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Updated: May 14, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies (Mo-GWAS): Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Identifying pleiotropic genes for backfat thickness and semen traits in pigs using GWAS summary data
Yifan Yang1, Xiaodian Cai1, Wenzhe Ning1
1State Key Laboratory of Swine and Poultry Breeding Industry, National Engineering Research Center for Breeding Swine Industry, Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, 510642, China.
This study identified 99 pleiotropic genes linking pig backfat thickness (BFT_100) with semen volume (SEMVOL) and sperm motility (SPMOT). These findings reveal genetic connections between fat deposition and reproductive traits, aiding pig breeding.
Area of Science:
- Animal Genetics
- Reproductive Biology
- Quantitative Genetics
Background:
- Backfat thickness (BFT_100) is crucial for pig carcass quality.
- Semen quality (SEMVOL, SPMOT) is vital for boar reproductive efficiency.
- The genetic relationship between fat deposition and semen traits is poorly understood.
Purpose of the Study:
- To identify genes pleiotropically affecting BFT_100, SEMVOL, and SPMOT in pigs.
- To explore the genetic correlations and networks between these traits.
- To investigate the causal genetic associations between BFT_100 and semen quality.
Main Methods:
- Applied the PLACO method for pleiotropic gene discovery.
- Utilized Pearson correlation and Cochran's Q test for effect consistency.
- Constructed protein-protein interaction networks using STRING database.
- Employed Generalized Summary-data-based Mendelian Randomization (GSMR) for association analysis.
Main Results:
- Identified 99 significant pleiotropic genes (FDR < 0.05), with seven affecting all three traits.
- Observed positive correlations in 57.5% and negative correlations in 42.5% of gene-trait associations.
- Discovered gene networks enriched in energy metabolism and immune pathways.
- GSMR showed BFT_100 positively affects SEMVOL (P=1.545×10⁻⁷) and negatively affects SPMOT (P=0.0138).
Conclusions:
- Established complex genetic links between pig fat deposition and semen traits.
- Highlighted key pleiotropic genes and potential molecular mechanisms.
- Provided insights for molecular breeding and genetic improvement in pigs.
- Suggests adiposity influences reproductive performance through identified genetic pathways.
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