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Genome-wide associations for fertility traits in Holstein–Friesian dairy cows using data from experimental research herds in four European countries
- Source :
- Animal, 6(8), 1206-1215, animal, Animal 6 (2012) 8, Animal, Vol 6, Iss 8, Pp 1206-1215 (2012)
- Publication Year :
- 2012
-
Abstract
- peer-reviewed Genome-wide association studies for difficult-to-measure traits are generally limited by the sample population size with accurate phenotypic data. The objective of this study was to utilise data on primiparous Holstein–Friesian cows from experimental farms in Ireland, the United Kingdom, the Netherlands and Sweden to identify genomic regions associated with traditional measures of fertility, as well as a fertility phenotype derived from milk progesterone profiles. Traditional fertility measures investigated were days to first heat, days to first service, pregnancy rate to first service, number of services and calving interval (CI); post-partum interval to the commencement of luteal activity (CLA) was derived using routine milk progesterone assays. Phenotypic and genotypic data on 37 590 single nucleotide polymorphisms (SNPs) were available for up to 1570 primiparous cows. Genetic parameters were estimated using linear animal models, and univariate and bivariate genome-wide association analyses were undertaken using Bayesian stochastic search variable selection performed using Gibbs sampling. Heritability estimates of the traditional fertility traits varied from 0.03 to 0.16; the heritability for CLA was 0.13. The posterior quantitative trait locus (QTL) probabilities, across the genome, for the traditional fertility measures were all ,0.021. Posterior QTL probabilities of 0.060 and 0.045 were observed for CLA on SNPs each on chromosome 2 and chromosome 21, respectively, in the univariate analyses; these probabilities increased when CLA was included in the bivariate analyses with the traditional fertility traits. For example, in the bivariate analysis with CI, the posterior QTL probability of the two aforementioned SNPs were 0.662 and 0.123. Candidate genes in the vicinity of these SNPs are discussed. The results from this study suggest that the power of genome-wide association studies in cattle may be increased by sharing of data and also possibly by using physiological measures of the trait under investigation. European Union Seventh Research Framework Programme (Grant Agreement KBBE-211708, RobustMilk project)
- Subjects :
- Candidate gene
haplotypes
Time Factors
cow
Genome-wide association study
information
Pregnancy
Progesterone
media_common
2. Zero hunger
Genetics
0303 health sciences
accuracy
food and beverages
04 agricultural and veterinary sciences
Animal culture
Europe
Dairying
Milk
Phenotype
Female
endocrine
media_common.quotation_subject
Quantitative Trait Loci
selection
Single-nucleotide polymorphism
Fertility
Bivariate analysis
Quantitative trait locus
Biology
Animal Breeding and Genomics
system
SF1-1100
Polymorphism, Single Nucleotide
03 medical and health sciences
luteal activity
milk-yield
Animals
Fokkerij en Genomica
030304 developmental biology
Genetic association
Research
0402 animal and dairy science
Bayes Theorem
Heritability
040201 dairy & animal science
cattle
genome-wide association
Linear Models
WIAS
Animal Science and Zoology
linkage disequilibrium
Genome-Wide Association Study
Onderzoek
Subjects
Details
- Language :
- English
- ISSN :
- 17517311
- Database :
- OpenAIRE
- Journal :
- Animal, 6(8), 1206-1215, animal, Animal 6 (2012) 8, Animal, Vol 6, Iss 8, Pp 1206-1215 (2012)
- Accession number :
- edsair.doi.dedup.....849d102cac5d0b3c790398bec37083fd