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Including nonadditive genetic effects in mating programs to maximize dairy farm profitability
H Aliloo1, J E Pryce1, O González-Recio2
1Biosciences Research Division, Department of Economic Development, Jobs, Transport and Resources, AgriBio, 5 Ring Road, Bundoora, VIC 3083, Australia; School of Applied Systems Biology, La Trobe University, Bundoora, VIC 3083, Australia; Dairy Futures Cooperative Research Centre (CRC), AgriBio, 5 Ring Road, Bundoora, VIC 3083, Australia.
Including nonadditive genetic effects in cattle mating programs significantly boosts milk, fat, and protein yields while reducing calving intervals. These advanced models increase profits and decrease inbreeding compared to traditional methods.
Area of Science:
- Animal breeding and genetics
- Quantitative genetics
- Genomic selection
Background:
- Traditional breeding programs primarily focus on additive genetic effects.
- Nonadditive genetic effects, including dominance and heterozygosity, can significantly influence complex traits in livestock.
- Integrating nonadditive effects into mating strategies may optimize genetic gain and economic returns.
Purpose of the Study:
- To compare the efficacy of mating programs utilizing additive genetic effects alone versus those incorporating nonadditive genetic effects (dominance and heterozygosity).
- To evaluate the impact of different genetic models on progeny performance, inbreeding, and economic profit in Holstein cattle.
Main Methods:
- Estimation of additive and dominance marker effects and regression on average heterozygosity using 632,003 SNPs in 7,902 (calving interval) and 7,510 (production) Holstein cows.
- Computation of expected progeny values incorporating nonadditive effects for hypothetical progeny.
- Development of an economic index to assess mating scenarios based on trait values and profit.
Main Results:
- Mating programs incorporating dominance and heterozygosity effects outperformed models with only additive effects.
- Significant increases in milk, fat, and protein yields (up to 38 kg, 1.57 kg, and 1.21 kg, respectively) and decreased calving interval (up to 0.70 d) were observed.
- Reduced progeny inbreeding (0.25–1.57 percentage points) and increased profit (A$8.42 per mating) were associated with models including nonadditive effects.
Conclusions:
- Nonadditive genetic effects significantly enhance progeny performance and economic outcomes in cattle breeding.
- The benefits of nonadditive effects are primarily realized in the immediate generation and do not accumulate over time.
- Continuous updating of genomic predictions and mating allocation strategies is crucial for sustained benefits from nonadditive genetic effects.
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