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 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 …

Accelerating crop genetic gains with genomic selection

KP Voss-Fels, M Cooper, BJ Hayes - Theoretical and Applied Genetics, 2019 - Springer
Key message Genomic prediction based on additive genetic effects can accelerate genetic
gain. There are opportunities for further improvement by including non-additive effects that …

Genomic selection: genome-wide prediction in plant improvement

ZA Desta, R Ortiz - Trends in plant science, 2014 - cell.com
Association analysis is used to measure relations between markers and quantitative trait loci
(QTL). Their estimation ignores genes with small effects that trigger underpinning …

Next-generation phenotyping: requirements and strategies for enhancing our understanding of genotype–phenotype relationships and its relevance to crop …

JN Cobb, G DeClerck, A Greenberg, R Clark… - Theoretical and Applied …, 2013 - Springer
More accurate and precise phenotyping strategies are necessary to empower high-
resolution linkage mapping and genome-wide association studies and for training genomic …

SNP markers and their impact on plant breeding

J Mammadov, R Aggarwal… - … journal of plant …, 2012 - Wiley Online Library
The use of molecular markers has revolutionized the pace and precision of plant genetic
analysis which in turn facilitated the implementation of molecular breeding of crops. The last …

Improvement of Drought Tolerance in Rice (Oryza sativa L.): Genetics, Genomic Tools, and the WRKY Gene Family

M Sahebi, MM Hanafi, MY Rafii… - BioMed research …, 2018 - Wiley Online Library
Drought tolerance is an important quantitative trait with multipart phenotypes that are often
further complicated by plant phenology. Different types of environmental stresses, such as …

Genomic prediction in CIMMYT maize and wheat breeding programs

J Crossa, P Perez, J Hickey, J Burgueno, L Ornella… - Heredity, 2014 - nature.com
Genomic selection (GS) has been implemented in animal and plant species, and is
regarded as a useful tool for accelerating genetic gains. Varying levels of genomic …

Marker-assisted plant breeding: principles and practices

BD Singh, AK Singh - 2015 - Springer
Improved genotypes developed by plant breeding remain pivotal to global food security. In
the wake of ever-increasing human population, declining agricultural resources and the …

Modeling epistasis in genomic selection

Y Jiang, JC Reif - Genetics, 2015 - academic.oup.com
Modeling epistasis in genomic selection is impeded by a high computational load. The
extended genomic best linear unbiased prediction (EG-BLUP) with an epistatic relationship …