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Updated: Sep 6, 2025

Large-Scale Multi-Omics Genome-Wide Association Studies Mo-GWAS: Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
Genetic basis investigation of wattle phenotype in goat using genome-wide sequence data
Wei-Yi Zhang1, Ying Yuan1, Hao-Yuan Zhang1
1College of Animal Science and Technology, Southwest University, Chongqing, China.
Abstract:
In domestic goats, wattles often appear in even numbers, mostly on the neck and a few under the ear. Goat wattle is composed of ectopic cartilage tissue covered by skin and was reported as a dominant inheritance. Thirty-eight goats from two Southwest Chinese breeds were studied to elucidate the genetic basis of wattle phenotype in goat. Their genomes were sequenced for wide-genome selective sweep analysis (WGSA) and a genome-wide association study (GWAS). The WGSA results revealed 500 candidate genes identified by fixation index and π ratio and 261 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways enriched with 195 genes and 38 significantly enriched KEGG items. In particular, three chondrogenesis-related pathways (Wnt, Hippo and MAPK signaling pathways) were found. Among the 500 genes, 474 were enriched to 2855 Gene Ontology items, and four (BMP2, BMP4, RARA and MSX1) were annotated in the regulation and development of chondrogenesis. Four chondrogenesis-related genes (GREM1, NEDD4, ATG7 and ITGA1) were identified from 519 single-nucleotide polymorphisms (SNPs) with a GWAS above the threshold. Six and 11 SNPs on chromosome 10 are located on GREM1 and NEDD4 respectively, and the highest numbers of SNPs on chromosomes 20 and 22 are located on ITGA1 and ATG7 respectively. All of these genes are related to cartilage development. This study identified a series of genes related to chondroplasia by GWAS and WGSA and presented the possibility that wattle inheritance may be influenced by multiple genes. This work provides a new theoretical understanding of the hereditary basis of wattle phenotype.
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