ArticlePloS one2017
Genome-wide association studies identified multiple genetic loci for body size at four growth stages in Chinese Holstein cattle.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed, 74 citations in OpenAlex.
- Weighted Single-Step Genomic Evaluation of Body Structural Traits for Early Selection of Growth Performance in Thai Swamp Buffalo.Animals : an open access journal from MDPI · 2026Article
- Single- and Multi-Trait GWASs Combined with Genetic Parameter Estimation Reveal Candidate Genes for Body Conformation Traits in Sika Deer (Animals : an open access journal from MDPI · 2026Article
- Decoding the DNA of Anatolian water buffalo by genome-wide discoveries for body size and ultrasound carcass traits.BMC veterinary research · 2025Article
- Genome-wide association analysis revealed novel candidate genes for body measurement traits in indigenous Gudali and crossbred Simgud in Cameroon.BMC genomics · 2025Article
- Whole-genome resequencing to investigate the genetic diversity and the molecular basis underlying key economic traits in indigenous sheep breeds adapted to hypoxic environments.Frontiers in veterinary science · 2025Article
- Decoding epigenetic markers: implications of traits and genes through DNA methylation in resilience and susceptibility to mastitis in dairy cows.Epigenetics · 2024Article
- Article
- A genome-wide association study of morphometric traits in dromedaries.Veterinary medicine and science · 2023Article
- Identification of Candidate Genes and Functional Pathways Associated with Body Size Traits in Chinese Holstein Cattle Based on GWAS Analysis.Animals : an open access journal from MDPI · 2023Article
- Genome-Wide Association Study for Body Conformation Traits and Fitness in Czech Holsteins.Animals : an open access journal from MDPI · 2022Article
- Incorporating genome-wide and transcriptome-wide association studies to identify genetic elements of longissimus dorsi muscle in Huaxi cattle.Frontiers in genetics · 2022Article
- Genome-Wide Association Study Identifies Candidate Genes Associated with Feet and Leg Conformation Traits in Chinese Holstein Cattle.Animals : an open access journal from MDPI · 2021Article
- Genome-Wide Association Study on Reproduction-Related Body-Shape Traits of Chinese Holstein Cows.Animals : an open access journal from MDPI · 2021Article
- Pathways involved in pony body size development.BMC genomics · 2021Article
- Genetic and Genomic Analyses of Service Sire Effect on Female Reproductive Traits in Holstein Cattle.Frontiers in genetics · 2021Article
- Article
- Taurine and Indicine Haplotype Representation in Advanced Generation Individuals From Three American Breeds.Frontiers in genetics · 2021Article
- Improving the accuracy of genomic evaluation for linear body measurement traits using single-step genomic best linear unbiased prediction in Hanwoo beef cattle.BMC genetics · 2020Article
- A multi-breed GWAS for morphometric traits in four Beninese indigenous cattle breeds reveals loci associated with conformation, carcass and adaptive traits.BMC genomics · 2020Article
- Gene regulation could be attributed to TCF3 and other key transcription factors in the muscle of pubertal heifers.Veterinary medicine and science · 2020Article
Corrections and comments
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Authors and funding
9 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The growth and maturity of cattle body size affect not only feed efficiency, but also productivity and longevity. Dissecting the genetic architecture of body size is critical for cattle breeding to improve both efficiency and productivity. The volume and weight of body size are indicated by several measurements. Among them, Heart Girth (HG) and Hip Height (HH) are the most important traits. They are widely used as predictors of body weight (BW). Few association studies have been conducted for HG and HH in cattle focusing on single growth stage. In this study, we extended the Genome-wide association studies to a full spectrum of four growth stages (6-, 12-, 18-, and 24-months after birth) in Chinese Holstein heifers. The whole genomic single nucleotide polymorphisms (SNPs) were obtained from the Illumina BovineSNP50 v2 BeadChip genotyped on 3,325 individuals. Estimated breeding values (EBVs) were derived for both HG and HH at the four different ages and analyzed separately for GWAS by using the Fixed and random model Circuitous Probability Unification (FarmCPU) method. In total, 27 SNPs were identified to be significantly associated with HG and HH at different growth stages. We found 66 candidate genes located nearby the associated SNPs, including nine genes that were known as highly related to development and skeletal and muscular growth. In addition, biological function analysis was performed by Ingenuity Pathway Analysis and an interaction network related to development was obtained, which contained 16 genes out of the 66 candidates. The set of putative genes provided valuable resources and can help elucidate the genomic architecture and mechanisms underlying growth traits in dairy cattle.
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