Genomic selection in plant breeding: methods, models, and perspectives

J Crossa, P Pérez-Rodríguez, J Cuevas… - Trends in plant …, 2017 - cell.com
Genomic selection (GS) facilitates the rapid selection of superior genotypes and accelerates
the breeding cycle. In this review, we discuss the history, principles, and basis of GS and …

Genomic interventions for sustainable agriculture

A Bohra, U Chand Jha, ID Godwin… - Plant Biotechnology …, 2020 - Wiley Online Library
Agricultural production faces a Herculean challenge to feed the increasing global
population. Food production systems need to deliver more with finite land and water …

[HTML][HTML] An integrated framework reinstating the environmental dimension for GWAS and genomic selection in crops

X Li, T Guo, J Wang, WA Bekele, S Sukumaran… - Molecular plant, 2021 - cell.com
Identifying mechanisms and pathways involved in gene–environment interplay and
phenotypic plasticity is a long-standing challenge. It is highly desirable to establish an …

[HTML][HTML] Predicting thermal adaptation by looking into populations' genomic past

AJ Cortés, F López-Hernández… - Frontiers in …, 2020 - frontiersin.org
Molecular evolution offers an insightful theory to interpret the genomic consequences of
thermal adaptation to previous events of climate change beyond range shifts. However …

[HTML][HTML] Genomic prediction and GWAS of yield, quality and disease-related traits in spring barley and winter wheat

HY Tsai, LL Janss, JR Andersen, J Orabi, JD Jensen… - Scientific reports, 2020 - nature.com
Genome-wide association study (GWAS) and genomic prediction (GP) are extensively
employed to accelerate genetic gain and identify QTL in plant breeding. In this study, 1,317 …

Genetic analysis of multi-environmental spring wheat trials identifies genomic regions for locus-specific trade-offs for grain weight and grain number

S Sukumaran, M Lopes, S Dreisigacker… - Theoretical and Applied …, 2018 - Springer
Key message GWAS on multi-environment data identified genomic regions associated with
trade-offs for grain weight and grain number. Abstract Grain yield (GY) can be dissected into …

[HTML][HTML] Strategic crossing of biomass and harvest index—source and sink—achieves genetic gains in wheat

MP Reynolds, AJD Pask, WJE Hoppitt, K Sonder… - Euphytica, 2017 - Springer
To accelerate genetic gains in breeding, physiological trait (PT) characterization of
candidate parents can help make more strategic crosses, increasing the probability of …

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-enabled prediction in maize using kernel models with genotype× environment interaction

M Bandeira e Sousa, J Cuevas… - G3: Genes …, 2017 - academic.oup.com
Multi-environment trials are routinely conducted in plant breeding to select candidates for
the next selection cycle. In this study, we compare the prediction accuracy of four developed …

Hybrid wheat prediction using genomic, pedigree, and environmental covariables interaction models

BR Basnet, J Crossa, S Dreisigacker… - The Plant …, 2019 - Wiley Online Library
In this study, we used genotype× environment interactions (G× E) models for hybrid
prediction, where similarity between lines was assessed by pedigree and molecular …