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Vieira JIG, Braga LG, Chud TCS, Ferreira PH, Guimarães SEF, Martins MF, do Carmo Panetto JC, Machado MA, Silva DBDS, Bonafé CM, Magalhães AFB, da Silva MVGB, Verardo LL. Resequencing of Brazilian locally adapted cattle breeds revealed variants in candidate genes and transcription factors for meat fatty acid profile. J Anim Breed Genet 2024. [PMID: 38686591 DOI: 10.1111/jbg.12869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 04/15/2024] [Accepted: 04/19/2024] [Indexed: 05/02/2024]
Abstract
The beef cattle industry has experienced a shift driven by a market demand for healthier meat, cost efficiency and environmental sustainability in recent years. Consequently, there has been a growing focus on the fatty acids content and functions of meat in cattle breeding programmes. Besides, a deeper understanding of the biological mechanisms influencing the expression of different phenotypes related to fatty acid profiles is crucial. In this study, we aimed to identify Single-Nucleotide Variants (SNV) and Insertion/Deletion (InDels) DNA variants in candidate genes related to fatty acid profiles described in genomic, transcriptomic and proteomic studies conducted in beef cattle breeds. Utilizing whole-genome re-sequencing data from Brazilian locally adapted bovine breeds, namely Caracu and Pantaneiro, we identified SNVs and InDels associated with 23,947 genes. From these, we identified 318 candidate genes related to fatty acid profiles that contain variants. Subsequently, we select only genes with SNVs and InDels in their promoter, 5' UTR and coding region. Through the gene-biological process network, approximately 19 genes were highlighted. Furthermore, considering the studied trait and a literature review, we selected the main transcription factors (TF). Functional analysis via gene-TF network allowed us to identify the 30 most likely candidate genes for meat fatty acid profile in cattle. LIPE, MFSD2A and SREBF1 genes were highlighted in networks due to their biological importance. Further dissection of these genes revealed 15 new variants found in promoter regions of Caracu and Pantaneiro sequences. The gene networks facilitated a better functional understanding of genes and TF, enabling the identification of variants potentially related to the expression of candidate genes for meat fatty acid profiles in cattle.
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Affiliation(s)
| | - Larissa Graciano Braga
- Departamento de Engenharia e Ciências Exatas, Universidade Estadual Paulista, São Paulo, Brazil
| | | | | | | | | | | | | | | | | | | | | | - Lucas Lima Verardo
- Universidade Federal dos Vales Do Jequitinhonha e Mucuri, Diamantina, Minas Gerais, Brazil
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Schmidt PI, Mota LFM, Fonseca LFS, Dos Santos Silva DB, Frezarim GB, Arikawa LM, de Abreu Santos DJ, Magalhães AFB, Cole JB, Carvalheiro R, de Oliveira HN, Null DJ, VanRaden P, Ma L, de Albuquerque LG. Identification of candidate lethal haplotypes and genomic association with post-natal mortality and reproductive traits in Nellore cattle. Sci Rep 2023; 13:10399. [PMID: 37369809 DOI: 10.1038/s41598-023-37586-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 06/23/2023] [Indexed: 06/29/2023] Open
Abstract
The wide use of genomic information has enabled the identification of lethal recessive alleles that are the major genetic causes of reduced conception rates, longer calving intervals, or lower survival for live-born animals. This study was carried out to screen the Nellore cattle genome for lethal recessive haplotypes based on deviation from the expected population homozygosity, and to test SNP markers surrounding the lethal haplotypes region for association with heifer rebreeding (HR), post-natal mortality (PNM) and stayability (STAY). This approach requires genotypes only from apparently normal individuals and not from affected embryos. A total of 62,022 animals were genotyped and imputed to a high-density panel (777,962 SNP markers). Expected numbers of homozygous individuals were calculated, and the probabilities of observing 0 homozygotes was obtained. Deregressed genomic breeding values [(G)EBVs] were used in a GWAS to identify candidate genes and biological mechanisms affecting HR, STAY and PNM. In the functional analyses, genes within 100 kb down and upstream of each significant SNP marker, were researched. Thirty haplotypes had high expected frequency, while no homozygotes were observed. Most of the alleles present in these haplotypes had a negative mean effect for PNM, HR and STAY. The GWAS revealed significant SNP markers involved in different physiological mechanisms, leading to harmful effect on the three traits. The functional analysis revealed 26 genes enriched for 19 GO terms. Most of the GO terms found for biological processes, molecular functions and pathways were related to tissue development and the immune system. More phenotypes underlying these putative regions in this population could be the subject of future investigation. Tests to find putative lethal haplotype carriers could help breeders to eliminate them from the population or manage matings in order to avoid homozygous.
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Affiliation(s)
- Patrícia Iana Schmidt
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil.
| | - Lucio Flavio Macedo Mota
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Larissa Fernanda Simielli Fonseca
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Danielly Beraldo Dos Santos Silva
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Gabriela Bonfá Frezarim
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Leonardo Machestropa Arikawa
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Daniel Jordan de Abreu Santos
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Ana Fabrícia Braga Magalhães
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - John Bruce Cole
- Henry A. Wallace Beltsville Agricultural Research Center, Animal Genomics and Improvement Laboratory, Agricultural Research Service, USDA, Beltsville, MD, 20705-2350, USA
| | - Roberto Carvalheiro
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Henrique Nunes de Oliveira
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil
| | - Daniel Jacob Null
- Henry A. Wallace Beltsville Agricultural Research Center, Animal Genomics and Improvement Laboratory, Agricultural Research Service, USDA, Beltsville, MD, 20705-2350, USA
| | - Paul VanRaden
- Henry A. Wallace Beltsville Agricultural Research Center, Animal Genomics and Improvement Laboratory, Agricultural Research Service, USDA, Beltsville, MD, 20705-2350, USA
| | - Li Ma
- Department of Animal and Avian Sciences, University of Maryland, College Park, 20742, USA
| | - Lucia Galvão de Albuquerque
- Animal Science Department, School of Agricultural and Veterinary Sciences, São Paulo State University (Unesp), Via de Acesso Paulo Donato Castellane S/N, Departamento de Zootecnia, Jaboticabal, SP, 14884-900, Brazil.
- National Council for Scientific and Technological Development (CNPq), Brasília, Brazil.
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Berton MP, de Lemos MVA, Stafuzza NB, Simielli Fonseca LF, Silva DBDS, Peripolli E, Pereira ASC, Magalhães AFB, Albuquerque LG, Baldi F. Integration analyses of structural variations and differential gene expression associated with beef fatty acid profile in Nellore cattle. Anim Genet 2022; 53:570-582. [PMID: 35811456 DOI: 10.1111/age.13242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 06/06/2022] [Accepted: 06/22/2022] [Indexed: 11/26/2022]
Abstract
This study aimed to integrate analyses of structural variations and differentially expressed genes (DEGs) associated with the beef fatty acid (FA) profile in Nellore cattle. Copy numbers variation (CNV) detection was performed using the penncnv algorithm and CNVRuler software in 3794 genotyped animals through the High-Density Bovine BeadChip. In order to perform the genomic wide association study (GWAS), a total of 963 genotyped animals were selected to obtain the intramuscular lipid concentration and quantify the beef FA profile. A total of 48 animals belonging to the same farm and management lot were extracted from the 963 genotyped and phenotyped animals to carry out the transcriptomic and differentially expressed gene analyses. The GWAS with extreme groups of FA profiles was performed using a logistic model. A total of 43, 42, 66 and 35 significant CNV regions (p < 0.05) for saturated, monounsaturated, polyunsaturated and omega 3 and 6 fatty acids were identified respectively. The paired-end sequencing of 48 samples was performed using the Illumina HiSeq2500 platform. Real-time quantitative PCR was used to validate the DEGs identified by RNA-seq analysis. The results showed several DEGs associated with the FA profile of Longissimus thoracis, such as BSCL2 and SAMD8. Enriched terms as the cellular response to corticosteroid (GO:0071384) and glucocorticoid stimulus (GO:0071385) could be highlighted. The identification of structural variations harboring candidate genes for beef FA must contribute to the elucidation of the genetic basis that determines the beef FA composition of intramuscular fat in Nellore cattle. Our results will contribute to the identification of potential biomarkers for complex phenotypes, such as the FA profile, to improve the reliability of the genomic predictions including pre-selected variants using differentiated weighting in the genomic models.
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Affiliation(s)
- Mariana Piatto Berton
- Departamento de Zootecnia, Universidade Estadual Paulista, Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal, Brazil
| | | | | | | | | | - Elisa Peripolli
- Departamento de Zootecnia, Universidade Estadual Paulista, Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal, Brazil
| | - Angélica S C Pereira
- Departamento de Nutrição e Produção Animal, Universidade de São Paulo, Faculdade de Medicina Veterinária e Zootecnia, Pirassununga, Brazil
| | - Ana Fabricia Braga Magalhães
- Departamento de Zootecnia, Universidade Estadual Paulista, Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal, Brazil
| | - Lucia G Albuquerque
- Departamento de Zootecnia, Universidade Estadual Paulista, Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal, Brazil
| | - Fernando Baldi
- Departamento de Zootecnia, Universidade Estadual Paulista, Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal, Brazil
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Cupozak-Pinheiro WJ, Araújo de Almeida-Apolonio A, Sasaki MH, Maran NH, Pires de Araújo R, Silva DBDS, Víctor de Andrade Dos Santos J, Barufatti A, Chang MR, Pires de Oliveira KM. Candida species contamination in drinking groundwater from residence wells in three municipalities of midwestern Brazil and the potential human health risks. Microb Pathog 2022; 169:105660. [PMID: 35764189 DOI: 10.1016/j.micpath.2022.105660] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 06/03/2022] [Accepted: 06/25/2022] [Indexed: 10/17/2022]
Abstract
Groundwater represents one of the largest safe drinking water sources worldwide; however, it has been threatened by increased human activities in recent years. Candida species express virulence factors that contribute to the establishment and worsening of infections, although little is known about the virulence profiles of these species in potable groundwater. The aim of this study was to detect the presence of yeasts in groundwater from residential wells and to evaluate the antifungal susceptibility profile, hydrolytic enzyme production, adhesion capacity, and biofilm formation of Candida spp. Fifty yeasts representing nine genera were isolated: Candida (48%), Meyerozyma (20%), Pichia (8%), Exophiala (8%), Clavispora (4%), Kodamaea (4%), Rhodotorula (4%), Hanseniaspora (2%), and Kazachstania (2%). Candida parapsilosis was the most commonly isolated species, and approximately 29% of the Candida isolates were resistant to at least one azole. All Candida isolates were able to produce hydrolytic enzymes and adhere to polystyrene, and most were classified as hydrophobic. Candida spp. can establish and form biofilms when cultivated in different media such as Sabouraud broth, water, and calcium hypochlorite. The use of contaminated groundwater for human consumption represents a possible route for the transmission of clinically relevant yeasts that can cause fungal infections, especially in immunocompromised individuals. Therefore, it is important to evaluate and establish effective measures for groundwater treatment to ensure the quality and safety for consumption.
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Affiliation(s)
| | | | - Melina Hatsue Sasaki
- Faculty of Health Sciences, Federal University of Grande Dourados, Dourados, MS, 79804-970, Brazil
| | - Nayara Halimy Maran
- Faculty of Exact Sciences and Technology, Federal University of Grande Dourados, Dourados, MS, 79804-970, Brazil
| | - Renata Pires de Araújo
- Faculty of Exact Sciences and Technology, Federal University of Grande Dourados, Dourados, MS, 79804-970, Brazil
| | | | | | - Alexeia Barufatti
- Faculty of Biological and Environmental Science, Federal University of Grande Dourados, Dourados, MS, 79804-970, Brazil
| | - Marilene Rodrigues Chang
- Faculty of Medicine, Federal University of Mato Grosso do Sul, Campo Grande, MS, 79070-900, Brazil
| | - Kelly Mari Pires de Oliveira
- Faculty of Biological and Environmental Science, Federal University of Grande Dourados, Dourados, MS, 79804-970, Brazil.
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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] [What about the content of this article? (0)] [Affiliation(s)] [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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Muniz MM, Fonseca LFS, Canovas A, Silva DBDS, Ferro JA, Chardulo AL, Baldi F, de Albuquerque LG. 24 Structural variants affecting mRNAs isoforms splice sites associated with marbling in Nellore cattle. J Anim Sci 2020. [DOI: 10.1093/jas/skaa278.045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
The mRNA identification and associated splice variants affecting meat marbling in Nellore cattle could contribute to a better understanding of the genetic architecture of this complex trait. Longissimus thoracis samples from the 20 most extreme bulls (out of 80 bulls set) for marbling [high (n=10) and low (n=10) groups] trait were used to perform transcriptomic analysis using RNA-Sequencing. The CLC Genomics Workbench software was used to align the fragments of each sample to the bovine reference genome (ARS-UCD1.2) and to perform differential expressed transcript analysis (DE). An average of 37,000 transcripts and 14 mRNA DE (P ≤ 0.001; FC > 2) were detected in the muscle transcriptome. Among them, three transcripts were up-regulated (COL4A2-202, GHRH-201 and ENSBTAT00000070459.1) and 11 down-regulated (HBB-201, HBA-201, RPL14-202, CATHL1-201, CATHL4-201, MAPKAPK2-204, PCBD1-201, RPL30-203, NEURL1-202, PGLYRP1-201 and ENSBTAT00000038384.2) in high marbling group in relation to low group. Structural variants, including Single Nucleotide Variant (SNV), insertion or deletion were also found in the mRNA DE (4 in high and 6 in low marbling groups), causing possible splice site disruption. For high marbling group, in the COL4A2-202 transcript, three SNVs [one guanine (G) located on chromosome 12 at 85,104,867 bp, two cytosine (C), at the positions: 85,119,139 and 85,145,937 bp] were found. From these, one is a non-synonyms mutation [SNV (G) 85,145,937bp], causing an amino acid change (ENSBTAP00000005916.5: p.Glu1088Asp) in Collagen alpha-2(IV) chain protein (COL4A2). Interestingly, animals with low marbling presented also deletions (85,100,930 pb) in this same gene, causing an amino acid change (ENSBTAP00000005916.5:p.Pro113fs)in the COL4A2 protein. Functional enrichment analysis, using the DE mRNAs list, identified significant metabolic pathways (FDR < 0.05), such as O2/CO2 exchange in erythrocytes, tyrosine biosynthesis and phenylalanine degradation. The results suggest potential key regulatory genes associated with marbling, an economically important trait for the beef industry and for the consumer.
Funding FAPESP (#2009/16118-5, #11/21241-0, #2017/02470-3, #2017/10630–2, #2018/ 20026–8, #2018/11154-2) and CAPES (#001).
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Affiliation(s)
- Malane M Muniz
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, Canada
| | | | - Angela Canovas
- Centre for Genetic Improvement of Livestock, Department of Animal Bioscience, University of Guelph, Guelph, Ontario, 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
| | - Lucia Galvao de Albuquerque
- São Paulo State University (Unesp), School of Agricultural and Veterinarian Sciences, Jaboticabal, SP, Brazil
- São Paulo State University (Unesp), School of Agricultural and Veterinarian Sciences, Jaboticabal, SP, Brazil
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Muniz MMM, Fonseca LFS, Dos Santos Silva DB, de Oliveira HR, Baldi F, Chardulo AL, Ferro JA, Cánovas A, de Albuquerque LG. Identification of novel mRNA isoforms associated with meat tenderness using RNA sequencing data in beef cattle. Meat Sci 2020; 173:108378. [PMID: 33248741 DOI: 10.1016/j.meatsci.2020.108378] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 11/17/2020] [Accepted: 11/18/2020] [Indexed: 12/24/2022]
Abstract
The Warner-Bratzler shear force (WBSF) and myofibrillar fragmentation index (MFI) are complementary methodologies used to measure beef tenderness. Longissimus thoracis samples from the 20 most extreme bulls (out of 80 bulls set) for WBSF (tender (n = 10) and tough (n = 10)) and MFI (high (n = 10) and low (n = 10)) traits were collected to perform transcriptomic analysis using RNA-Sequencing. All analysis were performed through CLC Genomics Workbench. A total of 39 and 27 transcripts for WBSF and MFI phenotypes were DE, respectively. The possible DE novel mRNA isoforms, for WBSF and MFI traits, are myosin encoders (e.g. MYL1 and MYL6). In addition, we identified potential mRNA isoforms related to genes affecting the speed fibers degradation during the meat aging process. The DE novel transcripts are transcripted by genes with biological functions related to oxidative process, energy production and striated muscle contraction. The results suggest that the identified mRNA isoforms could be used as potential candidate to select animals in order to improve meat tenderness.
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Affiliation(s)
- Maria Malane Magalhães Muniz
- School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal, SP, Brazil; Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, Canada.
| | | | | | - Hinayah Rojas de Oliveira
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, Canada
| | - Fernando Baldi
- School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brazil
| | - Artur Loyola Chardulo
- National Council for Scientific and Technological Development (CNPq), Brazil; São Paulo State University (Unesp), College of Veterinary and Animal Science, Botucatu, SP, Brazil
| | - Jesus Aparecido Ferro
- School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), 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, ON, Canada
| | - Lucia Galvão de Albuquerque
- School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brazil.
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Santos Silva DBD, Fonseca LFS, Magalhães AFB, Muniz MMM, Baldi F, Ferro JA, Chardulo LAL, Pinheiro DG, Albuquerque LGD. Transcriptome profiling of muscle in Nelore cattle phenotypically divergent for the ribeye muscle area. Genomics 2019; 112:1257-1263. [PMID: 31351181 DOI: 10.1016/j.ygeno.2019.07.012] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Revised: 06/28/2019] [Accepted: 07/23/2019] [Indexed: 02/07/2023]
Abstract
This study aimed to use RNA-Seq to identify differentially expressed genes (DEGs) in muscle of uncastrated Nelore males phenotypically divergent for ribeye muscle area (REA). A total of 80 animals were phenotyped for REA, and 15 animals each with the highest REA and the lowest REA were selected for analyses. DEGs found (N = 288) belonging to families related to muscle cell growth, development, motility and proteolysis, such as actin, myosin, collagen, integrin, solute carrier, ubiquitin and kelch-like. Functional analysis showed that many of the significantly enriched gene ontology terms were closely associated with muscle development, growth, and degradation. Through co-expression network analysis, we predicted three hub genes (PPP3R1, FAM129B and UBE2G1), these genes are involved in muscle growth, proteolysis and immune system. The genes expression levels and its biological process found this study may result in differences in muscle deposition, and therefore, Nelore animals with different REA proportions.
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Affiliation(s)
- Danielly Beraldo Dos Santos Silva
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brasilia, DF, Brazil.
| | - Larissa Fernanda Simielli Fonseca
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brasilia, DF, Brazil
| | | | | | - Fernando Baldi
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brasilia, DF, Brazil
| | - Jesus Aparecido Ferro
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brasilia, DF, Brazil
| | | | - Daniel Guariz Pinheiro
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil
| | - Lucia Galvão de Albuquerque
- School of Agricultural and Veterinarian Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil; National Council for Scientific and Technological Development (CNPq), Brasilia, DF, Brazil.
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Magalhães AFB, Teixeira GHDA, Ríos ACH, Silva DBDS, Mota LFM, Muniz MMM, de Morais CDLM, de Lima KMG, Cunha Júnior LC, Baldi F, Carvalheiro R, Oliveira HND, Chardulo LAL, Albuquerque LGD. Prediction of meat quality traits in Nelore cattle by near-infrared reflectance spectroscopy. J Anim Sci 2018; 96:4229-4237. [PMID: 30010881 DOI: 10.1093/jas/sky284] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Accepted: 07/11/2018] [Indexed: 11/13/2022] Open
Abstract
The main definition for meat quality should include factors that affect consumer appreciation of the product. Physical laboratory analyses are necessary to identify factors that affect meat quality and specific equipment is used for this purpose, which is expensive and destructive, and the analyses are usually time consuming. An alternative method to performing several beef analyses is near-infrared reflectance spectroscopy (NIRS), which permits to reduce costs and to obtain faster, simpler, and nondestructive measurements. The objective of this study was to evaluate the feasibility of NIRS to predict shear force [Warner-Bratzler shear force (WBSF)], marbling, and color (*a = redness; b* = yellowness; and L* = lightness) in meat samples of uncastrated male Nelore cattle, that were approximately 2-yr-old. Samples of longissimus thoracis (n = 644) were collected and spectra were obtained prior to meat quality analysis. Multivariate calibration was performed by partial least squares regression. Several preprocessing techniques were evaluated alone and in combination: raw data, reduction of spectral range, multiplicative scatter correction, and 1st derivative. Accuracies of the calibration models were evaluated using the root mean square error of calibration (RMSEC), root mean square error of prediction (RMSEP), coefficient of determination in the calibration (R2C), and prediction (R2P) groups. Among the different preprocessing techniques, the reduction of spectral range provided the best prediction accuracy for all traits. The NIRS showed a better performance to predict WBSF (RMSEP = 1.42 kg, R2P = 0.40) and b* color (RMSEP = 1.21, R2P = 0.44), while its ability to accurately predict L* (RMSEP = 1.98, R2P = 0.16) and a* (RMSEP = 1.42, R2P = 0.17) was limited. NIRS was unsuitable to predict subjective meat quality traits such as marbling in Nelore cattle.
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Affiliation(s)
- Ana Fabrícia Braga Magalhães
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Gustavo Henrique de Almeida Teixeira
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Ana Cristina Herrera Ríos
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Danielly Beraldo Dos Santos Silva
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Lúcio Flávio Macedo Mota
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Maria Malane Magalhães Muniz
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Camilo de Lelis Medeiros de Morais
- Institute of Chemistry, Biological Chemistry and Chemometric, Federal University of Rio Grande do Norte, Natal - Rio Grande do Norte, Brazil.,School of Pharmacy and Biomedical Sciences, University of Central Lancashire, Preston - Lancashire, PR1 2HE UK
| | - Kássio Michell Gomes de Lima
- Institute of Chemistry, Biological Chemistry and Chemometric, Federal University of Rio Grande do Norte, Natal - Rio Grande do Norte, Brazil
| | - Luis Carlos Cunha Júnior
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Fernando Baldi
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Roberto Carvalheiro
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Henrique Nunes de Oliveira
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
| | - Luis Artur Loyola Chardulo
- Department of Animal Nutrition and Improvement, College of Veterinary and Animal Science, São Paulo State University (Unesp), Botucatu - São Paulo, Brazil
| | - Lucia Galvão de Albuquerque
- Department of Animal Science, School of Agricultural and Veterinarian Sciences, São Paulo State University (Unesp), Jaboticabal - São Paulo, Brazil
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11
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Fonseca LFS, Gimenez DFJ, Dos Santos Silva DB, Barthelson R, Baldi F, Ferro JA, Albuquerque LG. Differences in global gene expression in muscle tissue of Nellore cattle with divergent meat tenderness. BMC Genomics 2017; 18:945. [PMID: 29202705 PMCID: PMC5716225 DOI: 10.1186/s12864-017-4323-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Accepted: 11/21/2017] [Indexed: 11/20/2022] Open
Abstract
Background Meat tenderness is the consumer’s most preferred sensory attribute. This trait is affected by a number of factors, including genotype, age, animal sex, and pre- and post-slaughter management. In view of the high percentage of Zebu genes in the Brazilian cattle population, mainly Nellore cattle, the improvement of meat tenderness is important since the increasing proportion of Zebu genes in the population reduces meat tenderness. However, the measurement of this trait is difficult once it can only be made after animal slaughtering. New technologies such as RNA-Seq have been used to increase our understanding of the genetic processes regulating quantitative traits phenotypes. The objective of this study was to identify differentially expressed genes related to meat tenderness, in Nellore cattle in order to elucidate the genetic factors associated with meat quality. Samples were collected 24 h postmortem and the meat was not aged. Results We found 40 differentially expressed genes related to meat tenderness, 17 with known functions. Fourteen genes were up-regulated and 3 were down-regulated in the tender meat group. Genes related to ubiquitin metabolism, transport of molecules such as calcium and oxygen, acid-base balance, collagen production, actin, myosin, and fat were identified. The PCP4L1 (Purkinje cell protein 4 like 1) and BoLA-DQB (major histocompatibility complex, class II, DQ beta) genes were validated by qRT-PCR. The results showed relative expression values similar to those obtained by RNA-Seq, with the same direction of expression (i.e., the two techniques revealed higher expression of PCP4L1 in tender meat samples and of BoLA-DQB in tough meat samples). Conclusions This study revealed the differential expression of genes and functions in Nellore cattle muscle tissue, which may contain potential biomarkers involved in meat tenderness. Electronic supplementary material The online version of this article (10.1186/s12864-017-4323-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
| | | | | | | | - Fernando Baldi
- Faculty of Agricultural and Veterinary Sciences, São Paulo State University, FCAV/UNESP, Jaboticabal, São Paulo, Brazil
| | - Jesus Aparecido Ferro
- Faculty of Agricultural and Veterinary Sciences, São Paulo State University, FCAV/UNESP, Jaboticabal, São Paulo, Brazil
| | - Lucia Galvão Albuquerque
- Faculty of Agricultural and Veterinary Sciences, São Paulo State University, FCAV/UNESP, Jaboticabal, São Paulo, Brazil
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12
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Lopes FA, Rezende JD, Silva DBDS, Alves FDCG, Oliveira CED, Costa IPD. Molecular evidence of Borrelia burgdorferi sensu lato in patients in Brazilian central-western region. Rev Bras Reumatol Engl Ed 2017; 57:641-645. [PMID: 28579253 DOI: 10.1016/j.rbre.2017.05.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2016] [Accepted: 04/14/2017] [Indexed: 11/17/2022] Open
Abstract
We aimed to detect DNA of Borrelia burgdorferi in whole blood and serum samples of patients with clinical symptoms and epidemiology compatible with Brazilian Lyme-like disease. Four patients with positive epidemiological histories were recruited for the study. Blood samples were collected, screened by serologic testing by ELISA and Western blotting and molecular identification of B. burgdorferi by amplifying a fragment of the conserved gene that synthesizes the hook flagellar flgE. The results showed positive serology and for the first time, the presence of B. burgdorferi sensu lato in humans in the Midwest region of Brazil. The resulting sequences were similar to GenBank corresponding sequences of B. burgdorferi flgE gene. By neighbor-joining the phylogenetic analysis, the flgE sequence of the Brazilian strain clustered in a monophyletic group with the sequence of B. burgdorferi sensu lato under 100% bootstrap support. This study opens up promising perspectives and reinforces the need for additional studies to determine the epidemiological characteristics of the disease, as well as the impact of the prevalence of Brazilian borreliosis in Mato Grosso do Sul State, Brazil.
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Affiliation(s)
- Fernando Aguilar Lopes
- Universidade Federal de Mato Grosso do Sul (UFMS), Faculdade de Medicina (Famed), Programa de Pós-Graduação em Saúde e Desenvolvimento na Região Centro-Oeste, Campo Grande, MS, Brazil; Universidade Federal de Mato Grosso do Sul (UFMS), Hospital Universitário Maria Aparecida Pedrossian (Humap), Campo Grande, MS, Brazil.
| | - Jania de Rezende
- Universidade Católica Dom Bosco (UCDB), Programa de Pós-Graduação em Biotecnologia, Campo Grande, MS, Brazil
| | - Danielly Beraldo Dos Santos Silva
- Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias (FCAV), Programa de Pós-Graduação em Genética e Melhoramento Animal, Jaboticabal, SP, Brazil
| | | | - Carina Elisei de Oliveira
- Universidade Católica Dom Bosco (UCDB), Programa de Pós-Graduação em Biotecnologia, Campo Grande, MS, Brazil
| | - Izaías Pereira da Costa
- Universidade Federal de Mato Grosso do Sul (UFMS), Faculdade de Medicina (Famed), Programa de Pós-Graduação em Saúde e Desenvolvimento na Região Centro-Oeste, Campo Grande, MS, Brazil; Universidade Federal de Mato Grosso do Sul (UFMS), Hospital Universitário Maria Aparecida Pedrossian (Humap), Campo Grande, MS, Brazil
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