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International single-step SNPBLUP beef cattle evaluations for Limousin weaning weight
Renzo Bonifazi1, Mario P L Calus2, Jan Ten Napel2
1Animal Breeding and Genomics, Wageningen University & Research, P.O. Box 338, 6700 AH, Wageningen, The Netherlands. renzo.bonifazi@wur.nl.
International single-step genomic evaluations in beef cattle improve accuracy and reduce bias. This approach enhances estimated breeding values (EBVs) by leveraging larger, multi-country reference populations, benefiting both large and small countries.
Area of Science:
- Animal Breeding and Genetics
- Quantitative Genetics
- Genomic Evaluation
Background:
- International collaboration enhances accuracy of estimated breeding values (EBVs) through larger reference populations.
- Genomic selection is growing in beef cattle, but its international application benefits remain underexplored.
- Developing international single-step genomic evaluations is crucial for optimizing genetic gain.
Purpose of the Study:
- To develop an international single-step genomic evaluation for beef cattle.
- To assess the impact of international genomic evaluations on EBV accuracy and bias compared to national and international pedigree-based methods.
Main Methods:
- Utilized weaning weight records from 331,593 animals across seven European countries.
- Implemented international single-step SNPBLUP (ssSNPBLUP_INT) and pedigree-based BLUP (PBLUP_INT) evaluations, alongside national scenarios.
- Estimated EBV accuracy, bias, and population accuracy increases using linear regression.
Main Results:
- International single-step SNPBLUP (ssSNPBLUP_INT) demonstrated superior EBV accuracies.
- ssSNPBLUP_INT increased population accuracy by 13.7% for direct and 25.8% for maternal EBVs compared to PBLUP_INT.
- Observed accuracy improvements across all countries when transitioning from national to ssSNPBLUP_INT, with similar or reduced bias.
Conclusions:
- International single-step SNPBLUP evaluations are feasible and enhance population accuracies for beef cattle.
- Larger multi-country reference populations and inclusion of international relatives improve evaluation outcomes.
- The proposed international single-step approach is applicable to other traits and breeds.
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