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Updated: Feb 8, 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 on chicken carcass traits using sequence data imputed from SNP array.
Shuwen Huang1, Yingting He1, Shaopan Ye1
1Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding, College of Animal Science, South China Agricultural University, Guangzhou, 510642, China.
This study identified genes influencing chicken carcass traits using genome-wide association studies. Findings aid in the genetic improvement of economically important chicken breeds for better meat yield.
Area of Science:
- Animal Genetics
- Agricultural Science
- Genomics
Background:
- Chicken carcass traits are crucial for the poultry industry, making genetic improvement a key objective.
- Understanding the genetic basis of traits like carcass weight is essential for enhancing chicken production.
Purpose of the Study:
- To investigate the genetic mechanisms underlying chicken carcass traits through a genome-wide association study (GWAS).
- To identify specific genes and genetic markers associated with carcass weight and related traits in Chinese indigenous chickens.
Main Methods:
- Phenotyping 435 Chinese indigenous chickens for carcass weight (CW), eviscerated weight with giblets (EWG), and eviscerated weight (EW).
- Genotyping using a 600K SNP array and imputation to whole-genome sequence data.
- Performing univariate GWAS using GEMMA software on imputed sequence data.
Main Results:
- Identified 3, 25, and 63 suggestively significant SNPs associated with CW, EWG, and EW, respectively.
- Detected six candidate genes: RNF219, SCEL, MYCBP2, ETS1, APLP2, and PRDM10.
- SCEL and MYCBP2 showed potential associations with all three traits; other genes were linked to specific traits.
Conclusions:
- This GWAS provides valuable insights into the genetic architecture of chicken carcass traits.
- The identified genes and SNPs contribute to the knowledge base for genetic selection and breeding programs in poultry.
- The study successfully pinpointed candidate genes and validated previously reported QTLs, enhancing understanding of chicken meat production genetics.
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