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Updated: Feb 15, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Genome-wide association study for milk infrared wavenumbers
1Animal Breeding and Genomics Centre, Wageningen University, PO Box 338, 6700 AH, Wageningen, the Netherlands.
This study identified 24 genomic regions linked to bovine milk infrared (IR) wavenumbers in Dutch Holstein cows. Some regions associate with known milk components, while new ones may relate to phosphorus, orotic acid, and citric acid.
Area of Science:
- Animal Genetics
- Spectroscopy
- Dairy Science
Background:
- Individual wavenumbers in bovine milk's infrared (IR) spectra exhibit moderate to high heritability.
- Understanding the genetic basis of milk composition is crucial for dairy cattle improvement.
Purpose of the Study:
- Identify genomic regions associated with individual milk IR wavenumbers.
- Provide insights into the genetic architecture of milk composition.
- Explore the relationship between IR wavenumbers and specific milk components.
Main Methods:
- Genome-wide association study (GWAS) on 1,748 Dutch Holstein cows.
- Analysis of 50 individual IR wavenumbers from milk samples.
- Statistical association testing to identify significant genomic regions.
Main Results:
- Significant associations found for 28 out of 50 IR wavenumbers.
- Identified 24 genomic regions across 16 bovine chromosomes.
- Major regions on chromosomes 1, 5, 6, 14, 19, and 20 linked to IR wavenumbers.
- Discovered novel regions on chromosome 1 associated with milk phosphorus and orotic acid.
- Identified a new region on chromosome 20 related to citric acid.
Conclusions:
- Milk IR spectra contain direct information on milk phosphorus, orotic acid, and citric acid.
- IR spectroscopy can potentially predict low-concentration milk components.
- These findings offer novel applications for dairy cattle breeding and herd management using IR spectroscopy.
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