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Area of Science:

  • Animal breeding and genetics
  • Quantitative genetics
  • Genomic selection

Background:

  • Crossbred animals are crucial for production in pig and poultry industries.
  • Genomic prediction aims to improve crossbred performance using purebred parent lines.
  • Crossbred reference populations offer advantages but have lower genetic relatedness to purebreds.

Purpose of the Study:

  • To evaluate the benefit of crossbred reference populations for genomic prediction of crossbred performance.
  • To assess the impact of relatedness between crossbred reference and purebred selection candidates.
  • To investigate the influence of purebred-crossbred correlation and reference population size on prediction accuracy.

Main Methods:

  • Simulated a crossbred breeding program with varying multiplication steps (0, 1, or 2).
  • Compared genomic prediction accuracy using purebred versus crossbred reference populations.
  • Analyzed empirical accuracy and predicted accuracy based on chromosome segment relatedness.

Main Results:

  • Crossbred reference populations generally outperformed purebred ones, especially with lower purebred-crossbred correlation (0.5).
  • Prediction accuracy increased with larger reference population sizes.
  • Predicted accuracies tended to overestimate empirical accuracies, but ranking was accurate for large populations.

Conclusions:

  • Crossbred reference populations are more beneficial when relatedness to purebreds is higher and purebred-crossbred correlation is lower.
  • Larger reference population sizes consistently improve prediction accuracy.
  • Interactions between purebred-crossbred correlation and reference population size significantly impact genomic estimated breeding value accuracy.