ArticleBMC genomics2019
Gene co-expression networks associated with carcass traits reveal new pathways for muscle and fat deposition in Nelore cattle.
Article in BMC genomics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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Who cites it
34 citing papers in PubMed, 57 citations in OpenAlex.
- Integrating bulk and single-cell RNA sequencing with GWAS reveals regulatory networks underpinning complex traits in beef cattle.Journal of animal science and biotechnology · 2026Article
- Gene co-expression networks related to intramuscular fatty acid composition across different pig genotypes.BMC genomics · 2026Article
- Regulatory networks involved in modulating fat deposition in pigs identified by gene co-expression analysis.BMC genomics · 2026Article
- Article
- Dietary oils modulate inflammatory and oxidative responses in pigs: Associations with hepatic gene expression.Veterinary and animal science · 2026Article
- Pan-genome of wild and cultivated rice uncovers genetic diversity, lost and selected sequences during rice domestication.Rice (New York, N.Y.) · 2026Article
- Integrated Transcriptomic Analysis of Liver and Muscle Tissues Reveals Candidate Genes and Pathways Regulating Intramuscular Fat Deposition in Beef Cattle.Animals : an open access journal from MDPI · 2025Article
- Mechanisms of Adipose Tissue Metabolism in Naturally Grazing Sheep at Different Growth Stages: Insights from mRNA and miRNA Profiles.International journal of molecular sciences · 2025Article
- NEDD4 enhances bone‑tendon healing in rotator cuff tears by reducing fatty infiltration.Molecular medicine reports · 2025Article
- Transcriptomic sequencing and differential analysis of Kazakh horse muscles from various anatomical locations.Frontiers in veterinary science · 2025Article
- Transcriptomic profiling of backfat and muscle in Lijiang pigs with divergent body size across growth stages.Scientific reports · 2024Article
- Expression patterns of housekeeping genes and tissue-specific genes in black goats across multiple tissues.Scientific reports · 2024Article
- Large-scale transcriptomic and genomic analyses reveal a novel functional gene SERPINB6 for chicken carcass traits.Journal of animal science and biotechnology · 2024Article
- The Characterization of Subcutaneous Adipose Tissue in Sunit Sheep at Different Growth Stages: A Comprehensive Analysis of the Morphology, Fatty Acid Profile, and Metabolite Profile.Foods (Basel, Switzerland) · 2024Article
- Key co-expressed genes correlated with blood serum parameters of pigs fed with different fatty acid profile diets.Frontiers in genetics · 2024Article
- The Identification of Functional Genes Affecting Fat-Related Meat Traits in Meat-Type Pigeons Using Double-Digest Restriction-Associated DNA Sequencing and Molecular Docking Analysis.Animals : an open access journal from MDPI · 2023Article
- Gene coexpression network analysis reveals perirenal adipose tissue as an important target of prenatal malnutrition in sheep.Physiological genomics · 2023Article
- The Effect of the Feeding System on Fat Deposition in Yak Subcutaneous Fat.International journal of molecular sciences · 2023Article
- BovineCells · 2023Article
- Transcriptome study digs out BMP2 involved in adipogenesis in sheep tails.BMC genomics · 2022Article
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundPositively correlated with carcass weight and animal growth, the ribeye area (REA) and the backfat thickness (BFT) are economic important carcass traits, which impact directly on producer's payment. The selection of these traits has not been satisfactory since they are expressed later in the animal's life and multigene regulated. So, next-generation technologies have been applied in this area to improve animal's selection and better understand the molecular mechanisms involved in the development of these traits. Correlation network analysis, performed by tools like WGCNA (Weighted Correlation Network Analysis), has been used to explore gene-gene interactions and gene-phenotype correlations. Thus, this study aimed to identify putative candidate genes and metabolic pathways that regulate REA and BFT by constructing a gene co-expression network using WGCNA and RNA sequencing data, to better understand genetic and molecular variations behind these complex traits in Nelore cattle.
resultsThe gene co-expression network analysis, using WGCNA, were built using RNA-sequencing data normalized by transcript per million (TPM) from 43 Nelore steers. Forty-six gene clusters were constructed, between them, three were positively correlated (p-value< 0.1) to the BFT (Green Yellow, Ivory, and Light Yellow modules) and, one cluster was negatively correlated (p-value< 0.1) with REA (Salmon module). The enrichment analysis performed by DAVID and WebGestalt (FDR 5%) identified eight Gene Ontology (GO) terms and three KEGG pathways in the Green Yellow module, mostly associated with immune response and inflammatory mechanisms. The enrichment of the Salmon module demonstrated 19 GO terms and 21 KEGG pathways, related to muscle energy metabolism, lipid metabolism, muscle degradation, and oxidative stress diseases. The Ivory and Light yellow modules have not shown significant results in the enrichment analysis.
conclusionWith this study, we verified that inflammation and immune response pathways modulate the BFT trait. Energy and lipid metabolism pathways, highlighting fatty acid metabolism, were the central pathways associated with REA. Some genes, as RSAD2, EIF2AK2, ACAT1, and ACSL1 were considered as putative candidate related to these traits. Altogether these results allow us to a better comprehension of the molecular mechanisms that lead to muscle and fat deposition in bovine.
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