Library
In the mid‐1980s, the development of abundant molecular markers, appropriate statistical
procedures, and user‐friendly computer software that implemented these statistical …

Deep learning for predicting complex traits in spring wheat breeding program

KS Sandhu, DN Lozada, Z Zhang… - Frontiers in Plant …, 2021 - frontiersin.org
Genomic selection (GS) is transforming the field of plant breeding and implementing models
that improve prediction accuracy for complex traits is needed. Analytical methods for …

[HTML][HTML] Genomic selection: A breakthrough technology in rice breeding

Y Xu, K Ma, Y Zhao, X Wang, K Zhou, G Yu, C Li, P Li… - The Crop Journal, 2021 - Elsevier
Rice (Oryza sativa) provides a staple food source for more than half the world population.
However, the current pace of rice breeding in yield growth is insufficient to meet the food …

Parametric and nonparametric statistical methods for genomic selection of traits with additive and epistatic genetic architectures

R Howard, AL Carriquiry… - G3: Genes, Genomes …, 2014 - academic.oup.com
Parametric and nonparametric methods have been developed for purposes of predicting
phenotypes. These methods are based on retrospective analyses of empirical data …

Applications of machine learning methods to genomic selection in breeding wheat for rust resistance

JM González‐Camacho, L Ornella… - The plant …, 2018 - Wiley Online Library
New methods and algorithms are being developed for predicting untested phenotypes in
schemes commonly used in genomic selection (GS). The prediction of disease resistance in …