ArticleJournal of animal science and biotechnology2022
Weighted single-step GWAS and RNA sequencing reveals key candidate genes associated with physiological indicators of heat stress in Holstein cattle.
Article in Journal of animal science and biotechnology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.
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Who cites it
31 citing papers in PubMed, 58 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
- Potential Applications of Genome-Wide Association Studies in Establishing Climate Resilience in Livestock: A Comprehensive Review.International journal of molecular sciences · 2026Review
- Integrating Precision Livestock Farming and Genomic Tools for Heat Stress Mitigation in South African Dairy Cattle.Animals : an open access journal from MDPI · 2026Review
- Genome-Wide Association Study of Leukocyte Traits Reveals Candidate Genes Associated With Immunity in Holstein Cattle From Southern China.Veterinary medicine and science · 2026Article
- Whole-genome sequencing reveals genomic diversity and selection signatures for adaptation in South African Afrikaner and Bonsmara cattle.Frontiers in genetics · 2026Article
- Analysis of Inbreeding Coefficient and Genetic Diversity in Xinjiang Brown Cattle Based on Pedigree and ROH Evaluation.Animals : an open access journal from MDPI · 2025Article
- Comprehensive and In-Depth Molecular and Pathway Studies of the Hippocampus in Alzheimer's Disease.Cellular and molecular neurobiology · 2025Article
- Climate Change and State of the Art of the Sustainable Dairy Farming: A Systematic Review.Animals : an open access journal from MDPI · 2025Review
- Identification of single nucleotide polymorphisms (SNPs) associated with heat stress and milk production traits in Chinese holstein cows.BMC genomics · 2025Article
- Breeding for improved heat tolerance in dairy cattle: Methods, challenges, and progress.JDS communications · 2025Article
- Potential Genetic Markers Associated with Environmental Adaptability in Herbivorous Livestock.Animals : an open access journal from MDPI · 2025Review
- Association of GenesInternational journal of molecular sciences · 2025Article
- Identified Candidate Genes of Semen Trait in Three Pig Breeds Through Weighted GWAS and Multi-Tissue Transcriptome Analysis.Animals : an open access journal from MDPI · 2025Article
- Heat stress affects dairy cow performance via oxidative stress, hypothalamic-pituitary-adrenal axis, gut microbiota, and multi-dimensional mitigation.Frontiers in veterinary science · 2025Review
- Evolution of agricultural biotechnology is the paradigm shift in crop resilience and development: a review.Frontiers in plant science · 2025Review
- Genetic estimates and genome-wide association studies of antibody response in Tanzanian dairy cattle.Frontiers in genetics · 2025Article
- Applications of Next-Generation Sequencing Technologies and Statistical Tools in Identifying Pathways and Biomarkers for Heat Tolerance in Livestock.Veterinary sciences · 2024Review
- Comprehensive genome-wide analysis of genetic loci and candidate genes associated with litter traits in purebred Berkshire pigs of Korea.Animal bioscience · 2024Article
- Association analysis of HSP90AA1 polymorphism with thermotolerance in tropically adapted Indian crossbred cattle.Tropical animal health and production · 2024Article
- Weighted single-step genome-wide association study to reveal new candidate genes for productive traits of Landrace pig in Korea.Journal of animal science and technology · 2024Article
Corrections and comments
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Authors and funding
12 authors at 7 institutions in 3 countries.
Funding
Abstract
backgroundThe study of molecular processes regulating heat stress response in dairy cattle is paramount for developing mitigation strategies to improve heat tolerance and animal welfare. Therefore, we aimed to identify quantitative trait loci (QTL) regions associated with three physiological indicators of heat stress response in Holstein cattle, including rectal temperature (RT), respiration rate score (RS), and drooling score (DS). We estimated genetic parameters for all three traits. Subsequently, a weighted single-step genome-wide association study (WssGWAS) was performed based on 3200 genotypes, 151,486 phenotypic records, and 38,101 animals in the pedigree file. The candidate genes located within the identified QTL regions were further investigated through RNA sequencing (RNA-seq) analyses of blood samples for four cows collected in April (non-heat stress group) and four cows collected in July (heat stress group).
resultsThe heritability estimates for RT, RS, and DS were 0.06, 0.04, and 0.03, respectively. Fourteen, 19, and 20 genomic regions explained 2.94%, 3.74%, and 4.01% of the total additive genetic variance of RT, RS, and DS, respectively. Most of these genomic regions are located in the Bos taurus autosome (BTA) BTA3, BTA6, BTA8, BTA12, BTA14, BTA21, and BTA24. No genomic regions overlapped between the three indicators of heat stress, indicating the polygenic nature of heat tolerance and the complementary mechanisms involved in heat stress response. For the RNA-seq analyses, 2627 genes were significantly upregulated and 369 downregulated in the heat stress group in comparison to the control group. When integrating the WssGWAS, RNA-seq results, and existing literature, the key candidate genes associated with physiological indicators of heat stress in Holstein cattle are: PMAIP1, SBK1, TMEM33, GATB, CHORDC1, RTN4IP1, and BTBD7.
conclusionsPhysiological indicators of heat stress are heritable and can be improved through direct selection. Fifty-three QTL regions associated with heat stress indicators confirm the polygenic nature and complex genetic determinism of heat tolerance in dairy cattle. The identified candidate genes will contribute for optimizing genomic evaluation models by assigning higher weights to genetic markers located in these regions as well as to the design of SNP panels containing polymorphisms located within these candidate genes.
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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 Socratic graph.