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Wang W, Pang Z, Zhang S, Yang P, Pan Y, Qiao L, Yang K, Liu J, Wang R, Liu W. Multi-omics integrated analysis reveals the molecular mechanism of tail fat deposition differences in sheep with different tail types. BMC Genomics 2025; 26:465. [PMID: 40346476 PMCID: PMC12065285 DOI: 10.1186/s12864-025-11658-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2025] [Accepted: 04/30/2025] [Indexed: 05/11/2025] Open
Abstract
BACKGROUND The accumulation of tail fat in sheep is a manifestation of adaptive evolution to the environment. Sheep with different tail types show significant differences in physiological functions and tail fat deposition. Although these differences reflect the developmental mechanism of tail fat under different gene regulation, the situation of sheep tail fat tissue at the single cell level has not been explored, and its molecular mechanism still needs to be further elucidated. RESULTS Here, we characterized the genomic features of sheep with different tail types, detected the transcriptomic differences in tail adipose tissue between fat-tailed and thin-tailed sheep, established a single-cell atlas of sheep tail adipose tissue, and screened potential molecular markers (SESN1, RPRD1A and RASGEF1B) that regulate differences in sheep tail fat deposition through multi-omics integrated analysis. We found that the differential mechanism of sheep tail fat deposition not only involves adipocyte differentiation and proliferation, but is also closely related to cell-specific communication networks (When adipocytes act as signal outputters, LAMININ and other signal pathways are strongly expressed in guangling large tailed sheep and hu sheep), including interactions with immune cells and tissue remodeling to drive the typing of tail fat. In addition, we revealed the differentiation trajectory of sheep tail adipocytes through pseudo-time analysis and constructed the cell communication network of sheep tail adipose tissue. CONCLUSIONS Our results provide insights into the molecular mechanisms of tail fat deposition in sheep with different tail types, and provide a deeper explanation for the development and functional regulation of adipocytes.
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Affiliation(s)
- Wannian Wang
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Zhixv Pang
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Siying Zhang
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Pengkun Yang
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Yangyang Pan
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Liying Qiao
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Kaijie Yang
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
| | - Jianhua Liu
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China
- Key Laboratory of Farm Animal Genetic Resources Exploration and Precision Breeding of Shanxi Province, Taigu, 030801, China
| | - Ruizhen Wang
- Academy of Chinese Medical Sciences, Henan University of Chinese Medicine, Zhengzhou, 450046, China
| | - Wenzhong Liu
- Department of Animal Genetics, Breeding and Reproduction, College of Animal Science, Shanxi Agricultural University, Taigu, 030801, China.
- Key Laboratory of Farm Animal Genetic Resources Exploration and Precision Breeding of Shanxi Province, Taigu, 030801, China.
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Jin M, Liu G, Liu E, Wang L, Jiang Y, Zheng Z, Lu J, Lu Z, Ma Y, Liu Y, Quan K, Jin H, Jiang X, Fei X, Li T, Cao J, Yuan Z, Du L, Wang H, Wei C. Genomic insights into the population history of fat-tailed sheep and identification of two mutations that contribute to fat tail adipogenesis. J Adv Res 2025:S2090-1232(25)00304-2. [PMID: 40339746 DOI: 10.1016/j.jare.2025.05.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 04/13/2025] [Accepted: 05/05/2025] [Indexed: 05/10/2025] Open
Abstract
INTRODUCTION Since their domestication, domestic sheep (Ovis aries) have been culturally and economically significant farming animals worldwide. Fat-tailed sheep serve as a unique genetic resource for understanding adipogenesis and adaptive evolution in livestock. OBJECTIVES Several genomic analyses have been conducted on various sheep breeds to elucidate the genome and regulation mechanism of the fat tail trait, prior genomic studies have failed to reconcile conflicting evidence about the genetic basis of tail morphology, particularly regarding the roles of PDGFD and BMP2. METHODS Here, we conducted whole-genome resequencing of 283 sheep, encompassing 66 domestic breeds and 5 wild ovine species, to investigate the domestication history and selection signatures of fat-tailed sheep. Additionally, we performed transcriptome sequencing on adipose tissue to identify differentially expressed genes and cellular assays to validate these results. RESULTS Demographic analysis revealed that domestic sheep descended from Asiatic mouflon and fat-tailed sheep began to diverge from thin-tailed sheep approximately 4.4-7.5 thousand years ago in East Asia. Chinese indigenous sheep were classified into Mongolian, Kazakh, Tibetan, and Yunnan populations. The Yunnan population may have experienced more recent genetic introgression from wild species, rather than an independent domestication event. Moreover, many potential regions associated with the fat-tailed phenotype (DDI1, PDGFD, and BMP2) were identified by selective sweep and genome-wide association analyses. Additionally, a fine-scale analysis of fat-tailed and thin-tailed sheep revealed two novel mutations: a G/A missense variant of PDGFD (Chr15: 3900312) and a C/T missense variant of BMP2 (Chr13: 48462350), both of which were significantly associated with tail adiposity. Functional validation demonstrated that mutant A-PDGFD significantly activated PFGFD expression and reduced fat deposition compared to wildtype. The C-BMP2 mutant activated BMP2 expression and promoted preadipocyte fat deposition. CONCLUSION Our study provides the first evidence that these genes jointly regulate fat tail development through complementary mechanisms: PDGFD promotes adipose expansion, whereas BMP2 modulates energy partitioning. These findings offer new insights into the evolutionary history of fat-tailed sheep and identify potential targets for precision breeding in small ruminants.
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Affiliation(s)
- Meilin Jin
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China
| | - Gang Liu
- National Center of Preservation & Utilization of Animal Genetic Resources, National Animal Husbandry Service, Beijing 100125, China
| | - Enmin Liu
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China
| | - Lizhong Wang
- BGI-Genomics, BGI-Shenzhen, Shenzhen 518083, China
| | - Yu Jiang
- College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Zhuqing Zheng
- College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China
| | - Jian Lu
- National Center of Preservation & Utilization of Animal Genetic Resources, National Animal Husbandry Service, Beijing 100125, China
| | - Zengkui Lu
- Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou 730050, China
| | - Youji Ma
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou 730070, China
| | - Yongbin Liu
- Inner Mongolia Academy of Agriculture and Animal Husbandry Sciences, Hohhot 010031, China
| | - Kai Quan
- College of Animal Science and Technology, Henan University of Animal Husbandry and Economy, Zhengzhou 450046, China
| | - Hai Jin
- Inner Mongolia Academy of Agriculture and Animal Husbandry Sciences, Hohhot 010031, China
| | - Xunping Jiang
- College of Animal Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Xiaojuan Fei
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China
| | - Taotao Li
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China
| | - Jiaxue Cao
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China
| | - Zehu Yuan
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225009, China
| | - Lixin Du
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Huihua Wang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
| | - Caihong Wei
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China.
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3
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Zhu L, Tang L, Zhang K, Nie H, Gou X, Kong X, Deng W. Genetic and Epigenetic Adaptation Mechanisms of Sheep Under Multi-Environmental Stress Environment. Int J Mol Sci 2025; 26:3261. [PMID: 40244095 PMCID: PMC11989891 DOI: 10.3390/ijms26073261] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2025] [Revised: 03/28/2025] [Accepted: 03/29/2025] [Indexed: 04/18/2025] Open
Abstract
Sheep (Ovis aries), domesticated from wild Asian mouflon ~10,000 years ago, are an important livestock species adapted to various ecological environments. Recent advancements in high-throughput sequencing and global environmental databases have facilitated the exploration of genetic-environmental associations, uncovering the genetic and epigenetic mechanisms behind sheep's adaptation to multiple environments. Studies show that HIF-1α and EPAS1 enhance high-altitude adaptation via hypoxic stress regulation; UCP1 contributes to cold adaptation through non-shivering thermogenesis; SLC4A4 and GPX3 increase drought resistance by regulating renal water reabsorption; and SOCS2 likely plays a role in metabolic and stress response regulation. Additionally, sheep adapt to temperature, drought, and environmental stress through DNA methylation, transcriptional regulation (e.g., SOD1, GPX4), heat shock proteins (e.g., HSP70), and metabolic pathways (e.g., UCP1). These findings offer valuable insights for improving sheep breeding and genetic enhancement. This review summarizes the mechanisms of adaptation to high altitude, cold, heat, drought, and comprehensive climate stress.
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Affiliation(s)
- Li Zhu
- Yunnan Provincial Key Laboratory of Animal Nutrition and Feed Science, Faculty of Animal Science and Technology, Yunnan Agricultural University, Kunming 650201, China; (L.Z.); zero-- (L.T.)
| | - Lin Tang
- Yunnan Provincial Key Laboratory of Animal Nutrition and Feed Science, Faculty of Animal Science and Technology, Yunnan Agricultural University, Kunming 650201, China; (L.Z.); zero-- (L.T.)
| | - Kang Zhang
- School of Animal Science and Technology, Foshan University, Foshan 528231, China; (K.Z.); (H.N.); (X.G.)
| | - Hongyu Nie
- School of Animal Science and Technology, Foshan University, Foshan 528231, China; (K.Z.); (H.N.); (X.G.)
| | - Xiao Gou
- School of Animal Science and Technology, Foshan University, Foshan 528231, China; (K.Z.); (H.N.); (X.G.)
| | - Xiaoyan Kong
- Yunnan Provincial Key Laboratory of Animal Nutrition and Feed Science, Faculty of Animal Science and Technology, Yunnan Agricultural University, Kunming 650201, China; (L.Z.); zero-- (L.T.)
| | - Weidong Deng
- Yunnan Provincial Key Laboratory of Animal Nutrition and Feed Science, Faculty of Animal Science and Technology, Yunnan Agricultural University, Kunming 650201, China; (L.Z.); zero-- (L.T.)
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4
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Xie Y, Li X, Liang H, Chu M, Cao G, Jiang Y. Integrated multiomic profiling of tail adipose tissue highlights novel genes, lipids, and metabolites involved in tail fat deposition in sheep. BMC Genomics 2025; 26:212. [PMID: 40033184 PMCID: PMC11877962 DOI: 10.1186/s12864-025-11380-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Accepted: 02/18/2025] [Indexed: 03/05/2025] Open
Abstract
BACKGROUND Tail fat is important for fat-tailed or fat-rumped sheep to survive in harsh environments. However, the molecular mechanism underlying tail fat deposition in sheep remains unclear. In this study, we comprehensively characterized the transcriptome, untargeted lipidome, and targeted metabolome profiles of the tail adipose tissues from Large-tailed Han sheep (long fat-tailed sheep) and Hu sheep (short fat-tailed sheep). RESULTS We identified 183 differentially expressed genes (DEGs), 55 differential lipids (DLs) and 17 differential metabolites (DMs) in the adipose tissues of the tails from Large-tailed Han and Hu sheep. Among the 183 DEGs selected (Q values ≤ 0.05 and│Log2(FC)│≥ 0.5), 18 DEGs, such as UCP3, ELOVL7 and GDF10, were directly associated with lipid metabolism identified via Gene Ontology (GO) analysis. Some genes, such as PPP3R1A, ADRA1, and DSLC46A2, were reportedly associated with lipid metabolism. A fold change ≥ 1.2 or ≤ 0.83 and a P-value < 0.05 were set as the default threshold to select the DLs and DMs. Among the 55 DLs, 36 DLs were phosphatidylcholines and 9 DLs were phosphatidylethanolamines. The top six DLs with the greatest differences in content were LPE (20:4) (up), PC (42:10) (up), PC (42:8) (up), PC (16:1/16:1) (down), PC (29:0) (down), and PC (32:2) (down). DMs related to the tricarboxylic acid cycle, such as D-glucose, cis-aconitic acid and citric acid were abundant in the tail fat of Large-tailed Han sheep. The DEGs, DLs and DMs were enriched mainly in the ferroptosis, the extracellular matrix (ECM)-receptor interaction, cGMP-PKG, calcium signaling and pathways related to cardiomyopathy and the tricarboxylic acid cycle. CONCLUSION This study obtained profiles of the transcriptome, lipidome and metabolome of the tail fat tissues of sheep with long and short fat tails. The findings suggested that ELOVL7, UCP3 and ferroptosis, ECM-receptor interaction pathways contributed to the difference in fat deposition, and phosphatidylcholines biosynthesis and tricarboxylic acid cycle may affect lipid metabolism in sheep tails. The results enhance our understanding of the differences in fat deposition in sheep tail.
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Affiliation(s)
- Yujing Xie
- School of Agriculture and Biology, Liaocheng University, Liaocheng, 252059, China
| | - Xin Li
- School of Agriculture and Biology, Liaocheng University, Liaocheng, 252059, China
| | - Huili Liang
- School of Agriculture and Biology, Liaocheng University, Liaocheng, 252059, China
| | - Mingxing Chu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, 100193, China
| | - Guiling Cao
- School of Agriculture and Biology, Liaocheng University, Liaocheng, 252059, China.
- Shandong Provincial Key Laboratory of Animal Biotechnology and Disease Control and Prevention, Shandong Agricultural University, Tai'an, China.
| | - Yunliang Jiang
- Shandong Provincial Key Laboratory of Animal Biotechnology and Disease Control and Prevention, Shandong Agricultural University, Tai'an, China.
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5
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Zhang D, Cheng J, Li X, Huang K, Yuan L, Zhao Y, Xu D, Zhang Y, Zhao L, Yang X, Ma Z, Xu Q, Li C, Wang X, Zheng C, Tang D, Nian F, Yue X, Li W, Tian H, Weng X, Hu P, Feng Y, Kalds P, Jiang Z, Zhao Y, Zhang X, Li F, Wang W. Comprehensive multi-tissue epigenome atlas in sheep: A resource for complex traits, domestication, and breeding. IMETA 2024; 3:e254. [PMID: 39742295 PMCID: PMC11683475 DOI: 10.1002/imt2.254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Revised: 11/19/2024] [Accepted: 11/26/2024] [Indexed: 01/03/2025]
Abstract
Comprehensive functional genome annotation is crucial to elucidate the molecular mechanisms of agronomic traits in livestock, yet systematic functional annotation of the sheep genome is lacking. Here, we generated 92 transcriptomic and epigenomic data sets from nine major tissues, along with whole-genome data from 2357 individuals across 29 breeds worldwide, and 4006 phenotypic data related to tail fat weight. We constructed the first multi-tissue epigenome atlas in terms of functional elements, chromatin states, and their functions and explored the utility of the functional elements in interpreting phenotypic variation during sheep domestication and improvement. Particularly, we identified a total of 753,723 nonredundant functional elements, with over 60% being novel. We found tissue-specific promoters and enhancers related to sensory abilities and immune response that were highly enriched in genomic regions influenced by domestication, while longissimus dorsi tissue-specific active enhancers and tail fat tissue-specific active promoters were highly enriched in genomic regions influenced by breeding and improvement. Notably, a variant, Chr13:51760995A>C, located in an enhancer region, was identified as a causal variant for tail fat deposition based on multi-layered data sets. Overall, this research provides foundational resources and a successful case for future investigations of complex traits in sheep through the integration of multi-omics data sets.
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Affiliation(s)
- Deyin Zhang
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Jiangbo Cheng
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Xiaolong Li
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Kai Huang
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Lvfeng Yuan
- Lanzhou Veterinary Research InstituteChinese Academy of Agricultural Sciences (CAAS)LanzhouChina
| | - Yuan Zhao
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Dan Xu
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Yukun Zhang
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Liming Zhao
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Xiaobin Yang
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Zongwu Ma
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Quanzhong Xu
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Chong Li
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Xiaojuan Wang
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Chen Zheng
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Defu Tang
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Fang Nian
- College of ScienceGansu Agricultural UniversityLanzhouChina
| | - Xiangpeng Yue
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Wanhong Li
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Huibin Tian
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Xiuxiu Weng
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Peng Hu
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of EducationShanghai Ocean UniversityShanghaiChina
| | - Yuanqing Feng
- Department of GeneticsUniversity of PennsylvaniaPhiladelphiaPAUSA
| | | | - Zhihua Jiang
- Department of Animal Sciences and Center for Reproductive BiologyWashington State University (WSU)PullmanWAUSA
| | - Yunxia Zhao
- Key Laboratory of Agricultural Animal Genetics, Breeding, and Reproduction of the Ministry of EducationHuazhong Agricultural UniversityWuhanChina
| | - Xiaoxue Zhang
- College of Animal Science and TechnologyGansu Agricultural UniversityLanzhouChina
| | - Fadi Li
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
| | - Weimin Wang
- State Key Laboratory of Herbage Improvement and Grassland Agro‐ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Afairs; Engineering Research Center of Grassland Industry, Ministry of Education; College of Pastoral Agriculture Science and TechnologyLanzhou UniversityLanzhouChina
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Zhang J, Zhang CL, Li X, Yang R, Zhou W, Han Z, Liu S. Genetic analysis of key agronomic traits of local sheep breeds in Xinjiang, China. Int J Biol Macromol 2024; 280:135869. [PMID: 39341303 DOI: 10.1016/j.ijbiomac.2024.135869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 09/19/2024] [Accepted: 09/19/2024] [Indexed: 10/01/2024]
Abstract
The formation of sheep (Ovis aries) breeds is influenced by different ecological environments and populations with different living habits, resulting in the development of germplasm resources with stable genetic key agronomic traits. Thus, investigating the genetic mechanisms behind various agronomic traits can enhance the conservation and utilization of diverse sheep breeds. Here, we explored the sheep variome and selection signatures using the Ovine Infinium HD SNP BeadChip (600 K SNPs) from 23 sheep breeds, comprising a total of 1215 sheep. The genetic mechanisms of wool quality and tail morphology were analyzed by selective sweep and genome-wide association study. Based on the results of within-population selective sweep analysis, we performed gene network analysis and divided them into 6 gene communities. We identified genetic regions containing genes linked to sheep wool and tail, which have been and may continue to be important targets for breeding and selection. Furthermore, our results revealed the expression profiles of genes in these regions across different biological systems. Our study provides insights into categorizing sheep breeds into distinct gene communities, as well as references for constructing genetic network pathways related to key agronomic traits in sheep and other domestic animals.
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Affiliation(s)
- Jihu Zhang
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Cheng-Long Zhang
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Xiaopeng Li
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Ruizhi Yang
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Wen Zhou
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Zhipeng Han
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China
| | - Shudong Liu
- College of Animal Science and Technology, Tarim University, Xinjiang, China; Key Laboratory of Tarim Animal Husbandry Science and Technology, Xinjiang Production & Construction Corps, Xinjiang, China.
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7
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Wang J, Xing C, Wang H, Zhang H, Wei W, Xu J, Liu Y, Guo X, Jiang R. Identification of key modules and hub genes involved in regulating the feather follicle development of Wannan chickens using WGCNA. Poult Sci 2024; 103:103903. [PMID: 38908121 PMCID: PMC11253687 DOI: 10.1016/j.psj.2024.103903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 05/21/2024] [Accepted: 05/22/2024] [Indexed: 06/24/2024] Open
Abstract
Carcass appearance is important economic trait, which affects customers in making purchase decisions. Both density and diameter of feather follicles are two important indicators of carcass appearance. However, the regulatory network and key genes be involved in feather follicle development remain poorly understood. To identify key genes and modules that involved in feather follicle development in chickens, 16 transcriptome datasets of Wannan chickens skin tissue (3 birds at the E9, E11, and E14, respectively, and 7 birds at the 12W) were used for weighted gene co-expression network analysis (WGCNA) analysis, and 12 skin tissue samples (3 birds for each stage) were selected for DEGs analysis. A total of 5,025, 2,337, and 10,623 DEGs were identified in 3 comparison groups, including the E9 vs. E11, the E11 vs. E14, and the E14 vs. 12W. Additionally, 31 co-expression gene modules were identified by WGCNA and the dark-orange, cyan, and blue module were found to be significantly associated with feather follicle development (p < 0.01). In total, 92,898 and 8,448 hub genes were obtained in the dark-orange, cyan, and blue modules, respectively. We focused on the cyan and blue modules, as 6 and 336 hub genes of these modules were identified to overlap with the DEGs of the three comparison groups, respectively. The 6 overlapped genes such as LAMC2, COL6A3, and COL6A2 etc., were over-represented in 12 categories such as focal adhesion and ECM-receptor interaction signaling pathway. Among the 336 genes that overlapped between the blue module and different DEGs comparison groups several genes including WNT7A and WNT9B were enriched in Wnt and ECM-receptor interaction signaling pathway. These results suggested that the LAMC2, COL6A3, COL6A2, WNT7A, and WNT9B genes may play a crucial role in the regulation of feather follicle development in Wannan chickens. Our results provided a reference for the molecular regulatory network and key genes in the development of feather follicles and contribute to molecular breeding for carcass appearance traits in chickens.
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Affiliation(s)
- Jiangxian Wang
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Chaohui Xing
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Hao Wang
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Hong Zhang
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Wei Wei
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Jinmei Xu
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Yanan Liu
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Xing Guo
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China
| | - Runshen Jiang
- College of Animal Science and Technology, Anhui Agricultural University, Hefei 230036, China.
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8
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An L, Pan Y, Yuan M, Wen Z, Qiao L, Wang W, Liu J, Li B, Liu W. Full-Length Transcriptome and Gene Expression Analysis of Different Ovis aries Adipose Tissues Reveals Transcript Variants Involved in Lipid Biosynthesis. Animals (Basel) 2023; 14:7. [PMID: 38200738 PMCID: PMC10777924 DOI: 10.3390/ani14010007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 12/09/2023] [Accepted: 12/16/2023] [Indexed: 01/12/2024] Open
Abstract
Sheep have historically been bred globally as a vital food source. To explore the transcriptome of adipose tissue and investigate key genes regulating adipose metabolism in sheep, adipose tissue samples were obtained from F1 Dorper × Hu sheep. High-throughput sequencing libraries for second- and third-generation sequencing were constructed using extracted total RNA. Functional annotation of differentially expressed genes and isoforms facilitated the identification of key regulatory genes and isoforms associated with sheep fat metabolism. SMRT-seq generated 919,259 high-accuracy cDNA sequences after filtering. Full-length sequences were corrected using RNA-seq sequences, and 699,680 high-quality full-length non-chimeric (FLNC) reads were obtained. Upon evaluating the ratio of total lengths based on FLNC sequencing, it was determined that 36,909 out of 56,316 multiple-exon isoforms met the criteria for full-length status. This indicates the identification of 330,375 full-length FLNC transcripts among the 370,114 multiple-exon FLNC transcripts. By comparing the reference genomes, 60,276 loci and 111,302 isoforms were identified. In addition, 43,423 new genes and 44,563 new isoforms were identified. The results identified 185 (3198), 394 (3592), and 83 (3286) differentially expressed genes (transcripts) between tail and subcutaneous, tail and visceral, and subcutaneous and visceral adipose tissues, respectively. Functional annotation and pathway analysis revealed the following observations. (1) Among the differentially expressed genes (DEGs) of TF and SF tissues, the downregulation of ACADL, ACSL6, and NC_056060.1.2536 was observed in SF, while FFAR4 exhibited upregulation. (2) Among the DEGs of TF and VF tissues, expressions of ACADL, ACSL6, COL1A1, COL1A2, and SCD were downregulated in VF, with upregulation of FFAR4. (3) Among SF and VF expressions of COL1A1, COL1A2, and NC_056060.1.2536 were downregulated in VF. Specific differentially expressed genes (ACADL, ACSL6, COL1A1, COL1A2, FFAR4, NC_056060.1.2536, and SCD) and transcripts (NC_056066.1.1866.16 and NC_056066.1.1866.22) were identified as relevant to fat metabolism. These results provide a dataset for further verification of the regulatory pathway associated with fat metabolism in sheep.
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Affiliation(s)
- Lixia An
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
- School of Food & Environment, Jinzhong College of Information, Jinzhong 030801, China
| | - Yangyang Pan
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Mengjiao Yuan
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Zhonghao Wen
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Liying Qiao
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Weiwei Wang
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Jianhua Liu
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Baojun Li
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
| | - Wenzhong Liu
- College of Animal Science, Shanxi Agricultural University, Jinzhong 030801, China; (L.A.); (Y.P.)
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9
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Wu J, Tian Z, Zhuang X, Chen Y, Fan T, Li J, Wang X. Dynamic alterations in metabolomics and transcriptomics associated with intestinal fibrosis in a 2,4,6-trinitrobenzene sulfonic acid-induced murine model. J Transl Med 2023; 21:554. [PMID: 37592304 PMCID: PMC10436422 DOI: 10.1186/s12967-023-04392-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 07/28/2023] [Indexed: 08/19/2023] Open
Abstract
BACKGROUND & AIMS Intestinal fibrosis is a common and severe complication of inflammatory bowel disease without clear pathogenesis. Abnormal expression of host genes and metabolic perturbations might associate with the onset of intestinal fibrosis. In this study, we aimed to investigate the relationship between the development of intestinal fibrosis and the dynamic alterations in both fecal metabolites and host gene expression. METHODS We induced intestinal fibrosis in a murine model using 2,4,6-trinitrobenzene sulfonic acid (TNBS). TNBS-treated or control mice were sacrificed after 4 and 6 weeks of intervention; alterations in colonic genes and fecal metabolites were determined by transcriptomics and metabolomics, respectively. Differential, tendency, enrichment, and correlation analyses were performed to assess the relationship between host genes and fecal metabolites. RESULTS RNA-sequencing analysis revealed that 679 differential genes with enduring changes were mainly enriched in immune response-related signaling pathways and metabolism-related biological processes. Among them, 15 lipid metabolism-related genes were closely related to the development of intestinal fibrosis. Moreover, the fecal metabolic profile was significantly altered during intestinal fibrosis development, especially the lipid metabolites. Particularly, dynamic perturbations in lipids were strongly associated with alterations in lipid metabolism-related genes expression. Additionally, six dynamically altered metabolites might serve as biomarkers to identify colitis-related intestinal fibrosis in the murine model. CONCLUSIONS Intestinal fibrosis in colitis mice might be related to dynamic changes in gene expression and metabolites. These findings could provide new insights into the pathogenesis of intestinal fibrosis.
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Affiliation(s)
- Jinzhen Wu
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Zhenyi Tian
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Xiaoduan Zhuang
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Yiru Chen
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Tingting Fan
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Jiayun Li
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China
| | - Xinying Wang
- Department of Gastroenterology, Zhujiang Hospital, Southern Medical University, No.253, Industrial Avenue, Haizhu District, Guangzhou, 510000, Guangdong, People's Republic of China.
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10
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Alonso-García M, Suárez-Vega A, Fonseca PAS, Marina H, Pelayo R, Mateo J, Arranz JJ, Gutiérrez-Gil B. Transcriptome analysis of perirenal fat from Spanish Assaf suckling lamb carcasses showing different levels of kidney knob and channel fat. Front Vet Sci 2023; 10:1150996. [PMID: 37255997 PMCID: PMC10225515 DOI: 10.3389/fvets.2023.1150996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Accepted: 04/19/2023] [Indexed: 06/01/2023] Open
Abstract
Introduction Suckling lamb meat is highly appreciated in European Mediterranean countries because of its mild flavor and soft texture. In suckling lamb carcasses, perirenal and pelvic fat depots account for a large fraction of carcass fat accumulation, and their proportions are used as an indicator of carcass quality. Material and Methods This study aimed to characterize the genetic mechanisms that regulate fat deposition in suckling lambs by evaluating the transcriptomic differences between Spanish Assaf lambs with significantly different proportions of kidney knob and channel fat (KKCF) depots in their carcasses (4 High-KKCF lambs vs. 4 Low-KKCF lambs). Results The analyzed fat tissue showed overall dominant expression of white adipose tissue gene markers, although due to the young age of the animals (17-36 days), the expression of some brown adipose tissue gene markers (e.g., UCP1, CIDEA) was still identified. The transcriptomic comparison between the High-KKCF and Low-KKCF groups revealed a total of 80 differentially expressed genes (DEGs). The enrichment analysis of the 49 DEGs with increased expression levels in the Low-KKCF lambs identified significant terms linked to the biosynthesis of lipids and thermogenesis, which may be related to the higher expression of the UCP1 gene in this group. In contrast, the enrichment analysis of the 31 DEGs with increased expression in the High-KKCF lambs highlighted angiogenesis as a key biological process supported by the higher expression of some genes, such as VEGF-A and THBS1, which encode a major angiogenic factor and a large adhesive extracellular matrix glycoprotein, respectively. Discussion The increased expression of sestrins, which are negative regulators of the mTOR complex, suggests that the preadipocyte differentiation stage is being inhibited in the High-KKCF group in favor of adipose tissue expansion, in which vasculogenesis is an essential process. All of these results suggest that the fat depots of the High-KKCF animals are in a later stage of development than those of the Low-KKCF lambs. Further genomic studies based on larger sample sizes and complementary analyses, such as the identification of polymorphisms in the DEGs, should be designed to confirm these results and achieve a deeper understanding of the genetic mechanisms underlying fat deposition in suckling lambs.
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Affiliation(s)
- María Alonso-García
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Aroa Suárez-Vega
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Pablo A. S. Fonseca
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Héctor Marina
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Rocío Pelayo
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Javier Mateo
- Departamento de Higiene y Tecnología de los Alimentos, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Juan-José Arranz
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
| | - Beatriz Gutiérrez-Gil
- Departemento de Producción Animal, Facultad de Veterinaria, Universidad de León, León, Spain
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11
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Xu YX, Wang B, Jing JN, Ma R, Luo YH, Li X, Yan Z, Liu YJ, Gao L, Ren YL, Li MH, Lv FH. Whole-body adipose tissue multi-omic analyses in sheep reveal molecular mechanisms underlying local adaptation to extreme environments. Commun Biol 2023; 6:159. [PMID: 36755107 PMCID: PMC9908986 DOI: 10.1038/s42003-023-04523-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 01/24/2023] [Indexed: 02/10/2023] Open
Abstract
The fat tail of sheep is an important organ that has evolved to adapt to extreme environments. However, the genetic mechanisms underlying the fat tail phenotype remain poorly understood. Here, we characterize transcriptome and lipidome profiles and morphological changes in 250 adipose tissues from two thin-tailed and three fat-tailed sheep populations in summer and winter. We implement whole-genome selective sweep tests to identify genetic variants related to fat-tails. We identify a set of functional genes that show differential expression in the tail fat of fat-tailed and thin-tailed sheep in summer and winter. These genes are significantly enriched in pathways, such as lipid metabolism, extracellular matrix (ECM) remodeling, molecular transport, and inflammatory response. In contrast to thin-tailed sheep, tail fat from fat-tailed sheep show slighter changes in adipocyte size, ECM remodeling, and lipid metabolism, and had less inflammation in response to seasonal changes, indicating improved homeostasis. Whole-genome selective sweep tests identify genes involved in preadipocyte commitment (e.g., BMP2, PDGFD) and terminal adipogenic differentiation (e.g., VEGFA), which could contribute to enhanced adipocyte hyperplasia. Altogether, we establish a model of regulatory networks regulating adipose homeostasis in sheep tails. These findings improve our understanding of how adipose homeostasis is maintained, in response to extreme environments in animals.
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Affiliation(s)
- Ya-Xi Xu
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Bo Wang
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Jia-Nan Jing
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Rui Ma
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Yan-Hui Luo
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Xin Li
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Ze Yan
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Ya-Jing Liu
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China
| | - Lei Gao
- Institute of Animal Husbandry and Veterinary Medicine, Xinjiang Academy of Agricultural and Reclamation Sciences, Shihezi, China
| | - Yan-Ling Ren
- Shandong Binzhou Academy of Animal Sciences and Veterinary Medicine, Binzhou, China
| | - Meng-Hua Li
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China.
| | - Feng-Hua Lv
- College of Animal Science and Technology, China Agricultural University, Beijing, 100193, China.
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12
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Kalds P, Zhou S, Gao Y, Cai B, Huang S, Chen Y, Wang X. Genetics of the phenotypic evolution in sheep: a molecular look at diversity-driving genes. Genet Sel Evol 2022; 54:61. [PMID: 36085023 PMCID: PMC9463822 DOI: 10.1186/s12711-022-00753-3] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Accepted: 08/29/2022] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND After domestication, the evolution of phenotypically-varied sheep breeds has generated rich biodiversity. This wide phenotypic variation arises as a result of hidden genomic changes that range from a single nucleotide to several thousands of nucleotides. Thus, it is of interest and significance to reveal and understand the genomic changes underlying the phenotypic variation of sheep breeds in order to drive selection towards economically important traits. REVIEW Various traits contribute to the emergence of variation in sheep phenotypic characteristics, including coat color, horns, tail, wool, ears, udder, vertebrae, among others. The genes that determine most of these phenotypic traits have been investigated, which has generated knowledge regarding the genetic determinism of several agriculturally-relevant traits in sheep. In this review, we discuss the genomic knowledge that has emerged in the past few decades regarding the phenotypic traits in sheep, and our ultimate aim is to encourage its practical application in sheep breeding. In addition, in order to expand the current understanding of the sheep genome, we shed light on research gaps that require further investigation. CONCLUSIONS Although significant research efforts have been conducted in the past few decades, several aspects of the sheep genome remain unexplored. For the full utilization of the current knowledge of the sheep genome, a wide practical application is still required in order to boost sheep productive performance and contribute to the generation of improved sheep breeds. The accumulated knowledge on the sheep genome will help advance and strengthen sheep breeding programs to face future challenges in the sector, such as climate change, global human population growth, and the increasing demand for products of animal origin.
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Affiliation(s)
- Peter Kalds
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
- Department of Animal and Poultry Production, Faculty of Environmental Agricultural Sciences, Arish University, El-Arish, 45511 Egypt
| | - Shiwei Zhou
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
- College of Veterinary Medicine, Northwest A&F University, Yangling, 712100 China
| | - Yawei Gao
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
| | - Bei Cai
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
| | - Shuhong Huang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
| | - Yulin Chen
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
- International Joint Agriculture Research Center for Animal Bio-Breeding, Ministry of Agriculture and Rural Affairs, Yangling, 712100 China
| | - Xiaolong Wang
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling, 712100 China
- International Joint Agriculture Research Center for Animal Bio-Breeding, Ministry of Agriculture and Rural Affairs, Yangling, 712100 China
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