Journal article
Genomic selection in plant breeding: Methods, models, and perspectives
Trends in Plant Science, Vol.22(11), pp.961-975
2017
Abstract
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-enabled prediction (GP) as well as the genetics and statistical complexities of GP models, including genomic genotype × environment (G × E) interactions. We also examine the accuracy of GP models and methods for two cereal crops and two legume crops based on random cross-validation. GS applied to maize breeding has shown tangible genetic gains. Based on GP results, we speculate how GS in germplasm enhancement (i.e., prebreeding) programs could accelerate the flow of genes from gene bank accessions to elite lines. Recent advances in hyperspectral image technology could be combined with GS and pedigree-assisted breeding.
Details
- Title
- Genomic selection in plant breeding: Methods, models, and perspectives
- Authors/Creators
- J. Crossa (Author/Creator)P. Pérez-Rodríguez (Author/Creator)J. Cuevas (Author/Creator)O. Montesinos-López (Author/Creator)D. Jarquin (Author/Creator)G. de los Campos (Author/Creator)J. Burgueño (Author/Creator)J.M. González-Camacho (Author/Creator)S. Pérez-Elizalde (Author/Creator)Y. Beyene (Author/Creator)S. Dreisigacker (Author/Creator)R. Singh (Author/Creator)X. Zhang (Author/Creator)M. Gowda (Author/Creator)M. Roorkiwal (Author/Creator)J. Rutkoski (Author/Creator)R.K. Varshney (Author/Creator)
- Publication Details
- Trends in Plant Science, Vol.22(11), pp.961-975
- Publisher
- Elsevier BV
- Identifiers
- 991005540984107891
- Copyright
- © 2017 Elsevier Ltd.
- Murdoch Affiliation
- Murdoch University
- Language
- English
- Resource Type
- Journal article
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Highly Cited Paper
- Collaboration types
- Domestic collaboration
- International collaboration
- Citation topics
- 3 Agriculture, Environment & Ecology
- 3.51 Dairy & Animal Sciences
- 3.51.115 Livestock Reproduction
- Web Of Science research areas
- Plant Sciences
- ESI research areas
- Plant & Animal Science