ArticleBMC genomics2017
CNV discovery for milk composition traits in dairy cattle using whole genome resequencing.
Article in BMC genomics, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers, 1 of them a synthesis that pooled it.
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Who cites it
52 citing papers in PubMed, 1 synthesis or guideline pooled it, 103 citations in OpenAlex.
- Unveiling the Genetic Landscape of Feed Efficiency in Holstein Dairy Cows: Insights into Heritability, Genetic Markers, and Pathways via Meta-Analysis.Journal of animal science · 2024Pooled it
- Genome-wide characterization of copy number variations in Nagami Mithun (Bos frontalis) using whole-genome resequencing.Mammalian genome : official journal of the International Mammalian Genome Society · 2026Article
- Stearoyl-CoA desaturase 5 (SCD5) in lipid remodeling: From molecular control to pathophysiology.Journal of lipid research · 2026Review
- Whole-genome resequencing suggests adaptive role of copy number variation regions in Indian cattle.Tropical animal health and production · 2026Article
- Whole genome resequencing reveals the genetic basis of stature in short-statured Indian cattle.Scientific reports · 2026Article
- Integration of ATAC-Seq, Transcriptomic, and Proteomics Reveals the Molecular Mechanism of Intramuscular Fat Deposition and Meat Tenderness Regulation in Pig Breeds.Biomolecules · 2025Article
- Genomic insights into the recent evolution and biodiversity of Italian sheep breeds.Mammalian genome : official journal of the International Mammalian Genome Society · 2025Article
- Cataloging copy number variation regions and allied diversity in goat breeds spanning pan India.Mammalian genome : official journal of the International Mammalian Genome Society · 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
- Detecting and characterizing copy number variation in a large commercial U.S. Holstein cattle population.BMC genomics · 2025Article
- Genome-wide copy number variation regions in indigenous (Bos indicus) cattle breeds of Tamil Nadu, India.Animal bioscience · 2025Article
- Genome-wide association study of copy number variation and early growth traits in inner Mongolian cashmere goats.Frontiers in veterinary science · 2025Article
- Insights into Adaption and Growth Evolution: Genome-Wide Copy Number Variation Analysis in Chinese Hainan Yellow Cattle Using Whole-Genome Re-Sequencing Data.International journal of molecular sciences · 2024Article
- Genome-wide selection signatures address trait specific candidate genes in cattle indigenous to arid regions of India.Animal biotechnology · 2024Article
- A comprehensive map of copy number variations in dromedary camels based on whole genome sequence data.Scientific reports · 2024Article
- Review
- Whole Genome Scan Uncovers Candidate Genes Related to Milk Production Traits in Barka Cattle.International journal of molecular sciences · 2024Article
- Genome-Wide Detection of Copy Number Variations and Their Potential Association with Carcass and Meat Quality Traits in Pingliang Red Cattle.International journal of molecular sciences · 2024Article
- Identify Candidate Genes Associated with the Weight and Egg Quality Traits in Wenshui Green Shell-Laying Chickens by the Copy Number Variation-Based Genome-Wide Association Study.Veterinary sciences · 2024Article
- Integrated 4D Analysis of Intramuscular Fat Deposition: Quantitative Proteomic and Transcriptomic Studies in Wannanhua Pig Longissimus Dorsi Muscle.Animals : an open access journal from MDPI · 2024Article
Corrections and comments
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Authors and funding
8 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCopy number variations (CNVs) are important and widely distributed in the genome. CNV detection opens a new avenue for exploring genes associated with complex traits in humans, animals and plants. Herein, we present a genome-wide assessment of CNVs that are potentially associated with milk composition traits in dairy cattle.
resultsIn this study, CNVs were detected based on whole genome re-sequencing data of eight Holstein bulls from four half- and/or full-sib families, with extremely high and low estimated breeding values (EBVs) of milk protein percentage and fat percentage. The range of coverage depth per individual was 8.2-11.9×. Using CNVnator, we identified a total of 14,821 CNVs, including 5025 duplications and 9796 deletions. Among them, 487 differential CNV regions (CNVRs) comprising ~8.23 Mb of the cattle genome were observed between the high and low groups. Annotation of these differential CNVRs were performed based on the cattle genome reference assembly (UMD3.1) and totally 235 functional genes were found within the CNVRs. By Gene Ontology and KEGG pathway analyses, we found that genes were significantly enriched for specific biological functions related to protein and lipid metabolism, insulin/IGF pathway-protein kinase B signaling cascade, prolactin signaling pathway and AMPK signaling pathways. These genes included INS, IGF2, FOXO3, TH, SCD5, GALNT18, GALNT16, ART3, SNCA and WNT7A, implying their potential association with milk protein and fat traits. In addition, 95 CNVRs were overlapped with 75 known QTLs that are associated with milk protein and fat traits of dairy cattle (Cattle QTLdb).
conclusionsIn conclusion, based on NGS of 8 Holstein bulls with extremely high and low EBVs for milk PP and FP, we identified a total of 14,821 CNVs, 487 differential CNVRs between groups, and 10 genes, which were suggested as promising candidate genes for milk protein and fat traits.
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