Related Experiment Video
Updated: Aug 5, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies (Mo-GWAS): Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Integrating selective signature analysis and genome-wide association study to identify candidate genes associated
Objective:
Litter size is a key trait for evaluating reproductive performance of goats, which can directly influence the breeding efficiency and profitability of production cycles. However, a comprehensive understanding of its genetic architecture, including the causative mutations and their functional impacts, remains scarce, thus hindering its application in precision breed-ing.
Methods:
A total of 92 female Leizhou goats were genotyped through whole-genome se-quencing (WGS), and their litter size were measured for three consecutive births. Subsequently, based on the genotype and phenotype data, population genetic structure analysis, selection signature analysis, and genome-wide association study (GWAS) were performed.
Results:
We identified a total of 20,802,514 SNPs in the 92 Leizhou goats. Analysis of genetic structure revealed that the high-litter-size group exhibited greater genetic diversity than the low-litter-size group, although no significant genetic differentiation was detected between them. We identified 340 putative selective regions and 346 candidate genes across the genome. A total of 37 candidate genes were identified as being closely associated with reproductive traits, including BMP6, MAPK8, RPTOR, etc. In GWAS results, we identified 63 quantitative trait loci (QTLs) for litter size at suggestive significance (P<1×10-5). After, 207 candidate genes were annotated, and 4 of them were highlighted that have been previously reported to be associated with reproductive processes (e.g., TMEM100, PDGFD, NLRP9, and ARHGAP22). By integrating the results from both approaches, we identified MAPK8 as a potential candidate gene associated with litter size. Furthermore, our findings from motif recognition, transcrip-tion factor prediction, and previous studies lead us to propose that the BMP6-GATA4-MAPK8 signaling pathway may play a key role in regulating litter size in goats.
Conclusion:
Our findings identify several candidate genes and putative associated variants for litter size, providing valuable insights into the genetic basis of reproductive traits in goats.
Related Concept Videos
Genome-wide Association Studies-GWAS
GWAS does not require the identification of the target gene involved in...
Single Nucleotide Polymorphisms-SNPs
Incomplete Dominance
Pharmacogenomics: Identification of New Drug Targets
Lethal Alleles
Lucien Cuénot discovered lethal alleles in 1905 while studying the inheritance of coat color in mice. The agouti gene is responsible for the color of the coat in mice. This gene codes for an agouti-signaling protein, which is responsible for melanin distribution in mammals. The wild-type allele gives rise to gray-brown coat color in mice, while the mutant allele gives rise to yellow coat color. In addition to coat color, the agouti gene is associated with the yellow...

