ArticleBMC biology2021
Comprehensive transcriptome and methylome analysis delineates the biological basis of hair follicle development and wool-related traits in Merino sheep.
Article in BMC biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers.
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52 citing papers in PubMed, 118 citations in OpenAlex.
- Integration of GWAS and eQTL analysis reveals regulatory CNVs for fatty acid traits in cattle.iScience · 2026Article
- Comparative Skin Transcriptome Analysis Identifies Candidate Genes Associated with Skin Responses in Hu Sheep Raised Under Different Regional Rearing Conditions.Animals : an open access journal from MDPI · 2026Article
- Whole transcriptome sequencing of different hair types in inner Mongolian cashmere goats.BMC genomics · 2026Article
- Hair Follicles as Micro-Organs: MicroRNA-Mediated Control of Growth, Cycling, and Fiber Traits.Biomolecules · 2026Review
- Correlation Analysis ofGenes · 2026Article
- The mechanism of m6A methylation analysis of the transcriptome to regulate the diameter of Alpine Merino wool fiber.Animal bioscience · 2026Article
- Transcriptome and proteome combined analysis of wool fiber diameter regulation mechanism.Animal bioscience · 2026Article
- Hair follicle organoids: advances in construction, applications, and translational challenges.Frontiers in cell and developmental biology · 2026Review
- Genomic insights into the recent evolution and biodiversity of Italian sheep breeds.Mammalian genome : official journal of the International Mammalian Genome Society · 2025Article
- Molecular Insights into Intramuscular Unsaturated Fatty Acid Deposition in Lambs Through Multi-Omics Profiling.Animals : an open access journal from MDPI · 2025Article
- Comprehensive analysis of 1,771 transcriptomes from 7 tissues enhance genetic and biological interpretations of maize complex traits.G3 (Bethesda, Md.) · 2025Article
- RNA-seq analysis identifies key genes and signaling pathways involved in androgen promotion of sebaceous gland proliferation in Hetian sheep.Scientific reports · 2025Article
- Transcriptomic Analysis of Skin Tissue Reveals Molecular Mechanisms of Thermal Adaptation in Cold-Exposed Lambs.Animals : an open access journal from MDPI · 2025Article
- Article
- A Developmental Gene Expression Atlas Reveals Novel Biological Basis of Complex Phenotypes in Sheep.Genomics, proteomics & bioinformatics · 2025Article
- Transcriptomic profiling of gastrointestinal tracts in dairy cattle during lactation reveals molecular adaptations for milk synthesis.Journal of advanced research · 2025Article
- Genetic and Epigenetic Adaptation Mechanisms of Sheep Under Multi-Environmental Stress Environment.International journal of molecular sciences · 2025Review
- An mRNA expression atlas for the duck with public RNA-seq datasets.BMC genomics · 2025Article
- Transcriptome sequencing reveals the key genes associated with hair follicle development in Qianhua Mutton Merino.Frontiers in veterinary science · 2025Article
- Machine learning driven multi-omics analysis of the genetic mechanisms behind the double-coat fleece formation in Hetian sheep.Frontiers in genetics · 2025Article
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Authors and funding
14 authors at 6 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCharacterization of the molecular mechanisms underlying hair follicle development is of paramount importance in the genetic improvement of wool-related traits in sheep and skin-related traits in humans. The Merino is the most important breed of fine-wooled sheep in the world. In this study, we systematically investigated the complexity of sheep hair follicle development by integrating transcriptome and methylome datasets from Merino sheep skin.
resultsWe analysed 72 sequence datasets, including DNA methylome and the whole transcriptome of four gene types, i.e. protein-coding genes (PCGs), lncRNAs, circRNAs, and miRNAs, across four embryonic days (E65, E85, E105, and E135) and two postnatal days (P7 and P30) from the skin tissue of 18 Merino sheep. We revealed distinct expression profiles of these four gene types across six hair follicle developmental stages, and demonstrated their complex interactions with DNA methylation. PCGs with stage-specific expression or regulated by stage-specific lncRNAs, circRNAs, and miRNAs were significantly enriched in epithelial differentiation and hair follicle morphogenesis. Regulatory network and gene co-expression analyses identified key transcripts controlling hair follicle development. We further predicted transcriptional factors (e.g. KLF4, LEF1, HOXC13, RBPJ, VDR, RARA, and STAT3) with stage-specific involvement in hair follicle morphogenesis. Through integrating these stage-specific genomic features with results from genome-wide association studies (GWAS) of five wool-related traits in 7135 Merino sheep, we detected developmental stages and genes that were relevant with wool-related traits in sheep. For instance, genes that were specifically upregulated at E105 were significantly associated with most of wool-related traits. A phenome-wide association study (PheWAS) demonstrated that candidate genes of wool-related traits (e.g. SPHK1, GHR, PPP1R27, CSRP2, EEF1A2, and PTPN1) in sheep were also significantly associated with dermatological, metabolic, and immune traits in humans.
conclusionsOur study provides novel insights into the molecular basis of hair follicle morphogenesis and will serve as a foundation to improve breeding for wool traits in sheep. It also indicates the importance of studying gene expression in the normal development of organs in understanding the genetic architecture of economically important traits in livestock. The datasets generated here are useful resources for functionally annotating the sheep genome, and for elucidating early skin development in mammals, including humans.
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