A Developmental Gene Expression Atlas Reveals Novel Biological Basis of Complex Phenotypes in Sheep
Authors:
Open Access
- 1 February 2025
- journal article
- Published by Oxford University Press (OUP) in Genomics, Proteomics & Bioinformatics
- Vol. 23 (1)
Abstract
Sheep (Ovis aries) represent one of the most important livestock species for global animal protein and wool production. However, little is known about the genetic and biological basis of ovine phenotypes, particularly those with high economic value and environmental impact. Here, by integrating 1413 RNA sequencing (RNA-seq) samples from 51 distinct tissues across 14 developmental time points, representing early-prenatal, late-prenatal, neonatal, lamb, juvenile, adult, and elderly stages, we constructed a high-resolution Developmental Gene Expression Atlas (dGEA) in sheep. We observed dynamic patterns of gene expression and regulatory networks across tissues and developmental stages. Leveraging this resource to interpret genetic associations for 48 monogenic and 12 complex traits in sheep, we found that genes upregulated at prenatal developmental stages played more important roles in shaping these phenotypes than those upregulated at postnatal stages. For instance, genetic associations of crimp number, mean staple length (MSL), and individual birthweight were significantly enriched in the prenatal rather than postnatal skin and immune tissues. By comprehensively integrating genome-wide association study (GWAS) fine-mapping results with the sheep dGEA, we identified several candidate genes for complex traits in sheep, such as SOX9 for MSL, GNRHR for litter size at birth, and PRKDC for live weight. These results provide novel insights into the developmental and molecular architecture of ovine phenotypes. The dGEA (https://sheepdgea.njau.edu.cn/) will serve as an invaluable resource for sheep developmental biology, genetics, genomics, and selective breeding.Keywords
This publication has 112 references indexed in Scilit:
- PLINK: A Tool Set for Whole-Genome Association and Population-Based Linkage AnalysesThe American Journal of Human Genetics, 2007
- Identification and analysis of functional elements in 1% of the human genome by the ENCODE pilot projectNature, 2007
- OMIA (Online Mendelian Inheritance in Animals): an enhanced platform and integration into the Entrez search interface at NCBINucleic Acids Research, 2006
- NOISE-ROBUST SOFT CLUSTERING OF GENE EXPRESSION TIME-COURSE DATAJournal of Bioinformatics and Computational Biology, 2005
- Sox9 Is Essential for Outer Root Sheath Differentiation and the Formation of the Hair Stem Cell CompartmentCurrent Biology, 2005
- The human factor: the critical importance of effective teamwork and communication in providing safe careQuality and Safety in Health Care, 2004
- Identification of Novel MyoD Gene Targets in Proliferating Myogenic Stem CellsMolecular and Cellular Biology, 2002
- Independent component analysis: algorithms and applicationsNeural Networks, 2000
- Growth Hormone Activation of Stat 1, Stat 3, and Stat 5 in Rat LiverJournal of Biological Chemistry, 1996
- Functional redundancy of the muscle-specific transcription factors Myf5 and myogeninNature, 1996