Heritability estimates and genome-wide association study of methane emission traits in Nellore cattle
- PMID: 38967061
- PMCID: PMC11282363
- DOI: 10.1093/jas/skae182
Heritability estimates and genome-wide association study of methane emission traits in Nellore cattle
Abstract
The objectives of the present study were to estimate the heritability for daily methane emission (CH4) and residual daily methane emission (CH4res) in Nellore cattle, as well as to perform genome-wide association studies (GWAS) to identify genomic regions and candidate genes influencing the genetic variation of CH4 and CH4res. Methane emission phenotypes of 743 Nellore animals belonging to 3 breeding programs were evaluated. CH4 was measured using the sulfur hexafluoride (SF6) tracer technique (which involves an SF6 permeation tube introduced into the rumen, and an appropriate apparatus on each animal), and CH4res was obtained as the difference between observed CH4 and CH4 adjusted for dry matter intake. A total of 6,252 genotyped individuals were used for genomic analyses. Data were analyzed with a univariate animal model by the single-step GBLUP method using the average information restricted maximum likelihood (AIREML) algorithm. The effects of single nucleotide polymorphisms (SNPs) were obtained using a single-step GWAS approach. Candidate genes were identified based on genomic windows associated with quantitative trait loci (QTLs) related to the 2 traits. Annotation of QTLs and identification of candidate genes were based on the initial and final coordinates of each genomic window considering the bovine genome ARS-UCD1.2 assembly. Heritability estimates were of moderate to high magnitude, being 0.42 ± 0.09 for CH4 and 0.21 ± 0.09 for CH4res, indicating that these traits will respond rapidly to genetic selection. GWAS revealed 11 and 15 SNPs that were significantly associated (P < 10-6) with genetic variation of CH4 and CH4res, respectively. QTLs associated with feed efficiency, residual feed intake, body weight, and height overlapped with significant markers for the traits evaluated. Ten candidate genes were present in the regions of significant SNPs; 3 were associated with CH4 and 7 with CH4res. The identified genes are related to different functions such as modulation of the rumen microbiota, fatty acid production, and lipid metabolism. CH4 and CH4res presented sufficient genetic variation and may respond rapidly to selection. Therefore, these traits can be included in animal breeding programs aimed at reducing enteric methane emissions across generations.
Keywords: Bos indicus; QTLs; genes; genetic variance.
Plain language summary
Genetic selection designed to reduce the amount of enteric methane emission from livestock is a mitigation strategy to ensure more sustainable production over generations since genetic gains are cumulative. Brazil is a large producer of beef, and the Nellore breed (Bos taurus indicus) plays a very important role in this production. There are a few studies evaluating genetic and genomic aspects of enteric methane emission in Nellore cattle. The objectives of the present study were to estimate the heritability of daily methane emission (CH4) and residual daily methane emission (CH4res) in Nellore cattle, as well as to identify genomic regions and candidate genes associated with genetic variation of these traits. The heritability estimates for CH4 and CH4res were of moderate to high magnitude (0.42 ± 0.09 and 0.21 ± 0.09, respectively). Genome-wide association analyses revealed new loci associated with methane emission in Nellore cattle on chromosomes 5, 11, 17, and 20, where 10 candidate genes were identified, 3 for CH4 and 7 for CH4res. The 2 traits possess sufficient genetic variability to be included as selection criteria in breeding programs.
© The Author(s) 2024. Published by Oxford University Press on behalf of the American Society of Animal Science. All rights reserved. For commercial re-use, please contact reprints@oup.com for reprints and translation rights for reprints. All other permissions can be obtained through our RightsLink service via the Permissions link on the article page on our site—for further information please contact journals.permissions@oup.com.
Conflict of interest statement
The authors declare no conflicts of interest.
Figures

Similar articles
-
Unraveling genomic regions with transmission ratio distortion harboring putative lethal alleles and their biological implications in Nellore cattle from experimental selection lines.J Anim Sci. 2025 Jan 4;103:skaf208. doi: 10.1093/jas/skaf208. J Anim Sci. 2025. PMID: 40574678 Free PMC article.
-
Genotype-by-environment interaction for yearling weight of Nellore cattle in pasture and feedlot conditions using a "double" genomic reaction norm model.J Anim Sci. 2025 Jan 4;103:skaf169. doi: 10.1093/jas/skaf169. J Anim Sci. 2025. PMID: 40372201 Free PMC article.
-
Sequence-based GWAS reveals genes and variants associated with predicted methane emissions in French dairy cows.Genet Sel Evol. 2025 Jun 17;57(1):32. doi: 10.1186/s12711-025-00977-z. Genet Sel Evol. 2025. PMID: 40528185 Free PMC article.
-
A meta-analysis of genome-wide association studies to identify candidate genes associated with feed efficiency traits in pigs.J Anim Sci. 2025 Jan 4;103:skaf010. doi: 10.1093/jas/skaf010. J Anim Sci. 2025. PMID: 39847436 Free PMC article.
-
Approaches for predicting dairy cattle methane emissions: from traditional methods to machine learning.J Anim Sci. 2024 Jan 3;102:skae219. doi: 10.1093/jas/skae219. J Anim Sci. 2024. PMID: 39123286 Free PMC article.
Cited by
-
Unraveling genomic regions with transmission ratio distortion harboring putative lethal alleles and their biological implications in Nellore cattle from experimental selection lines.J Anim Sci. 2025 Jan 4;103:skaf208. doi: 10.1093/jas/skaf208. J Anim Sci. 2025. PMID: 40574678 Free PMC article.
References
-
- Alonso-Hearn, M., Canive M., Blanco-Vazquez C., Torremocha R., Balseiro A., Amado J., Varela-Martinez E., Ramos R., Jugo B. M., and Casais C... 2019. R. RNA-Seq analysis of ileocecal valve and peripheral blood from Holstein cattle infected with Mycobacterium avium subsp. paratuberculosis revealed dysregulation of the CXCL8/IL8 signaling pathway. Sci. Rep. 9:1–10. doi: 10.1038/s41598-019-51328-0 - DOI - PMC - PubMed
MeSH terms
Substances
LinkOut - more resources
Full Text Sources