reviewMolecular PlantMar 12, 2024HYBRID OA

Genomic selection in plant breeding: Key factors shaping two decades of progress

Universidad de Colima · Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria · +3 more institutions

PubMed
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Abstract

Genomic selection, the application of genomic prediction (GP) models to select candidate individuals, has significantly advanced in the past two decades, effectively accelerating genetic gains in plant breeding. This article provides a holistic overview of key factors that have influenced GP in plant breeding during this period. We delved into the pivotal roles of training population size and genetic diversity, and their relationship with the breeding population, in determining GP accuracy. Special emphasis was placed on optimizing training population size. We explored its benefits and the associated diminishing returns beyond an optimum size. This was done while considering the balance between resource…

Citation impact

257
total citations
FWCI
125.84
Percentile
100%
References
337
Citations per year

Authors

12

Topics & keywords

Keywords
  • Biology
  • Genomic selection
  • Selection (genetic algorithm)
  • Key (lock)
  • Biotechnology
  • Evolutionary biology
  • Computational biology
  • Genetics
UN Sustainable Development Goals
  • Zero hunger
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