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When the fitness of a trait is influenced by how common it is (i.e., its frequency) relative to different traits within a population, this is referred to as frequency-dependent selection. Frequency-dependent selection may occur between species or within a single species. This type of selection can either be positive—with more common phenotypes having higher fitness—or negative, with rarer phenotypes conferring increased fitness.
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GplusE: beyond genomic selection.

Ian Mackay1, Eric Ober1, John Hickey2

  • 1John Bingham Laboratory NIAB Huntingdon Road Cambridge CB3 0LE UK.

Food and Energy Security
|September 10, 2016
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Summary
This summary is machine-generated.

Genomic selection with GplusE uses high-throughput phenotyping to improve wheat breeding accuracy. This strategy enhances genomic prediction by integrating environmental data with genetic information for elite UK wheat lines.

Keywords:
Genomic selectionhigh throughput phenotypingphenomicsselection indexwheatwheat

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Area of Science:

  • Agricultural Science
  • Plant Breeding
  • Genomics

Background:

  • Genomic selection (GS) is a powerful tool for accelerating crop improvement.
  • Traditional GS accuracy can be limited by environmental influences and genetic relationships between traits.
  • High-throughput phenotyping offers a way to capture more detailed environmental and trait data.

Approach:

  • The GplusE strategy integrates environmental data from high-throughput phenotyping platforms with genomic data.
  • A collaborative project is developing a large reference population of elite UK wheat lines.
  • This project will test GplusE methodology, reference population design, genotyping, and imputation strategies.

Key Points:

  • GplusE enhances genomic prediction accuracy by leveraging genotype-by-environment interactions.
  • Exploiting genetic correlations between traits and reducing environmental noise improves trait assessment.
  • The project focuses on elite UK wheat lines to ensure practical application in breeding programs.

Conclusions:

  • The GplusE strategy shows promise for increasing the accuracy of genomic selection in wheat.
  • This research will provide crucial data to advance genomic selection in UK winter wheat breeding.
  • Optimizing reference population design and genotyping strategies is key to successful implementation.