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Wang Y, Lu Y, Hou J, Wang Y, Luo L, Lu Z, Xie Y, Cai L, Xiao Z. Upregulation of FAM129B protects against glucocorticoid-induced skeletal muscle atrophy via regulating long non-coding RNA NEAT1. Int J Biol Macromol 2025; 300:140120. [PMID: 39855497 DOI: 10.1016/j.ijbiomac.2025.140120] [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: 08/17/2024] [Revised: 12/29/2024] [Accepted: 01/18/2025] [Indexed: 01/27/2025]
Abstract
Skeletal muscle atrophy, manifested by a reduction in muscle size and quantity, is primarily attributed to excessive protein catabolism. FAM129B, an antioxidant protein, has been previously implicated in muscle growth and development in cattle. Aim of this study is to elucidate the role of FAM129B in muscle atrophy. FAM129B was consistently down-regulated in muscle atrophy models in vitro and in vivo and in human steroid-treated gluteus muscles. FAM129B depletion resulted in myotubes atrophy with reduced diameter, increased MuRF-1 and Atrogin-1. Conversely, FAM129B overexpression ameliorated muscle atrophy by increasing myotube diameter and reducing Atrogin-1 and MuRF-1. Mice overexpressing FAM129B exhibited resistance to muscle atrophy, evidenced by increased grip strength, increased tibial anterior weight, increased myofiber cross-sectional area and decreased MuRF-1 and Atrogin-1. RNA sequencing revealed NEAT1 as a downstream gene of FAM129B. Mechanistically, FAM129B was found to influence the stability of NEAT1 by directly binding to it. The enhanced stability of NEAT1 subsequently led to increased FoxO1 expression and subsequent protein degradation. Our study has provided evidence that the upregulation of FAM129B rescues the glucocorticoid-induced skeletal muscle atrophy, suggesting that FAM129B may be a potential target for alleviating skeletal muscle atrophy.
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Affiliation(s)
- Yan Wang
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Yushen Lu
- Department of Spine Surgery and Musculoskeletal Tumor, Zhongnan Hospital of Wuhan University, 430000 Wuhan, China
| | - Jinhui Hou
- Department of Spine Surgery and Musculoskeletal Tumor, Zhongnan Hospital of Wuhan University, 430000 Wuhan, China
| | - Yuyang Wang
- Department of Spine Surgery and Musculoskeletal Tumor, Zhongnan Hospital of Wuhan University, 430000 Wuhan, China
| | - Lihuan Luo
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Zuneng Lu
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan 430060, China
| | - Yuanlong Xie
- Department of Spine Surgery and Musculoskeletal Tumor, Zhongnan Hospital of Wuhan University, 430000 Wuhan, China
| | - Lin Cai
- Department of Spine Surgery and Musculoskeletal Tumor, Zhongnan Hospital of Wuhan University, 430000 Wuhan, China.
| | - Zheman Xiao
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan 430060, China.
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Katirtzoglou A, Hansen SB, Sveier H, Martin MD, Brealey JC, Limborg MT. Genomic context determines the effect of DNA methylation on gene expression in the gut epithelium of Atlantic salmon ( Salmo salar). Epigenetics 2024; 19:2392049. [PMID: 39151124 PMCID: PMC11332636 DOI: 10.1080/15592294.2024.2392049] [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: 03/08/2024] [Revised: 07/23/2024] [Accepted: 08/06/2024] [Indexed: 08/18/2024] Open
Abstract
The canonical view of DNA methylation, a pivotal epigenetic regulation mechanism in eukaryotes, dictates its role as a suppressor of gene activity, particularly within promoter regions. However, this view is being challenged as it is becoming increasingly evident that the connection between DNA methylation and gene expression varies depending on the genomic location and is therefore more complex than initially thought. We examined DNA methylation levels in the gut epithelium of Atlantic salmon (Salmo salar) using whole-genome bisulfite sequencing, which we correlated with gene expression data from RNA sequencing of the same gut tissue sample (RNA-seq). Assuming epigenetic signals might be pronounced between distinctive phenotypes, we compared large and small fish, finding 22 significant associations between 22 differentially methylated regions and 21 genes. We did not detect significant methylation differences between large and small fish. However, we observed a consistent signal of methylation levels around the transcription start sites (TSS), being negatively correlated with the expression levels of those genes. We found both negative and positive associations of methylation levels with gene expression further upstream or downstream of the TSS, revealing a more unpredictable pattern. The 21 genes showing significant methylation-expression correlations were involved in biological processes related to salmon health, such as growth and immune responses. Deciphering how DNA methylation affects the expression of such genes holds great potential for future applications. For instance, our results suggest the importance of genomic context in targeting epigenetic modifications to improve the welfare of aquaculture species like Atlantic salmon.
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Affiliation(s)
- Aikaterini Katirtzoglou
- Center for Evolutionary Hologenomics, Globe Institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Søren B. Hansen
- Center for Evolutionary Hologenomics, Globe Institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Michael D. Martin
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Jaelle C. Brealey
- Department of Natural History, NTNU University Museum, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Terrestrial Biodiversity, Norwegian Institute for Nature Research (NINA), Trondheim, Norway
| | - Morten T. Limborg
- Center for Evolutionary Hologenomics, Globe Institute, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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Cheng H, Lyu Y, Liu Z, Li C, Qu K, Li S, Ahmed Z, Ma W, Qi X, Chen N, Lei C. A Whole-Genome Scan Revealed Genomic Features and Selection Footprints of Mengshan Cattle. Genes (Basel) 2024; 15:1113. [PMID: 39336704 PMCID: PMC11431585 DOI: 10.3390/genes15091113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 08/21/2024] [Accepted: 08/21/2024] [Indexed: 09/30/2024] Open
Abstract
(1) Background: Mengshan cattle from the Yimeng mountainous region in China stand out as a unique genetic resource, known for their adaptive traits and environmental resilience. However, these cattle are currently endangered and comprehensive genomic characterization remains largely unexplored. This study aims to address this gap by investigating the genomic features and selection signals in Mengshan cattle. (2) Methods: Utilizing whole-genome resequencing data from 122 cattle, including 37 newly sequenced Mengshan cattle, we investigated population structure, genetic diversity, and selection signals. (3) Results: Our analyses revealed that current Mengshan cattle primarily exhibit European taurine cattle ancestry, with distinct genetic characteristics indicative of adaptive traits. We identified candidate genes associated with immune response, growth traits, meat quality, and neurodevelopment, shedding light on the genomic features underlying the unique attributes of Mengshan cattle. Enrichment analysis highlighted pathways related to insulin secretion, calcium signaling, and dopamine synapse, further elucidating the genetic basis of their phenotypic traits. (4) Conclusions: Our results provide valuable insights for further research and conservation efforts aimed at preserving this endangered genetic resource. This study enhances the understanding of population genetics and underscores the importance of genomic research in informing genetic resources and conservation initiatives for indigenous cattle breeds.
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Affiliation(s)
- Haijian Cheng
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
- Shandong Key Lab of Animal Disease Control and Breeding, Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Yang Lyu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
| | - Ziao Liu
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
| | - Chuanqing Li
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
| | - Kaixing Qu
- Academy of Science and Technology, Chuxiong Normal University, Chuxiong 675099, China;
| | - Shuang Li
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
| | - Zulfiqar Ahmed
- Department of Livestock and Poultry Production, Faculty of Veterinary and Animal Sciences, University of Poonch Rawalakot, Rawalakot 12350, Pakistan;
| | - Weidong Ma
- Shaanxi Province Agriculture & Husbandry Breeding Farm, Baoji 722203, China;
| | - Xingshan Qi
- Animal Husbandry Bureau in Biyang County, Zhumadian 463700, China;
| | - Ningbo 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; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
| | - Chuzhao Lei
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; (H.C.); (Y.L.); (Z.L.); (C.L.); (S.L.); (N.C.)
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Narozhnykh K. Development of a Predictive Model for Iron Levels in Bovine Muscle Tissue Using Hair as a Predictor. Animals (Basel) 2024; 14:1028. [PMID: 38612266 PMCID: PMC11010929 DOI: 10.3390/ani14071028] [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: 01/29/2024] [Revised: 03/11/2024] [Accepted: 03/21/2024] [Indexed: 04/14/2024] Open
Abstract
The assessment of iron levels in cattle muscle tissue is crucial for livestock management because it influences both animal health and meat quality, key factors in sustainable development. This study aimed to develop an optimal model for noninvasively predicting the iron content in Hereford cattle muscle tissue, contributing to a comprehensive understanding of the animals' elemental status. The research involved the atomic absorption analysis of muscle tissue and hair samples from cattle. A regression model was constructed using the least squares method to identify the most effective approach. These findings have ecological applications, aiding in evaluating environmental health and establishing acceptable iron thresholds for animals. The proposed mathematical model utilizing biomarkers (levels of Mg, K, Fe, Al, Cr in hair) will allow for the assessment of iron levels in cattle muscle tissue throughout the period of productive use, with the possibility of adjustment and tracking the changes in elemental status over time. The utilization of the developed method will enable the diagnosis of animal elementosis and assessment of the iron level burden. Subsequently, this will allow for the improvement of the qualitative characteristics of the final product. Thus, the obtained data contribute to fundamental knowledge regarding the content and variability of iron levels in the muscle tissue of cattle.
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Affiliation(s)
- Kirill Narozhnykh
- Department of Veterinary Genetics and Biotechnology, Institute of Veterinary Medicine and Biotechnology, Novosibirsk State Agricultural University, 160 Dobrolyubova Str., Novosibirsk 630039, Russia
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Corrêa MSL, Silva EN, Dos Santos TCF, Simielli Fonseca LF, Magalhães AFB, Verardo LL, de Albuquerque LG, Silva DBDS. A network-based approach to understanding gene-biological processes affecting economically important traits of Nelore cattle. Anim Genet 2024; 55:55-65. [PMID: 38112158 DOI: 10.1111/age.13389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Revised: 10/07/2023] [Accepted: 11/29/2023] [Indexed: 12/20/2023]
Abstract
This study aimed to build gene-biological process networks with differentially expressed genes associated with economically important traits of Nelore cattle from 17 previous studies. The genes were clustered into three groups by evaluated traits: group 1, production traits; group 2, carcass traits; and group 3, meat quality traits. For each group, a gene-biological process network analysis was performed with the differentially expressed genes in common. For production traits, 37 genes were found in common, of which 13 genes were enriched for six Gene Ontology (GO) terms; these terms were not functionally grouped. However, the enriched GO terms were related to homeostasis, the development of muscles and the immune system. For carcass traits, four genes were found in common. Thus, it was not possible to functionally group these genes into a network. For meat quality traits, the analysis revealed 222 genes in common. CSRP3 was the only gene differentially expressed in all three groups. Non-redundant biological terms for clusters of genes were functionally grouped networks, reflecting the cross-talk between all biological processes and genes involved. Many biological processes and pathways related to muscles, the immune system and lipid metabolism were enriched, such as striated muscle cell development and triglyceride metabolic processes. This study provides insights into the genetic mechanisms of production, carcass and meat quality traits of Nelore cattle. This information is fundamental for a better understanding of the complex traits and could help in planning strategies for the production and selection systems of Nelore cattle.
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Affiliation(s)
| | - Evandro Neves Silva
- Professor Edson Antônio Velano University (UNIFENAS), Alfenas, Minas Gerais, Brazil
- Federal University of Alfenas (UNIFAL), Alfenas, Minas Gerais, Brazil
| | - Thaís Cristina Ferreira Dos Santos
- Professor Edson Antônio Velano University (UNIFENAS), Alfenas, Minas Gerais, Brazil
- National Center for Research in Energy and Materials (CNPEM), Campinas, São Paulo, Brazil
| | | | - Ana Fabrícia Braga Magalhães
- Department of Animal Science, Federal University of Vales do Jequitinhonha e Mucuri (UFVJM), Diamantina, Minas Gerais, Brazil
| | - Lucas Lima Verardo
- Department of Animal Science, Federal University of Vales do Jequitinhonha e Mucuri (UFVJM), Diamantina, Minas Gerais, Brazil
| | - Lucia Galvão de Albuquerque
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, São Paulo, Brazil
| | - Danielly Beraldo Dos Santos Silva
- Professor Edson Antônio Velano University (UNIFENAS), Alfenas, Minas Gerais, Brazil
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, São Paulo, Brazil
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Wu J, Wu T, Xie X, Niu Q, Zhao Z, Zhu B, Chen Y, Zhang L, Gao X, Niu X, Gao H, Li J, Xu L. Genetic Association Analysis of Copy Number Variations for Meat Quality in Beef Cattle. Foods 2023; 12:3986. [PMID: 37959106 PMCID: PMC10647706 DOI: 10.3390/foods12213986] [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: 09/17/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 11/15/2023] Open
Abstract
Meat quality is an economically important trait for global food production. Copy number variations (CNVs) have been previously implicated in elucidating the genetic basis of complex traits. In this article, we detected a total of 112,198 CNVs and 10,102 CNV regions (CNVRs) based on the Bovine HD SNP array. Next, we performed a CNV-based genome-wide association analysis (GWAS) of six meat quality traits and identified 12 significant CNV segments corresponding to eight candidate genes, including PCDH15, CSMD3, etc. Using region-based association analysis, we further identified six CNV segments relevant to meat quality in beef cattle. Among these, TRIM77 and TRIM64 within CNVR4 on BTA29 were detected as candidate genes for backfat thickness (BFT). Notably, we identified a 34 kb duplication for meat color (MC) which was supported by read-depth signals, and this duplication was embedded within the keratin gene family including KRT4, KRT78, and KRT79. Our findings will help to dissect the genetic architecture of meat quality traits from the aspects of CNVs, and subsequently improve the selection process in breeding programs.
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Affiliation(s)
- Jiayuan Wu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Tianyi Wu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Xueyuan Xie
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
- College of Animal Science and Veterinary Medicine, Shanxi Agricultural University, Jinzhong 030801, China
| | - Qunhao Niu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Zhida Zhao
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Bo Zhu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Yan Chen
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Lupei Zhang
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Xue Gao
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Xiaoyan Niu
- College of Animal Science and Veterinary Medicine, Shanxi Agricultural University, Jinzhong 030801, China
| | - Huijiang Gao
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Junya Li
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
| | - Lingyang Xu
- State Key Laboratory of Animal Biotech Breeding, Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing 100193, China; (J.W.); (B.Z.); (L.Z.); (J.L.)
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Naldurtiker A, Batchu P, Kouakou B, Terrill TH, McCommon GW, Kannan G. Differential gene expression analysis using RNA-seq in the blood of goats exposed to transportation stress. Sci Rep 2023; 13:1984. [PMID: 36737466 PMCID: PMC9898539 DOI: 10.1038/s41598-023-29224-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
Transportation stress causes significant changes in physiological responses in goats; however, studies exploring the transcriptome of stress are very limited. The objective of this study was to determine the differential gene expressions and related pathways in the blood samples using RNA-seq procedure in Spanish goats subjected to different durations of transportation stress. Fifty-four male Spanish goats (8-mo old; BW = 29.7 ± 2.03 kg) were randomly subjected to one of three treatments (TRT; n = 18 goats/treatment): (1) transported for 180 min, (2) transported for 30 min, or (3) held in pens (control). Blood samples were collected before and after treatment for stress hormone, metabolite, and transcriptomic analysis. RNA-seq technology was used to obtain the transcriptome profiles of blood. Analysis of physiological data using SAS showed that plasma cortisol concentrations were higher (P < 0.01) in 180 min and 30 min groups compared to the control group. Enrichment analysis of DEGs related to transportation stress through Gene Ontology and KEGG databases revealed that the differentially expressed genes related to inflammatory pathways, caspases, and apoptosis such as IL1R2, CASP14, CD14, TLR4, and MAPK14 were highly enriched in the transported group of goats compared to non-transported goats. Stress in goats leads to a sequence of events at cellular and molecular levels that causes inflammation and apoptosis.
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Affiliation(s)
- Aditya Naldurtiker
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA
| | - Phaneendra Batchu
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA
| | - Brou Kouakou
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA
| | - Thomas H Terrill
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA
| | - George W McCommon
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA
| | - Govind Kannan
- Agricultural Research Station, Fort Valley State University, 1005 State University Drive, Fort Valley, GA, 31030, USA.
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Guan X, Zhao S, Xiang W, Jin H, Chen N, Lei C, Jia Y, Xu L. Genetic Diversity and Selective Signature in Dabieshan Cattle Revealed by Whole-Genome Resequencing. BIOLOGY 2022; 11:biology11091327. [PMID: 36138806 PMCID: PMC9495734 DOI: 10.3390/biology11091327] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/07/2022] [Accepted: 09/04/2022] [Indexed: 11/16/2022]
Abstract
Simple Summary To protect the genetic resources of Chinese native cattle breeds, we investigated the genetic structure, genetic diversity and genetic signature from artificial or natural selection by sequencing 32 bovine genomes from the breeding farm of the Dabieshan population. We discovered that the ancestral contributions of Dabieshan originated from Chinese indicine and East Asian taurine on the autosomal genome, which had abundant genomic diversity. Some candidate genes associated with fertility, feed efficiency, fat deposition, immune response, heat resistance and the coat color were identified by a selective sweep. The SNPs data were based on genomics, which could establish a foundation for breed amelioration and support conservation for indigenous cattle breeds. Abstract Dabieshan cattle are a typical breed of southern Chinese cattle that have the characteristics of muscularity, excellent meat quality and tolerance to temperature and humidity. Based on 148 whole-genome data, our analysis disclosed the ancestry components of Dabieshan cattle with Chinese indicine (0.857) and East Asian taurine (0.139). The Dabieshan genome demonstrated a higher genomic diversity compared with the other eight populations, supported by the observed nucleotide diversity, linkage disequilibrium decay and runs of homozygosity. The candidate genes were detected by a selective sweep, which might relate to the fertility (GPX5, GPX6), feed efficiency (SLC2A5), immune response (IGLL1, BOLA-DQA2, BOLA-DQB), heat resistance (DnaJC1, DnaJC13, HSPA4), fat deposition (MLLT10) and the coat color (ASIP). We also identified the “East Asian taurine-like” segments in Dabieshan cattle, which might contribute to meat quality traits. The results revealed by the unique and valuable genomic data can build a foundation for the genetic improvement and conservation of genetic resources for indigenous cattle breeds.
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Affiliation(s)
- Xiwen Guan
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Institute of Animal Husbandry and Veterinary Medicine, Anhui Academy of Agricultural Sciences, Hefei 230031, China
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China
| | - Shuanping Zhao
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Institute of Animal Husbandry and Veterinary Medicine, Anhui Academy of Agricultural Sciences, Hefei 230031, China
| | - Weixuan Xiang
- School of Biological Science, University of Bristol, 24 Tyndall Avenue, Bristol BS8 1TQ, UK
| | - Hai Jin
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Institute of Animal Husbandry and Veterinary Medicine, Anhui Academy of Agricultural Sciences, Hefei 230031, China
| | - Ningbo Chen
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China
| | - Chuzhao Lei
- Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Xianyang 712100, China
| | - Yutang Jia
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Institute of Animal Husbandry and Veterinary Medicine, Anhui Academy of Agricultural Sciences, Hefei 230031, China
| | - Lei Xu
- Anhui Province Key Laboratory of Livestock and Poultry Product Safety Engineering, Institute of Animal Husbandry and Veterinary Medicine, Anhui Academy of Agricultural Sciences, Hefei 230031, China
- Correspondence: ; Tel.: +86-153-7547-2704
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Wang J, Li B, Yang X, Liang C, Raza SHA, Pan Y, Zhang K, Zan L. Integration of RNA-seq and ATAC-seq identifies muscle-regulated hub genes in cattle. Front Vet Sci 2022; 9:925590. [PMID: 36032309 PMCID: PMC9404375 DOI: 10.3389/fvets.2022.925590] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 07/19/2022] [Indexed: 11/13/2022] Open
Abstract
As the main product of livestock, muscle itself plays an irreplaceable role in maintaining animal body movement and regulating metabolism. Therefore, it is of great significance to explore its growth, development and regeneration to improve the meat yield and quality of livestock. In this study, we attempted to use RNA-seq and ATAC-seq techniques to identify differentially expressed genes (DEGs) specifically expressed in bovine skeletal muscle as potential candidates for studying the regulatory mechanisms of muscle development. Microarray data from 8 tissue samples were selected from the GEO database for analysis. First, we obtained gene modules related to each tissue through WGCNA analysis. Through Gene Ontology (GO) functional annotation, the module of lightyellow (MElightyellow) was closely related to muscle development, and 213 hub genes were screened as follow-up research targets. Further, the difference analysis showed that, except for PREB, all other candidate hub genes were up-regulated (muscle group vs. other-group). ATAC-seq analysis showed that muscle-specific accessible chromatin regions were mainly located in promoter of genes related to muscle structure development (GO:0061061), muscle cell development (GO:0055001) and muscle system process (GO:0003012), which were involved in cAMP, CGMP-PKG, MAPK, and other signaling pathways. Next, we integrated the results of RNA-seq and ATAC-seq analysis, and 54 of the 212 candidate hub genes were identified as key regulatory genes in skeletal muscle development. Finally, through motif analysis, 22 of the 54 key genes were found to be potential target genes of transcription factor MEF2C. Including CAPN3, ACTN2, MB, MYOM3, SRL, CKM, ALPK3, MAP3K20, UBE2G1, NEURL2, CAND2, DOT1L, HRC, MAMSTR, FSD2, LRRC2, LSMEM1, SLC29A2, FHL3, KLHL41, ATXN7L2, and PDRG1. This provides a potential reference for studying the molecular mechanism of skeletal muscle development in mammals.
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Affiliation(s)
- Jianfang Wang
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | - Bingzhi Li
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | - Xinran Yang
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | - Chengcheng Liang
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | | | - Yueting Pan
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | - Ke Zhang
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
| | - Linsen Zan
- College of Animal Science and Technology, Northwest A&F University, Xianyang, China
- National Beef Cattle Improvement Center, Northwest A&F University, Xianyang, China
- *Correspondence: Linsen Zan
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Álvarez Cecco P, Rogberg Muñoz A, Balbi M, Bonamy M, Munilla S, Forneris NS, Peral García P, Cantet RJC, Giovambattista G, Fernández ME. Genome-wide scan for signatures of selection in the Brangus cattle genome. J Anim Breed Genet 2022; 139:679-694. [PMID: 35866697 DOI: 10.1111/jbg.12733] [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: 11/05/2021] [Accepted: 07/01/2022] [Indexed: 11/28/2022]
Abstract
Brangus is a composite cattle breed developed with the objective of combining the advantages of Angus and Zebuine breeds (Brahman, mainly) in tropical climates. The aim of this work was to estimate breed composition both genome-wide and locally, at the chromosome level, and to uncover genomic regions evidencing positive selection in the Argentinean Brangus population/nucleus. To do so, we analysed marker data from 478 animals, including Brangus, Angus and Brahman. Average breed composition was 35.0% ± 9.6% of Brahman, lower than expected according to the theoretical fractions deduced by the usual cross-breeding practice in this breed. Local ancestry analysis evidenced that breed composition varies between chromosomes, ranging from 19.6% for BTA26 to 56.1% for BTA5. Using approaches based on allelic frequencies and linkage disequilibrium, genomic regions with putative selection signatures were identified in several chromosomes (BTA1, BTA5, BTA6 and BTA14). These regions harbour genes involved in horn development, growth, lipid metabolism, reproduction and immune response. We argue that the overlapping of a chromosome segment originated in one of the parental breeds and over-represented in the sample with the location of a signature of selection constitutes evidence of a selection process that has occurred in the breed since its take off in the 1950s. In this regard, our results could contribute to the understanding of the genetic mechanisms involved in cross-bred cattle adaptation and productivity in tropical environments.
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Affiliation(s)
- Paulo Álvarez Cecco
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
| | - Andrés Rogberg Muñoz
- Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina.,INPA - Instituto de Investigaciones en Producción Animal (UBA - CONICET), Facultad de Ciencias Veterinarias, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Marianela Balbi
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
| | - Martín Bonamy
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
| | - Sebastián Munilla
- Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina.,INPA - Instituto de Investigaciones en Producción Animal (UBA - CONICET), Facultad de Ciencias Veterinarias, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Natalia Soledad Forneris
- Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina.,INPA - Instituto de Investigaciones en Producción Animal (UBA - CONICET), Facultad de Ciencias Veterinarias, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Pilar Peral García
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
| | - Rodolfo Juan Carlos Cantet
- Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina.,INPA - Instituto de Investigaciones en Producción Animal (UBA - CONICET), Facultad de Ciencias Veterinarias, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Guillermo Giovambattista
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
| | - María Elena Fernández
- IGEVET - Instituto de Genética Veterinaria (UNLP - CONICET), Facultad de Ciencias Veterinarias, Universidad Nacional de La Plata, La Plata, Argentina
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11
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Schettini GP, Peripolli E, Alexandre PA, dos Santos WB, Pereira ASC, de Albuquerque LG, Baldi F, Curi RA. Transcriptome Profile Reveals Genetic and Metabolic Mechanisms Related to Essential Fatty Acid Content of Intramuscular Longissimus thoracis in Nellore Cattle. Metabolites 2022; 12:metabo12050471. [PMID: 35629975 PMCID: PMC9144777 DOI: 10.3390/metabo12050471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 05/05/2022] [Accepted: 05/16/2022] [Indexed: 02/05/2023] Open
Abstract
Beef is a source of essential fatty acids (EFA), linoleic (LA) and alpha-linolenic (ALA) acids, which protect against inflammatory and cardiovascular diseases in humans. However, the intramuscular EFA profile in cattle is a complex and polygenic trait. Thus, this study aimed to identify potential regulatory genes of the essential fatty acid profile in Longissimus thoracis of Nellore cattle finished in feedlot. Forty-four young bulls clustered in four groups of fifteen animals with extreme values for each FA were evaluated through differentially expressed genes (DEG) analysis and two co-expression methodologies (WGCNA and PCIT). We highlight the ECHS1, IVD, ASB5, and ERLIN1 genes and the TF NFIA, indicated in both FA. Moreover, we associate the NFYA, NFYB, PPARG, FASN, and FADS2 genes with LA, and the RORA and ELOVL5 genes with ALA. Furthermore, the functional enrichment analysis points out several terms related to FA metabolism. These findings contribute to our understanding of the genetic mechanisms underlying the beef EFA profile in Nellore cattle finished in feedlot.
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Affiliation(s)
- Gustavo Pimenta Schettini
- School of Agricultural and Veterinary Sciences, São Paulo State University, Jaboticabal 14884-900, SP, Brazil; (W.B.d.S.); (L.G.d.A.); (F.B.)
- Correspondence:
| | - Elisa Peripolli
- School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 13635-900, SP, Brazil; (E.P.); (A.S.C.P.)
| | - Pâmela Almeida Alexandre
- Commonwealth Scientific and Industrial Research Organization, Agriculture & Food, St Lucia, QLD 4067, Australia;
| | - Wellington Bizarria dos Santos
- School of Agricultural and Veterinary Sciences, São Paulo State University, Jaboticabal 14884-900, SP, Brazil; (W.B.d.S.); (L.G.d.A.); (F.B.)
| | - Angélica Simone Cravo Pereira
- School of Veterinary Medicine and Animal Science, University of São Paulo, Pirassununga 13635-900, SP, Brazil; (E.P.); (A.S.C.P.)
| | - Lúcia Galvão de Albuquerque
- School of Agricultural and Veterinary Sciences, São Paulo State University, Jaboticabal 14884-900, SP, Brazil; (W.B.d.S.); (L.G.d.A.); (F.B.)
| | - Fernando Baldi
- School of Agricultural and Veterinary Sciences, São Paulo State University, Jaboticabal 14884-900, SP, Brazil; (W.B.d.S.); (L.G.d.A.); (F.B.)
| | - Rogério Abdallah Curi
- School of Veterinary Medicine and Animal Science, São Paulo State University, Botucatu 18618-681, SP, Brazil;
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12
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Muniz MMM, Simielli Fonseca LF, Scalez DCB, Vega AS, dos Santos Silva DB, Ferro JA, Chardulo AL, Baldi F, Cánovas A, de Albuquerque LG. Characterization of novel
lncRNA
muscle expression profiles associated with meat quality in beef cattle. Evol Appl 2022; 15:706-718. [PMID: 35505883 PMCID: PMC9046762 DOI: 10.1111/eva.13365] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 02/17/2022] [Accepted: 02/18/2022] [Indexed: 11/29/2022] Open
Abstract
The aim of this study was to identify novel lncRNA differentially expressed (DE) between divergent animals for beef tenderness and marbling traits in Nellore cattle. Longissimus thoracis muscle samples from the 20 most extreme bulls (of 80 bulls set) for tenderness, tender (n = 10) and tough (n = 10) groups, and marbling trait, high (n = 10) and low (n = 10) groups were used to perform transcriptomic analysis using RNA‐Sequencing. For tenderness, 29 lncRNA were DE (p‐value ≤ 0.01) in tough beef animals in relation to tender beef animals. We observed that genic lncRNAs, for example, lncRNA_595.1, were overlapping exonic part of the PICK gene, while lncRNA_3097.2 and lncRNA_3129.5 overlapped intronic part of the genes GADL1 and PSMD6. The lncRNA associated with PICK1, GADL1, and PMD6 genes were enriched in the pathways associated with the ionotropic glutamate receptor, gamma‐aminobutyric acid synthesis, and the ubiquitin–proteasome pathway. For marbling, 50 lncRNA were DE (p‐value ≤ 0.01) in high marbling group compared with low marbling animals. The genic lncRNAs, such as lncRNA_3191.1, were overlapped exonic part of the ITGAL gene, and the lncRNA_512.1, lncRNA_3721.1, and lncRNA_41.4 overlapped intronic parts of the KRAS and MASP1 genes. The KRAS and ITGAL genes were enriched in pathways associated with integrin signaling, which is involved in intracellular signals in response to the extracellular matrix, including cell form, mobility, and mediates progression through the cell cycle. In addition, the lincRNAs identified to marbling trait were associated with several genes related to calcium binding, muscle hypertrophy, skeletal muscle, lipase, and oxidative stress response pathways that seem to play a role important in the physiological processes related to meat quality. These findings bring new insights to better understand the biology mechanisms involved in the gene regulation of these traits, which will be valuable for a further investigation of the interactions between lncRNA and mRNAs, and of how these interactions may affect meat quality traits.
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Affiliation(s)
- Maria Malane Magalhães Muniz
- São Paulo State University (Unesp) School of Agricultural and Veterinarian Sciences Jaboticabal SP Brazil
- Centre for Genetic Improvement of Livestock Department of Animal Biosciences University of Guelph Guelph Canada
| | | | | | - Aroa Suarez Vega
- Centre for Genetic Improvement of Livestock Department of Animal Biosciences University of Guelph Guelph Canada
| | | | - Jesus Aparecido Ferro
- São Paulo State University (Unesp) School of Agricultural and Veterinarian Sciences Jaboticabal SP Brazil
- National Council for Scientific and Technological Development (CNPq) Brazil
| | - Artur Loyola Chardulo
- São Paulo State University (Unesp) College of Veterinary and Animal Science Botucatu SP Brazil
- National Council for Scientific and Technological Development (CNPq) Brazil
| | - Fernando Baldi
- São Paulo State University (Unesp) School of Agricultural and Veterinarian Sciences Jaboticabal SP Brazil
- National Council for Scientific and Technological Development (CNPq) Brazil
| | - Angela Cánovas
- Centre for Genetic Improvement of Livestock Department of Animal Biosciences University of Guelph Guelph Canada
| | - Lucia Galvão de Albuquerque
- São Paulo State University (Unesp) School of Agricultural and Veterinarian Sciences Jaboticabal SP Brazil
- National Council for Scientific and Technological Development (CNPq) Brazil
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13
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Cai W, Wen K, Che L, Zhang H, Zhang Y, Li J, Li H. Effects of Neck-Arm Restraint Suspension of Beef Carcasses on Meat Quality and Proteome of Different Muscles During Post-mortem Aging. Front Nutr 2022; 8:774529. [PMID: 34993220 PMCID: PMC8724246 DOI: 10.3389/fnut.2021.774529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2021] [Accepted: 11/16/2021] [Indexed: 11/29/2022] Open
Abstract
Beef quality is the first deciding factor for consumers to consider before purchasing. The aim of this study was to evaluate the effects of suspension and aging time on beef quality. We compared the differences in pH, drip loss, cooking loss, color, shear force, myofibril fragmentation index (MFI), and electron microscope of three muscle tissues between Achilles tendon (AT) and neck-arm restraint (NR) suspensions during seven aging periods (days 0, 1, 2, 3, 7, 14, and 21) after slaughter using the carcasses of six Xinjiang brown cattle. We found that NR suspension could significantly increase the water loss rate and MFI, as well as reduce the shear force compared to AT suspension. The muscle fiber structure with NR suspension was more severely damaged. The proteomics of longissimus dorsi was checked for the post-mortem days 1, 7, and 14. We detected 50, 26, and 29 differentially expressed proteins between NR and AT suspension at post-mortem days 1, 7, and 14, respectively. These proteins were involved in metabolic and muscle structure associated pathways and contributed to a comprehensive understanding of suspension-dependent meat quality regulation by proteins in beef cattle. To conclude, NR suspension can accelerate the aging time of beef carcasses, which will reduce the cost of carcass suspension and bring more benefits in the beef industry.
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Affiliation(s)
- Wentao Cai
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Kaixin Wen
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Leijie Che
- National Genetic Resources Protection Center of Jinnan Cattle, Yuncheng, China
| | - Haijun Zhang
- National Genetic Resources Protection Center of Jinnan Cattle, Yuncheng, China
| | - Yang Zhang
- Xinjiang Academic of Animal Science, Urumqi, China
| | - Junya Li
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Haipeng Li
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, China
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14
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Frezarim GB, Fonseca LFS, Salatta BM, Silva DBDS, Bresolin T, Seno LDO, Barufatti A, Ferro JA, Albuquerque LG. Genes and proteins associated with ribeye area and meat tenderness in a commercial Nellore cattle population. Genome 2021; 65:229-240. [PMID: 34860606 DOI: 10.1139/gen-2020-0163] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Despite several studies on genetic markers and differently expressed genes related to ribeye area (REA) and tenderness traits in beef cattle, there is divergence in the results regarding the genes associated with these traits. Thirteen genes that had been associated or have biological functions that may influence such phenotypes were included in this study. A total of five genes for REA (IGF-1, IGF-2, MSTN, NEDD4, and UBE4A) and eight genes for meat tenderness (CAPN1, CAPN2, CAST, HSPB1, DNAJA1, FABP4, SCD, and PRKAG3) were selected from previously studies in beef cattle. Genes and its respective proteins expression were validated in a commercial population of Nellore cattle using quantitative real-time PCR (RT-qPCR) and advanced mass spectrometry (LC / MS-MS) techniques, respectively. MSTN gene was upregulated in animals with low REA. CAPN1, CAPN2, CAST, HSPB1, and DNAJA1 genes were upregulated in animals with tougher meat. The proteins translated by these genes were not differentially expressed. Our results could confirm the potential of some studied genes as biomarkers for carcass and meat quality in Nellore cattle.
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Affiliation(s)
- Gabriela Bonfá Frezarim
- School of Agricultural and Veterinary Studies, Animal Science, Via de Acesso Professor Paulo Donato Castelane Castellane S/N Vila Industrial, 14884-900, Jaboticabal , SP, Brazil, 14884-900;
| | | | - Bruna Maria Salatta
- School of Agricultural and Veterinary Studies, Animal Science , Jaboticabal , Brazil;
| | | | - Tiago Bresolin
- University of Wisconsin-Madison, 5228, Madison, Wisconsin, United States;
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15
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Runs of homozygosity analysis reveals consensus homozygous regions affecting production traits in Chinese Simmental beef cattle. BMC Genomics 2021; 22:678. [PMID: 34548021 PMCID: PMC8454143 DOI: 10.1186/s12864-021-07992-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Accepted: 09/07/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Genomic regions with a high frequency of runs of homozygosity (ROH) are related to important traits in farm animals. We carried out a comprehensive analysis of ROH and evaluated their association with production traits using the BovineHD (770 K) SNP array in Chinese Simmental beef cattle. RESULTS We detected a total of 116,953 homozygous segments with 2.47Gb across the genome in the studied population. The average number of ROH per individual was 99.03 and the average length was 117.29 Mb. Notably, we detected 42 regions with a frequency of more than 0.2. We obtained 17 candidate genes related to body size, meat quality, and reproductive traits. Furthermore, using Fisher's exact test, we found 101 regions were associated with production traits by comparing high groups with low groups in terms of production traits. Of those, we identified several significant regions for production traits (P < 0.05) by association analysis, within which candidate genes including ECT2, GABRA4, and GABRB1 have been previously reported for those traits in beef cattle. CONCLUSIONS Our study explored ROH patterns and their potential associations with production traits in beef cattle. These results may help to better understand the association between production traits and genome homozygosity and offer valuable insights into managing inbreeding by designing reasonable breeding programs in farm animals.
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16
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Srikanth K, Lee SH, Chung KY, Park JE, Jang GW, Park MR, Kim NY, Kim TH, Chai HH, Park WC, Lim D. A Gene-Set Enrichment and Protein-Protein Interaction Network-Based GWAS with Regulatory SNPs Identifies Candidate Genes and Pathways Associated with Carcass Traits in Hanwoo Cattle. Genes (Basel) 2020; 11:E316. [PMID: 32188084 PMCID: PMC7140899 DOI: 10.3390/genes11030316] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 03/06/2020] [Accepted: 03/12/2020] [Indexed: 02/06/2023] Open
Abstract
Non-synonymous SNPs and protein coding SNPs within the promoter region of genes (regulatory SNPs) might have a significant effect on carcass traits. Imputed sequence level data of 10,215 Hanwoo bulls, annotated and filtered to include only regulatory SNPs (450,062 SNPs), were used in a genome-wide association study (GWAS) to identify loci associated with backfat thickness (BFT), carcass weight (CWT), eye muscle area (EMA), and marbling score (MS). A total of 15, 176, and 1 SNPs were found to be significantly associated (p < 1.11 × 10-7) with BFT, CWT, and EMA, respectively. The significant loci were BTA4 (CWT), BTA6 (CWT), BTA14 (CWT and EMA), and BTA19 (BFT). BayesR estimated that 1.1%~1.9% of the SNPs contributed to more than 0.01% of the phenotypic variance. So, the GWAS was complemented by a gene-set enrichment (GSEA) and protein-protein interaction network (PPIN) analysis in identifying the pathways affecting carcass traits. At p < 0.005 (~2,261 SNPs), 25 GO and 18 KEGG categories, including calcium signaling, cell proliferation, and folate biosynthesis, were found to be enriched through GSEA. The PPIN analysis showed enrichment for 81 candidate genes involved in various pathways, including the PI3K-AKT, calcium, and FoxO signaling pathways. Our finding provides insight into the effects of regulatory SNPs on carcass traits.
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Affiliation(s)
- Krishnamoorthy Srikanth
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Seung-Hwan Lee
- Division of Animal and Dairy Science, Chungnam National University, Daejeon 34134, Korea;
| | - Ki-Yong Chung
- Department of Beef Science, Korea National College of Agriculture and Fisheries, Jeonju 54874, Korea;
| | - Jong-Eun Park
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Gul-Won Jang
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Mi-Rim Park
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Na Yeon Kim
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Tae-Hun Kim
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Han-Ha Chai
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Won Cheoul Park
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
| | - Dajeong Lim
- Animal Genomics and Bioinformatics Division, National Institute of Animal Science, RDA, Wanju 55365, Korea (J.-E.P.); (G.-W.J.); (M.-R.P.); (N.Y.K.); (T.-H.K.); (H.-H.C.); (W.C.P.)
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