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Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Genome-wide association analysis in Italian Simmental cows for lactation curve traits using a low-density (7K) SNP
N P P Macciotta1, G Gaspa1, L Bomba2
1Dipartimento di Agraria, Università di Sassari, 07100 Sassari, Italy.
Genome-wide association studies (GWAS) using low-density cow genotyping identified significant markers linked to the average lactation curve level for milk yield and components. No markers were associated with lactation curve shape, but candidate genes for dairy traits were discovered.
Area of Science:
- Animal Genetics
- Genomics
- Dairy Science
Background:
- High-throughput cow genotyping enables genome-wide association studies (GWAS).
- Utilizing directly recorded phenotypes and multiple records per animal enhances GWAS potential.
- Low-density genotyping offers a cost-effective approach for large-scale genetic studies.
Purpose of the Study:
- To conduct a genome-wide association study (GWAS) on lactation curve traits in Italian Simmental cows.
- To identify genetic markers associated with milk yield, fat, protein percentages, and somatic cell score.
- To explore candidate genes influencing dairy production traits using low-density genotyping data.
Main Methods:
- A GWAS was performed on 337 Italian Simmental cows genotyped with a 7K low-density BeadChip.
- Phenotypes were derived from principal component scores of test-day lactation curve records.
- Data were analyzed using a mixed linear model accounting for various fixed and random effects.
Main Results:
- Statistically significant markers were associated with the average lactation curve level for milk yield, fat, and protein percentages, and somatic cell score.
- No significant markers were found for the lactation curve shape component.
- Several suggestive candidate genes, including DGAT1, were identified, with roles in metabolism, immunity, and development.
Conclusions:
- Low-density genotyped females are valuable for GWAS, even for complex traits.
- The study identified genetic associations with the average lactation performance, offering insights for breeding programs.
- Further research can leverage these findings for novel trait discovery and genetic improvement in dairy cattle.
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