ArticleBMC genomics2019
Genome wide association and gene enrichment analysis reveal membrane anchoring and structural proteins associated with meat quality in beef.
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 31 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
31 citing papers in PubMed, 78 citations in OpenAlex.
- Genes Involved in Lipid, Carbohydrate, and Protein Metabolism as Candidates Affecting Beef Flavor.Animals : an open access journal from MDPI · 2026Article
- Article
- Signature of Selection Analysis Reveals Candidate Genes Related to Climate Adaptation and Production Traits in Lao Native Goats.Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie · 2026Article
- Integrated Transcriptomic and Metabolomic Analysis of the Mechanism of Intramuscular Fat Differences in Wandong Cattle.International journal of molecular sciences · 2025Article
- Identification of Genomic Structural Variations in Xinjiang Brown Cattle by Deep Sequencing and Their Association with Body Conformation Traits.International journal of molecular sciences · 2025Article
- Genome-Wide Association Study for Belly Traits in Canadian Commercial Crossbred Pigs.Animals : an open access journal from MDPI · 2025Article
- Review
- Breed of origin analysis in genome-wide association studies: enhancing SNP-based insights into production traits in a commercial Brangus population.BMC genomics · 2024Article
- Elucidation of population stratifying markers and selective sweeps in crossbred Landlly pig population using genome-wide SNP data.Mammalian genome : official journal of the International Mammalian Genome Society · 2024Article
- Comprehensive genotyping analysis of single nucleotide polymorphisms responsible for beef marbling in Japanese Black cattle.BMC genomic data · 2024Article
- Genome-Wide Association Study Reveals Novel Loci Associated with Body Conformation Traits in Qinchuan Cattle.Animals : an open access journal from MDPI · 2023Article
- Sequence level genome-wide associations for bull production and fertility traits in tropically adapted bulls.BMC genomics · 2023Article
- Hepatic Transcriptome Analysis Reveals Genes, Polymorphisms, and Molecules Related to Lamb Tenderness.Animals : an open access journal from MDPI · 2023Article
- Genome-wide diversity and admixture of five indigenous cattle populations from the Tigray region of northern Ethiopia.Frontiers in genetics · 2023Article
- Identification of the genetic basis of sow pelvic organ prolapse.Frontiers in genetics · 2023Article
- High-density SNP markers elucidate the genetic divergence and population structure of Noticiana sheep breed in the Mediterranean context.Frontiers in veterinary science · 2023Article
- Genome-wide association study on abdomen depth, head width, hip width, and withers height in native cattle of Guilan (Bos indicus).PloS one · 2023Article
- Article
- DNA methylation may affect beef tenderness through signal transduction in Bos indicus.Epigenetics & chromatin · 2022Article
- Genetic diversity and population structure of six autochthonous pig breeds from Croatia, Serbia, and Slovenia.Genetics, selection, evolution : GSE · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMeat quality related phenotypes are difficult and expensive to measure and predict but are ideal candidates for genomic selection if genetic markers that account for a worthwhile proportion of the phenotypic variation can be identified. The objectives of this study were: 1) to perform genome wide association analyses for Warner-Bratzler Shear Force (WBSF), marbling, cooking loss, tenderness, juiciness, connective tissue and flavor; 2) to determine enriched pathways present in each genome wide association analysis; and 3) to identify potential candidate genes with multiple quantitative trait loci (QTL) associated with meat quality.
resultsThe WBSF, marbling and cooking loss traits were measured in longissimus dorsi muscle from 672 steers. Out of these, 495 animals were used to measure tenderness, juiciness, connective tissue and flavor by a sensory panel. All animals were genotyped for 221,077 markers and included in a genome wide association analysis. A total number of 68 genomic regions covering 52 genes were identified using the whole genome association approach; 48% of these genes encode transmembrane proteins or membrane associated molecules. Two enrichment analysis were performed: a tissue restricted gene enrichment applying a correlation analysis between raw associated single nucleotide polymorphisms (SNPs) by trait, and a functional classification analysis performed using the DAVID Bioinformatic Resources 6.8 server. The tissue restricted gene enrichment approach identified eleven pathways including "Endoplasmic reticulum membrane" that influenced multiple traits simultaneously. The DAVID functional classification analysis uncovered eleven clusters related to transmembrane or structural proteins. A gene network was constructed where the number of raw associated uncorrelated SNPs for each gene across all traits was used as a weight. A multiple SNP association analysis was performed for the top five most connected genes in the gene-trait network. The gene network identified the EVC2, ANXA10 and PKHD1 genes as potentially harboring multiple QTLs. Polymorphisms identified in structural proteins can modulate two different processes with direct effect on meat quality: in vivo myocyte cytoskeletal organization and postmortem proteolysis.
conclusionThe main result from the present analysis is the uncovering of several candidate genes associated with meat quality that have structural function in the skeletal muscle.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.