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Salatta BM, Muniz MMM, Fonseca LFS, Mota LFM, Teixeira CDS, Frezarim GB, Serna-García M, Arikawa LM, Schmidt PI, Nasner SLC, Silva DBDS, Pereira ASC, Baldi F, Albuquerque LGD. Differentially expressed messenger RNA isoforms in beef cattle skeletal muscle with different fatty acid profiles. Meat Sci 2025; 222:109751. [PMID: 39798396 DOI: 10.1016/j.meatsci.2025.109751] [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: 04/17/2024] [Revised: 12/26/2024] [Accepted: 01/04/2025] [Indexed: 01/15/2025]
Abstract
This study aimed to identify mRNA isoforms that were expressed differently in the muscle tissue of Nellore cattle based on their intramuscular fatty acid profile. Forty-eight young bulls were used to quantify beef fatty acids (FA) and perform RNA sequencing analysis. The young bulls were divided into three different groups based on quantifying FA using k-means analysis. The Grp1 clustered animals with significantly elevated levels of PUFA, ω6, ω3, linoleic acid, α-linolenic acid, and PUFA/SFA ratios, indicating a more favorable fatty acid profile. Animals in Group 3 demonstrated significantly higher levels of palmitic acid, stearic acid, myristic acid, and SFA, which are less favorable fatty acid profiles. Grp2 included bulls with intermediate levels of fatty acids, positioned between the profiles of Grp1 and Grp3. Differential expression (DE) analyses were performed to compare these three distinct groups through the contrasts: Grp1 vs. Grp2, Grp1 vs. Grp3, and Grp2 vs. Grp3. The DE analyses identified a total of 62, 26, and 30 transcripts for the contrasts Grp1 vs. Grp2, Grp1 vs. Grp3, and Grp2 vs. Grp3, respectively. In the comparison between the Grp1 and Grp2 groups, we identified three mRNA isoforms, C7-203, ADD1-204, and OXT-201, which are involved in glycogen and lipid metabolism. These mRNA isoforms regulate the key genes responsible for fatty acid synthesis, leading to a higher PUFA content profile. On the other hand, in the comparison between the Grp1 and Grp3 groups, the mRNA isoforms RBM3-202 and TRAG1-202 were identified and play a crucial role in muscle development, adipogenesis, and concentration of PUFA and MUFA, respectively. The downregulation of THRSP-201 and FABP4-201, isoforms identified in both, Grp1 vs. Grp2 and Grp2 vs. Grp3, contrasts may contribute to lower levels of MUFA and SFA and higher levels of PUFA. In addition, these mRNA isoforms were associated with lipogenesis, fatty acid transport, and inhibition of lipolysis. Our findings suggest that the identified mRNA isoforms could serve as promising candidates to help develop strategies to select animals of higher nutritional meat quality.
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Affiliation(s)
- Bruna Maria Salatta
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil.
| | - Maria Malane Magalhães Muniz
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil; University of Guelph, Department of Animal Biosciences, Centre for Genetic Improvement of Livestock, Guelph, ON, Canada
| | - Larissa Fernanda Simielli Fonseca
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Lucio Flavio Macedo Mota
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Caio de Souza Teixeira
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Gabriela Bonfá Frezarim
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Marta Serna-García
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Leonardo Machestropa Arikawa
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Patrícia Iana Schmidt
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Sindy Liliana Caivio Nasner
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Danielly Beraldo Dos Santos Silva
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil
| | - Angélica Simone Cravo Pereira
- São Paulo University, College of Veterinary and Animal Science, Department of Nutrition and Animal Breeding, Avenida Duque de Caxias Norte, 225, Pirassununga, SP 13635-900, Brazil
| | - Fernando Baldi
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil; National Council for Science and Technological Development, Brasilia, DF 71605-001, Brazil
| | - Lucia Galvão de Albuquerque
- São Paulo State University (UNESP), School of Agricultural and Veterinarian Sciences, Department of Animal Science, Via de Acesso Prof. Paulo Donato Castelane, Jaboticabal, SP 14884-900, Brazil; National Council for Science and Technological Development, Brasilia, DF 71605-001, Brazil.
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Zhu H, Li X, Wang J, Wang H, Zhao S, Tian Y, Su Y. Transcriptomic analysis reveals differentially expressed genes associated with meat quality in Chinese Dagu chicken and AA + broiler roosters. BMC Genomics 2024; 25:1002. [PMID: 39455924 PMCID: PMC11515088 DOI: 10.1186/s12864-024-10927-6] [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: 02/26/2024] [Accepted: 10/21/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND With the improvement of living standards, the quality of chicken has become a significant concern. Chinese Dagu Chicken (dual-purpose type) and Arbor Acres plus broiler (AA+ broiler) (meat-type) were selected as the research subjects in this study, the meat quality of the breast and leg muscles were measured. However, the molecular mechanism(s) underlying regulation of muscle development are not yet fully elucidated. Therefore, finding molecular markers or major genes that regulate muscle quality has become a crucial breakthrough in chicken breeding. Unraveling the molecular mechanism behind meat traits in chicken and other domestic fowl is facilitated by identifying the key genes associated with these developmental events. Here, a comparative transcriptomic analysis of chicken meat was conducted on breast muscles (BM) and leg muscles (LM) in AA+ broilers (AA) and Dagu chicken (DG) to explore the differences in their meat traits employing RNA-seq. RESULTS Twelve cDNA libraries of BM and LM from AA and DG were constructed from four experimental groups, yielding 14,464 genes. Among them, Dagu chicken breast muscles (DGB) vs AA+ broilers breast muscles (AAB) showed 415 upregulated genes and 449 downregulated genes, Dagu chicken leg muscles (DGL) vs AA+ broilers leg muscles (AAL) exhibited 237 upregulated genes and 278 downregulated genes, DGL vs DGB demonstrated 391 upregulated genes and 594 downregulated genes, and AAL vs AAB displayed 122 upregulated genes and 154 downregulated genes. 13 genes, including nine upregulated genes (COX5A, COX7C, NDUFV1, UQCRFS1, UQCR11, BRT-1, FGF14, TMOD1, MYOZ2) and four downregulated genes (MYBPC3, MYO7B, MTMR7, and TNNC1), were found to be associated with the oxidative phosphorylation signaling pathway. Further analysis revealed that the differentially expressed genes (DEGs) from muscle were enriched in various pathways, such as metabolic pathways, oxidative phosphorylation, carbon metabolism, glycolysis, extracellular matrix-receptor interaction, biosynthesis of amino acids, focal adhesion, vascular smooth muscle contraction, and cardiac muscle contraction, all of which are involved in muscle development and metabolism. This study also measured the meat quality of the breast and leg muscles from the two breeds, which demonstrated superior overall meat quality in Chinese Dagu Chicken compared to the AA+ broiler. CONCLUSIONS Our findings show that the meat quality of dual-purpose breeds (Chinese Dagu chicken) is higher than meat-type (AA+ broiler), which may be related to the DEGs regulating muscle development and metabolism. Our findings also provide transcriptomic insights for a comparative analysis of molecular mechanisms underlying muscle development between the two breeds, and have practical implications for the improvement of chicken breeding practices.
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Affiliation(s)
- Hongyan Zhu
- College of Basic Medical Science, Jinzhou Medical University, Jinzhou , Liaoning, 121001, China
- Key Laboratory of Molecular Cell Biology and New Drug Development of the Education, Department of Liaoning Province, Jinzhou, Liaoning, 121001, China
| | - Xiaohan Li
- College of Animal Husbandry and Veterinary, Jinzhou Medical University, Jinzhou, Liaoning, 121001, China
| | - Jie Wang
- College of Animal Husbandry and Veterinary, Jinzhou Medical University, Jinzhou, Liaoning, 121001, China
| | - Haoming Wang
- College of Basic Medical Science, Jinzhou Medical University, Jinzhou , Liaoning, 121001, China
| | - Song Zhao
- Key Laboratory of Molecular Cell Biology and New Drug Development of the Education, Department of Liaoning Province, Jinzhou, Liaoning, 121001, China
- College of Life Science Institute, Jinzhou Medical University, Jinzhou, Liaoning, 121001, China
| | - Yumin Tian
- College of Animal Husbandry and Veterinary, Jinzhou Medical University, Jinzhou, Liaoning, 121001, China
| | - Yuhong Su
- College of Food and Health, Jinzhou Medical University, Jinzhou, Liaoning, 121001, China.
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Luna-Azuara CG, Montaño-Bermúdez M, Calderón-Chagoya R, Ríos-Utrera Á, Martínez-Velázquez G, Vega-Murillo VE. Genetic diversity of SNPs associated with candidate genes for heat stress in Coreño Creole cattle in Mexico. Trop Anim Health Prod 2024; 56:71. [PMID: 38326660 DOI: 10.1007/s11250-024-03917-z] [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: 11/09/2023] [Accepted: 01/30/2024] [Indexed: 02/09/2024]
Abstract
Mexican Coreño Creole cattle are an important genetic resource adapted to local environmental conditions, so the study of their genetic diversity is essential to know their status and implement conservation programs and their use for crossbreeding. This study evaluated the genetic diversity of heat stress tolerance characteristics of Coreño Creole cattle, and a gene ontology enrichment was performed to know the biological processes in which candidate genes are involved. A total of 48 samples from three localities of Nayarit were genotyped using 777 K Illumina BovineHD BeadChip and 34 single nucleotide polymorphisms associated with candidate genes were selected. Genetic diversity was analyzed using allelic frequencies, expected heterozygosity (He), and Wright's fixation index (FST) using PLINK v1.9 software. Candidate genes were uploaded to the open-source GOnet for pathway analysis and linkage to biological processes. Coreño Creole cattle showed low genetic diversity (He = 0.35), the average FST obtained was 0.044, and only eight markers had allele frequencies higher than 0.80 in the three locations. We found that the genes GOT1 and NCAD are related in the biological processes of stress response, cell differentiation, and homeostatic process. The results revealed that Coreño Creole cattle have low genetic diversity; this could be due to the isolation of these populations.
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Affiliation(s)
- César G Luna-Azuara
- Facultad de Medicina Veterinaria y Zootecnia, Universidad Veracruzana, Veracruz, Ver, Mexico
| | - Moisés Montaño-Bermúdez
- Centro Nacional de Investigación Disciplinaria en Fisiología y Mejoramiento Animal INIFAP, Ajuchitlán, Querétaro, Mexico
| | - René Calderón-Chagoya
- Centro Nacional de Investigación Disciplinaria en Fisiología y Mejoramiento Animal INIFAP, Ajuchitlán, Querétaro, Mexico
- Facultad de Medicina Veterinaria y Zootecnia, Universidad Nacional Autónoma de México, Ciudad de Mexico, Mexico
| | - Ángel Ríos-Utrera
- Facultad de Medicina Veterinaria y Zootecnia, Universidad Veracruzana, Veracruz, Ver, Mexico
| | | | - Vicente E Vega-Murillo
- Facultad de Medicina Veterinaria y Zootecnia, Universidad Veracruzana, Veracruz, Ver, Mexico.
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Asselstine V, Medrano JF, Muniz MMM, Mallard BA, Karrow NA, Cánovas A. Novel lncRNA regulatory elements in milk somatic cells of Holstein dairy cows associated with mastitis. Commun Biol 2024; 7:98. [PMID: 38225372 PMCID: PMC10789785 DOI: 10.1038/s42003-024-05764-y] [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: 12/06/2021] [Accepted: 01/01/2024] [Indexed: 01/17/2024] Open
Abstract
Despite regulatory elements such as long non - coding RNAs representing most of the transcriptome, the functional understanding of long non - coding RNAs in relation to major health conditions including bovine mastitis is limited. This study examined the milk somatic cell transcriptome from udder quarters of 6 Holstein dairy cows to identify differentially expressed long non - coding RNAs using RNA - Sequencing. Ninety - four differentially expressed long non - coding RNAs are identified, 5 of which are previously annotated for gene name and length, 11 are annotated for gene name and 78 are novel, having no gene name or length previously annotated. Significant inflammatory response and regulation of immune response pathways (false discovery rate < 0.05) are associated with the differentially expressed long non - coding RNAs. QTL annotation analysis revealed 31 QTL previously annotated in the genomic regions of the 94 differentially expressed long non - coding RNAs, and the majority are associated with milk traits. This research provides a better understanding of long non - coding RNAs regulatory elements in milk somatic cells, which may enhance current breeding strategies for more adaptable or high mastitis resistant cattle.
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Affiliation(s)
- Victoria Asselstine
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, N1G 2W1, Guelph, ON, Canada
| | - Juan F Medrano
- Department of Animal Science, University of California-Davis, 95616, Davis, CA, USA
| | - Malane M M Muniz
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, N1G 2W1, Guelph, ON, Canada
| | - Bonnie A Mallard
- Department of Pathobiology, Ontario Veterinary College, University of Guelph, N1G 2W1, Guelph, ON, Canada
| | - Niel A Karrow
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, N1G 2W1, Guelph, ON, Canada
| | - Angela Cánovas
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, N1G 2W1, Guelph, ON, Canada.
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Li H, Feng YH, Xia C, Chen Y, Lu XY, Wei Y, Qian LL, Zhu MY, Gao GY, Meng YF, You YL, Tian Q, Liang KQ, Li YT, Lv CT, Rui XY, Wei MY, Zhang B. Physiological and transcriptomic analysis dissects the molecular mechanism governing meat quality during postmortem aging in Hu sheep ( Ovis aries). Front Nutr 2024; 10:1321938. [PMID: 38249602 PMCID: PMC10799347 DOI: 10.3389/fnut.2023.1321938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Accepted: 12/11/2023] [Indexed: 01/23/2024] Open
Abstract
Introduction Hu sheep, known for its high quality and productivity, lack fundamental scientific research in China. Methods This study focused on the effects of 24 h postmortem aging on the meat physiological and transcriptomic alteration in Hu sheep. Results The results showed that the 24 h aging process exerts a substantial influence on the mutton color, texture, and water content as compared to untreated group. Transcriptomic analysis identified 1,668 differentially expressed genes. Functional enrichment analysis highlighted the importance of glycolysis metabolism, protein processing in endoplasmic reticulum, and the FcγR-mediated phagocytosis pathway in mediating meat quality modification following postmortem aging. Furthermore, protein-protein interaction analysis uncovered complex regulatory networks involving glycolysis, the MAPK signaling pathway, protein metabolism, and the immune response. Discussion Collectively, these findings offer valuable insights into the molecular mechanisms underlying meat quality changes during postmortem aging in Hu sheep, emphasizing the potential for improving quality control strategies in mutton production.
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Affiliation(s)
- Huan Li
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Yan-Hui Feng
- College of Food Engineering, Anhui Science and Technology University, Chuzhou, Anhui, China
| | - Chao Xia
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Yu Chen
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Xin-Yi Lu
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Yue Wei
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Le-Le Qian
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Meng-Yao Zhu
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Guo-Yv Gao
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Ya-Fei Meng
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Yv-Le You
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Qi Tian
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Kun-Qi Liang
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Yun-Tao Li
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Chao-Tian Lv
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Xiang-Yun Rui
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
| | - Ming-Yue Wei
- School of Ecology, Resources and Environment, Dezhou University, Dezhou, Shandong, China
| | - Bin Zhang
- College of Food and Bio-engineering, Bengbu University, Bengbu, Anhui, China
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Identification of Novel mRNA Isoforms Associated with Acute Heat Stress Response Using RNA Sequencing Data in Sprague Dawley Rats. BIOLOGY 2022; 11:biology11121740. [PMID: 36552250 PMCID: PMC9774719 DOI: 10.3390/biology11121740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 11/17/2022] [Accepted: 11/21/2022] [Indexed: 12/02/2022]
Abstract
The molecular mechanisms underlying heat stress tolerance in animals to high temperatures remain unclear. This study identified the differentially expressed mRNA isoforms which narrowed down the most reliable DEG markers and molecular pathways that underlie the mechanisms of thermoregulation. This experiment was performed on Sprague Dawley rats housed at 22 °C (control group; CT), and three acute heat-stressed groups housed at 42 °C for 30 min (H30), 60 min (H60), and 120 min (H120). Earlier, we demonstrated that acute heat stress increased the rectal temperature of rats, caused abnormal changes in the blood biochemical parameters, as well as induced dramatic changes in the expression levels of genes through epigenetics and post-transcriptional regulation. Transcriptomic analysis using RNA-Sequencing (RNA-Seq) data obtained previously from blood (CT and H120), liver (CT, H30, H60, and H120), and adrenal glands (CT, H30, H60, and H120) was performed. The differentially expressed mRNA isoforms (DEIs) were identified and annotated by the CLC Genomics Workbench. Biological process and metabolic pathway analyses were performed using Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) database. A total of 225, 5764, and 4988 DEIs in the blood, liver, and adrenal glands were observed. Furthermore, the number of novel differentially expressed transcript lengths with annotated genes and novel differentially expressed transcript with non-annotated genes were 136 and 8 in blood, 3549 and 120 in the liver, as well as 3078 and 220 in adrenal glands, respectively. About 35 genes were involved in the heat stress response, out of which, Dnaja1, LOC680121, Chordc1, AABR07011951.1, Hsp90aa1, Hspa1b, Cdkn1a, Hmox1, Bag3, and Dnaja4 were commonly identified in the liver and adrenal glands, suggesting that these genes may regulate heat stress response through interactions between the liver and adrenal glands. In conclusion, this study would enhance our understanding of the complex underlying mechanisms of acute heat stress, and the identified mRNA isoforms and genes can be used as potential candidates for thermotolerance selection in mammals.
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Bibliometric Analysis of Research on the Main Genes Involved in Meat Tenderness. Animals (Basel) 2022; 12:ani12212976. [PMID: 36359100 PMCID: PMC9654910 DOI: 10.3390/ani12212976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 10/21/2022] [Accepted: 10/24/2022] [Indexed: 11/29/2022] Open
Abstract
Simple Summary A bibliometric analysis was carried out to know the evolution of research on genes associated with meat tenderness, of interest for the development of selection programs. Since 1993, studies have been limited to a few researchers in high-income countries due to the costs associated with the techniques. The main findings showed that the scientific production had a discontinuous growth because science experienced a significant change since approximately 2010. Marker-assisted selection was widely used, evaluating mainly CAPN (calpain) and CAST (calpastatin) genes for their contribution to meat tenderness, especially in cattle. However, the effects are small; therefore, genomic selection was implemented by genotyping thousands of single nucleotide polymorphisms (SNPs) for further explanation of genetic variation. The results shown are important for scholars to identify emerging methodologies and gaps in the literature and to know who the prolific authors and institutions in the field for possible collaborations, etc., are. Abstract Tenderness is one of the main characteristics of meat because it determines its price and acceptability. This is the first bibliometric study on the trend of research on the role of genes in meat tenderness. A total of 175 original and English-language articles published up to 2021 were retrieved from Scopus. The bibliometric analysis was carried out with VOSviewer (version 1.6.18, Eck and Waltman, Leiden, Netherlands) and complemented with the Analyze search results service from Scopus. Erroneous and duplicate data were eliminated, and incomplete information was added to standardize the results. Scientific production was evaluated by means of quantity, quality and structure indicators. As a first glance, 8.816% of authors have published more than 50% of papers mainly related to genes encoding the calpain (CAPN)-calpastatin (CAST) system and single nucleotide polymorphisms (SNPs). Among other findings, a strong link was found between the contribution of the main countries (led by the United States with) and their institutions (led by the USDA Agricultural Research Service with) to their gross domestic product. Most studies on the topic are published in the Journal of Animal Science, and other journals with high impact according to the number of citations and different metrics. Finally, when evaluating the most cited articles, the occurrence and association of the main keywords, it was confirmed that research is focused on the role of CAPN and CAST genes and of SNPs in beef tenderness. The change in science was emphasized; although marker-assisted selection is still used, genes have an infinitesimal effect on complex traits. Therefore, since about 2010, new research groups adopted genomic selection to evaluate dense panels of SNPs and better explain genetic variation in meat tenderness.
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de Novais FJ, Yu H, Cesar ASM, Momen M, Poleti MD, Petry B, Mourão GB, Regitano LCDA, Morota G, Coutinho LL. Multi-omic data integration for the study of production, carcass, and meat quality traits in Nellore cattle. Front Genet 2022; 13:948240. [PMID: 36338989 PMCID: PMC9634488 DOI: 10.3389/fgene.2022.948240] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 10/06/2022] [Indexed: 11/18/2022] Open
Abstract
Data integration using hierarchical analysis based on the central dogma or common pathway enrichment analysis may not reveal non-obvious relationships among omic data. Here, we applied factor analysis (FA) and Bayesian network (BN) modeling to integrate different omic data and complex traits by latent variables (production, carcass, and meat quality traits). A total of 14 latent variables were identified: five for phenotype, three for miRNA, four for protein, and two for mRNA data. Pearson correlation coefficients showed negative correlations between latent variables miRNA 1 (mirna1) and miRNA 2 (mirna2) (-0.47), ribeye area (REA) and protein 4 (prot4) (-0.33), REA and protein 2 (prot2) (-0.3), carcass and prot4 (-0.31), carcass and prot2 (-0.28), and backfat thickness (BFT) and miRNA 3 (mirna3) (-0.25). Positive correlations were observed among the four protein factors (0.45-0.83): between meat quality and fat content (0.71), fat content and carcass (0.74), fat content and REA (0.76), and REA and carcass (0.99). BN presented arcs from the carcass, meat quality, prot2, and prot4 latent variables to REA; from meat quality, REA, mirna2, and gene expression mRNA1 to fat content; from protein 1 (prot1) and mirna2 to protein 5 (prot5); and from prot5 and carcass to prot2. The relations of protein latent variables suggest new hypotheses about the impact of these proteins on REA. The network also showed relationships among miRNAs and nebulin proteins. REA seems to be the central node in the network, influencing carcass, prot2, prot4, mRNA1, and meat quality, suggesting that REA is a good indicator of meat quality. The connection among miRNA latent variables, BFT, and fat content relates to the influence of miRNAs on lipid metabolism. The relationship between mirna1 and prot5 composed of isoforms of nebulin needs further investigation. The FA identified latent variables, decreasing the dimensionality and complexity of the data. The BN was capable of generating interrelationships among latent variables from different types of data, allowing the integration of omics and complex traits and identifying conditional independencies. Our framework based on FA and BN is capable of generating new hypotheses for molecular research, by integrating different types of data and exploring non-obvious relationships.
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Affiliation(s)
- Francisco José de Novais
- Department of Animal Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | - Haipeng Yu
- Department of Animal and Poultry Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Aline Silva Mello Cesar
- Department of Agri-Food Industry, Food and Nutrition, University of São Paulo, Piracicaba, Brazil
| | - Mehdi Momen
- Department of Animal and Poultry Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Mirele Daiana Poleti
- Department of Veterinary Medicine, School of Animal Science and Food Engineering, University of Sao Paulo, Pirassununga, Brazil
| | - Bruna Petry
- Department of Animal Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | - Gerson Barreto Mourão
- Department of Animal Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil
| | | | - Gota Morota
- Department of Animal and Poultry Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Luiz Lehmann Coutinho
- Department of Animal Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Piracicaba, Brazil
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Wei D, Zhang J, Raza SHA, Song Y, Jiang C, Song X, Wu H, Alotaibi MA, Albiheyri R, Al-Zahrani M, Makhlof RTM, Alsaad MA, Abdelnour SA, Quan G. Interaction of MyoD and MyoG with Myoz2 gene in bovine myoblast differentiation. Res Vet Sci 2022; 152:569-578. [PMID: 36191510 DOI: 10.1016/j.rvsc.2022.09.023] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 09/15/2022] [Accepted: 09/20/2022] [Indexed: 11/25/2022]
Abstract
This study aims to explore the functional role of Myoz2 in myoblast differentiation, and elucidate the potential factors interact with Myoz2 in promoter transcriptional regulation. The temporal-spatial expression results showed that the bovine Myoz2 gene was highest expressed in longissimus dorsi, and in individual growth stages and myoblast differentiation stages. Knockdown of Myoz2 inhibited the differentiation of myoblast, and negative effect of MyoD, MyoG, MyH and MEF2A expression on mRNA levels. Subsequently, the promoter region of bovine Myoz2 gene with 1.7 Kb sequence was extracted, and then it was set as eight series of deleted fragments, which were ligated into pGL3-basic to detect core promoter regions of Myoz2 gene in myoblasts and myotubes. Transcription factors MyoD and MyoG were identified as important cis-acting elements in the core promoter region (-159/+1). Also, it was highly conserved in different species based on dual-luciferase analysis and multiple sequence alignment analysis, respectively. Furthermore, a chromatin immunoprecipitation (ChIP) analysis combined with site-directed mutation and siRNA interference and overexpression confirmed that the combination of MyoD and MyoG occurred in region -159/+1, and played an important role in the regulation of bovine Myoz2 gene. These findings explored the regulatory network mechanism of Myoz2 gene during the development of bovine skeletal muscle.
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Affiliation(s)
- Dawei Wei
- School of Agriculture, Ningxia University, Yinchuan 750021, China,.
| | - Jiupan Zhang
- Institute of Animal Sciences, Ningxia Academy of agricultural and Forestry Sciences, Yinchuan 750021, China
| | | | - Yaping Song
- School of Agriculture, Ningxia University, Yinchuan 750021, China
| | - Chao Jiang
- School of Agriculture, Ningxia University, Yinchuan 750021, China
| | - Xiaoyu Song
- School of Agriculture, Ningxia University, Yinchuan 750021, China
| | - Hao Wu
- School of Agriculture, Ningxia University, Yinchuan 750021, China
| | | | - Raed Albiheyri
- Department of Biological Sciences, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia; Centre of Excellence in Bionanoscience Research, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Majid Al-Zahrani
- Biological Science Department, College of Science and Art, King Abdulaziz University, Rabigh, Saudi Arabia
| | - Raafat T M Makhlof
- Department of Parasitology, Faculty of Medicine, Umm Al Qura University, P.O. Box 715, Makkah 21955, Saudi Arabia; Department of Parasitology, Faculty of Medicine, Minia University, Minia 61511, Egypt
| | - Mohammad A Alsaad
- Department of Parasitology, Faculty of Medicine, Umm Al Qura University, P.O. Box 715, Makkah 21955, Saudi Arabia
| | - Sameh A Abdelnour
- Department of Animal Production, Faculty of Agriculture, Zagazig University, Zagazig 44511, Egypt
| | - Guobo Quan
- Yunnan Animal Science and Veterinary Institute, Jindian, Panlong County, Kunming City, Yunnan Province, China
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10
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Use of a graph neural network to the weighted gene co-expression network analysis of Korean native cattle. Sci Rep 2022; 12:9854. [PMID: 35701465 PMCID: PMC9197844 DOI: 10.1038/s41598-022-13796-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 05/27/2022] [Indexed: 11/25/2022] Open
Abstract
In the general framework of the weighted gene co-expression network analysis (WGCNA), a hierarchical clustering algorithm is commonly used to module definition. However, hierarchical clustering depends strongly on the topological overlap measure. In other words, this algorithm may assign two genes with low topological overlap to different modules even though their expression patterns are similar. Here, a novel gene module clustering algorithm for WGCNA is proposed. We develop a gene module clustering network (gmcNet), which simultaneously addresses single-level expression and topological overlap measure. The proposed gmcNet includes a “co-expression pattern recognizer” (CEPR) and “module classifier”. The CEPR incorporates expression features of single genes into the topological features of co-expressed ones. Given this CEPR-embedded feature, the module classifier computes module assignment probabilities. We validated gmcNet performance using 4,976 genes from 20 native Korean cattle. We observed that the CEPR generates more robust features than single-level expression or topological overlap measure. Given the CEPR-embedded feature, gmcNet achieved the best performance in terms of modularity (0.261) and the differentially expressed signal (27.739) compared with other clustering methods tested. Furthermore, gmcNet detected some interesting biological functionalities for carcass weight, backfat thickness, intramuscular fat, and beef tenderness of Korean native cattle. Therefore, gmcNet is a useful framework for WGCNA module clustering.
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11
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Yuan Z, Ge L, Zhang W, Lv X, Wang S, Cao X, Sun W. Preliminary Results about Lamb Meat Tenderness Based on the Study of Novel Isoforms and Alternative Splicing Regulation Pathways Using Iso-seq, RNA-seq and CTCF ChIP-seq Data. Foods 2022; 11:foods11081068. [PMID: 35454655 PMCID: PMC9025809 DOI: 10.3390/foods11081068] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 03/29/2022] [Accepted: 04/04/2022] [Indexed: 01/27/2023] Open
Abstract
Tenderness is an important indicator of meat quality. Novel isoforms associated with meat tenderness and the role of the CCCTC-binding factor (CTCF) in regulating alternative splicing to produce isoforms in sheep are largely unknown. The current project studied six sheep from two crossbred populations (Dorper × Hu × Hu, DHH and Dorper × Dorper × Hu, DDH) with divergent meat tenderness. Pooled Iso-seq data were used to annotate the sheep genomes. Then, the updated genome annotation and six RNA-seq data were combined to identify differentially expressed isoforms (DEIs) in muscles between DHH and DDH. These data were also combined with peaks detected from CTCF ChIP-seq data to investigate the regulatory role of CTCF for the alternative splicing. As a result, a total of 624 DEIs were identified between DDH and DHH. For example, isoform 7.524.18 transcribed from CAPN3 may be associated with meat tenderness. In addition, a total of 86 genes were overlapped between genes with transcribed DEIs and genes in differential peaks identified by CTCF ChIP-seq. Among these overlapped genes, ANKRD23 produces different isoforms which may be regulated by CTCF via methylation. As preliminary research, our results identified novel isoforms associated with meat tenderness and revealed the possible regulating mechanisms of alternative splicing to produce isoforms.
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Affiliation(s)
- Zehu Yuan
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education, Yangzhou University, Yangzhou 225000, China
| | - Ling Ge
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China
| | - Weibo Zhang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China
| | - Xiaoyang Lv
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education, Yangzhou University, Yangzhou 225000, China
| | - Shanhe Wang
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China
| | - Xiukai Cao
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education, Yangzhou University, Yangzhou 225000, China
| | - Wei Sun
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of Ministry of Education, Yangzhou University, Yangzhou 225000, China
- College of Animal Science and Technology, Yangzhou University, Yangzhou 225000, China
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12
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Asselstine V, Medrano JF, Cánovas A. Identification of novel alternative splicing associated with mastitis disease in Holstein dairy cows using large gap read mapping. BMC Genomics 2022; 23:222. [PMID: 35305573 PMCID: PMC8934477 DOI: 10.1186/s12864-022-08430-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 02/24/2022] [Indexed: 12/16/2022] Open
Abstract
Background Mastitis is a very common disease in the dairy industry that producers encounter daily. Transcriptomics, using RNA-Sequencing (RNA - Seq) technology, can be used to study the functional aspect of mastitis resistance to identify animals that have a better immune response to mastitis. When the cow has mastitis, not only genes but also specific mRNA isoforms generated via alternative splicing (AS) could be differentially expressed (DE), leading to the phenotypic variation observed. Therefore, the objective of this study was to use large gap read mapping to identify mRNA isoforms DE between healthy and mastitic milk somatic cell samples (N = 12). These mRNA isoforms were then categorized based on being 1) annotated mRNA isoforms for gene name and length, 2) annotated mRNA isoforms with different transcript length and 3) novel mRNA isoforms of non - annotated genes. Results Analysis identified 333 DE transcripts (with at least 2 mRNA isoforms annotated, with at least one being DE) between healthy and mastitic samples corresponding to 303 unique genes. Of these 333 DE transcripts between healthy and mastitic samples, 68 mRNA isoforms are annotated in the bovine genome reference (ARS.UCD.1.2), 249 mRNA isoforms had novel transcript lengths of known genes and 16 were novel transcript lengths of non - annotated genes in the bovine genome reference (ARS.UCD.1.2). Functional analysis including gene ontology, gene network and metabolic pathway analysis was performed on the list of 288 annotated and unique DE mRNA isoforms. In total, 67 significant metabolic pathways were identified including positive regulation of cytokine secretion and immune response. Additionally, numerous DE novel mRNA isoforms showed potential involvement with the immune system or mastitis. Lastly, QTL annotation analysis was performed on coding regions of the DE mRNA isoforms, identifying overlapping QTLs associated with clinical mastitis and somatic cell score. Conclusion This study identified novel mRNA isoforms generated via AS that could lead to differences in the immune response of Holstein dairy cows and be potentially implemented in future breeding programs. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-022-08430-x.
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13
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Ji C, Liu J, Luo R. Regulatory role of mitochondrial genes in the tenderisation of lamb meat during postmortem ageing. Int J Food Sci Technol 2022. [DOI: 10.1111/ijfs.15678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Chen Ji
- School of Agriculture Ningxia University Yinchuan Ningxia 750021 China
| | - Jijuan Liu
- School of Food and Wine Institute Ningxia University Yinchuan Ningxia 750021 China
| | - Ruiming Luo
- School of Agriculture Ningxia University Yinchuan Ningxia 750021 China
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14
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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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15
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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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16
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Fonseca PADS, Caldwell T, Mandell I, Wood K, Cánovas A. Genome-wide association study for meat tenderness in beef cattle identifies patterns of the genetic contribution in different post-mortem stages. Meat Sci 2022; 186:108733. [PMID: 35007800 DOI: 10.1016/j.meatsci.2022.108733] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 01/01/2022] [Accepted: 01/03/2022] [Indexed: 12/13/2022]
Abstract
The beef tenderization process during the post-mortem period is one of the most important sensorial attributes and it is well-established. The aim of this study was to identify the genetic contribution pattern to meat tenderness at 7-(LMD7), 14-(LMD14), and 21-(LMD21) days post-mortem. The heritabilities for LMD7 (0.194), LMD14 (0.142) and LMD21 (0.048) are well established in the population evaluated here. However, its genetic contribution in terms of genomic candidate regions is still poorly understood. Tenderness was measured in the Longissiums thoracis using Warner-Bratzler shear force in the three post-mortem periods. A total of 4323 crossbred beef cattle were phenotyped and genotyped using the Illumina BovineSNP50K. The percentage of the total genetic variance was estimated using the weighted single-step genomic best linear unbiased prediction method. The main candidate windows for LMD7 were associated with proteolysis of myofibrillar structures and the weakening endomysium and perimysium. Candidate windows for LMD14 and LMD21 were mapped in bovine QTLs for body composition, height and growth. Results presented herein highlight, the largest contribution of proteolysis related processes before 14-days post-mortem and body composition characteristics in later stages for meat tenderness.
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Affiliation(s)
- Pablo Augusto de Souza Fonseca
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Tim Caldwell
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Ira Mandell
- Centre for Nutrition Modelling, Department of Animal Biosciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Katharine Wood
- Centre for Nutrition Modelling, Department of Animal Biosciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Angela Cánovas
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, Ontario N1G 2W1, Canada.
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17
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Kubota S, Promkhun K, Sinpru P, Suwanvichanee C, Molee W, Molee A. RNA Profiles of the Korat Chicken Breast Muscle with Increased Carnosine Content Produced through Dietary Supplementation with β-Alanine or L-Histidine. Animals (Basel) 2021; 11:ani11092596. [PMID: 34573562 PMCID: PMC8464878 DOI: 10.3390/ani11092596] [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: 07/29/2021] [Revised: 08/28/2021] [Accepted: 08/31/2021] [Indexed: 12/24/2022] Open
Abstract
Simple Summary Carnosine is a bioactive food component with several potential health benefits for humans due to its physiological functions. Dietary supplementation with β-alanine or L-histidine can increase the carnosine content of skeletal muscles in chickens. Dietary supplementation with β-alanine or L-histidine has produced a slow-growing chicken variety with high carnosine content in the breast meat; however, the supplementation with L-histidine alone softens the meat toughness, which may affect consumers’ willingness to buy the meat. Gene expression is a key factor that influences meat quality. Understanding the molecular mechanisms that affect carnosine content and meat toughness would allow the production of more value-added slow-growing chickens. We compared global gene expression in chicken breast muscles with differing carnosine contents and meat toughness produced through dietary supplementation with β-alanine or L-histidine. We identified differentially expressed genes involved in regulating myosin, collagen, intramuscular fat, and calpain—factors that may affect meat tenderness. Pathway enrichment analysis indicated that the insulin-related and adipocytokine signaling pathways were altered by dietary supplementation with β-alanine or L-histidine. These data will be useful for future studies on carnosine content and meat toughness in slow-growing chickens. Abstract Korat chicken (KRC) is a slow-growing chicken bred in Thailand, whose meat exhibits a unique toughness. A previous study produced KRC breast meat containing high carnosine content through dietary supplementation with β-alanine or L-histidine; however, the KRC that were fed an L-histidine-supplemented diet produced meat that was significantly more tender. Herein, we performed RNA-Seq to identify candidate genes involved in the regulation of carnosine content and meat toughness. Total RNA was isolated from five female KRC breast muscles in each treatment group that KRC fed diets without supplementation, supplemented with β-alanine or L-histidine. Compared to the non-supplemented group, we identified 118 and 198 differentially expressed genes (DEGs) in the β-alanine or L-histidine supplementation groups, respectively. Genes potentially related to meat tenderness—i.e., those regulating myosin, collagen, intramuscular fat, and calpain—were upregulated (LOC107051274, ACSBG1, and CAPNS2) and downregulated (MYO7B, MYBPH, SERPINH1, and PGAM1). However, carnosine synthase gene was not identified. Functional enrichment analysis identified pathways affected by dietary supplementation, including the insulin signaling pathway (β-alanine supplementation) and the insulin resistance and adipocytokine signaling pathways (L-histidine supplementation). The FoxO signaling pathway was identified as a regulatory network for both supplementation groups. The identified genes can be used as molecular markers of meat tenderness in slow-growing chickens.
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