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ORIGINAL RESEARCH article
Front. Genet.
Sec. Livestock Genomics
Volume 16 - 2025 | doi: 10.3389/fgene.2025.1549284
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Identifying genomic regions associated with traits of interest and their biological processes provides valuable insights into the phenotypic variability of these traits. This study aimed to identify candidate genes and genomic regions associated with 16 traits currently evaluated by the Brazilian Association of Zebu Breeders (ABCZ). These traits include age at first calving (AFC), birthweight (BW), body conformation (BC), expected progeny difference for weight at 120days of age (EPD120), finishing score (FS), marbling (MARB), muscularity (MUSC), finishing precocity (FP), ribeye area (REA), scrotal circumference at 365 days (SC365), scrotal circumference at 450 days (SC450), stayability (STAY), and weight at 120 (W120), 210 (W210), 365 (W365), and 450 days of age (W450). A dataset containing 304,782 Nellore cattle genotyped with 437,650 SNPs (after quality control) was used for this study. The Algorithm for Proven and Young (APY), implemented in the PREGSF90 software, was used to compute the G_APY^(-1) matrix using 36,000 core animals. Subsequently, the SNP solutions were estimated by back-solving the Genomic Estimated Breeding Values (GEBVs) predicted by ABCZ using the single-step GBLUP method. Genomic regions were identified using sliding windows of 175 consecutive SNPs, and the top 1% genomic windows were used to annotate positional candidate genes and genomic regions associated with each of the 16 traits. The top 1% windows for all traits explained between 2.779% (STAY) to 3.158% (FP) of the additive genetic variance, highlighting the polygenic nature of these traits. Functional analysis of the candidate genes and genomic regions provided valuable insights into the genetic architecture underlying these traits in Nellore cattle. For instance, our results revealed genes with important functions for each trait, such as SERPINA14 (plays a key role for the endometrial epithelium) identified for AFC, HSPG2 (responsible for the anatomical structure morphogenesis, tissue development and differentiation) identified for BW, among others.We identified genomic regions and candidate genes, some of which have been previously reported in the literature, while others are novel discoveries that warrant further investigation. These findings contribute to gene prioritization efforts, facilitating identification of functional candidate genes that can enhance genomic selection strategies for economically important traits in Nellore cattle.
Keywords: candidate genes, Genomic regions, Genomic estimated breeding value, GWAS, single step PNMA1, MIDEAS, PTGR2, ZNF410
Received: 23 Dec 2024; Accepted: 07 Apr 2025.
Copyright: © 2025 Ogunbawo, Hidalgo, Mulim, Carrara, Ventura, Souza, Lourenco and Rojas De Oliveira. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Hinayah Rojas De Oliveira, Purdue University, West Lafayette, United States
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
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