Characterization of basal and lipopolysaccharide-induced microRNA expression in equine peripheral blood mononuclear cells using Next-Generation Sequencing.
Abstract: The innate immune response to lipopolysaccharide contributes substantially to the morbidity and mortality of gram-negative sepsis. Horses and humans share an exquisite sensitivity to lipopolysaccharide and thus the horse may provide valuable comparative insights into this aspect of the inflammatory response. MicroRNAs, small non-coding RNA molecules acting as post-transcriptional regulators of gene expression, have key roles in toll-like receptor signaling regulation but have not been studied in this context in horses. The central hypothesis of this study was that lipopolysaccharide induces differential microRNA expression in equine peripheral blood mononuclear cells in a manner comparable to humans. Illumina Next Generation Sequencing was used to characterize the basal microRNA transcriptome in isolated peripheral blood mononuclear cells from healthy adult horses, and to evaluate LPS-induced changes in microRNA expression in cells cultured for up to four hours. Selected expression changes were validated using quantitative reverse-transcriptase PCR. Only miR-155 was significantly upregulated by LPS, changing in parallel with supernatant tumor necrosis factor-α concentration. Eight additional microRNAs, including miR-146a and miR-146b, showed significant expression change with time in culture without a clear LPS effect. Target predictions indicated a number of potential immunity-associated targets for miR-155 in the horse, including SOCS1, TAB2 and elements of the PI3K signaling pathway, suggesting that it is likely to influence the acute inflammatory response to LPS. Gene alignment showed extensive conservation of the miR-155 precursor gene and associated promoter regions between horses and humans. The basal and LPS-stimulated microRNA expression pattern characterized here were similar to those described in human leukocytes. As well as providing a resource for further research into the roles of microRNAs in immune responses in horses, this will facilitate inter-species comparative study of the role of microRNAs in the inflammatory cascade during endotoxemia and sepsis.
Publication Date: 2017-05-26 PubMed ID: 28552958PubMed Central: PMC5446123DOI: 10.1371/journal.pone.0177664Google Scholar: Lookup
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- Journal Article
Summary
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This research study investigates how the lipopolysaccharide type of bacteria influences the inflammation response through an exploration of microRNA activity in horses’ blood cells. It uses advanced sequencing technology to map changes in microRNA expression. The findings corroborate with human leukocytes’ responses, providing a valuable resource for understanding sepsis and inflammatory reactions.
Objective of the Research
- The primary aim of this research was to discern the impact of lipopolysaccharide (LPS), a component often found in gram-negative bacteria, on the microRNA expression in equine peripheral blood mononuclear cells (PBMCs). This objective stems from a broader interest in understanding the innate immune response to LPS, which is considered a significant contributor to the morbidity and mortality associated with gram-negative sepsis.
Research Methodology
- The researchers utilized Next-Generation Sequencing technology from Illumina to analyze the microRNA transcriptome in the PBMCs isolated from healthy horses.
- These blood cells were cultured for up to four hours, and then LPS-induced changes in microRNA expression were evaluated.
- The researchers validated certain expression changes using quantitative reverse-transcriptase PCR.
Key Findings
- The study identified significant upregulation of only miR-155 microRNA in response to LPS. This expression change paralleled with the increased concentration of tumor necrosis factor-α, a protein responsible for regulating immune cells, in the cell culture’s supernatant.
- Eight other microRNAs displayed significant expression changes over time in culture but did not clearly correlate with the LPS effect.
- The researchers predicted certain immunity-associated target genes for miR-155, such as SOCS1, TAB2, and components of the PI3K signaling pathway. These predictions imply that miR-155 could influence the acute inflammatory response to LPS.
- The researchers found substantial conservation of the miR-155 precursor gene and associated promoter regions between horses and humans.
Contribution to the Scientific Community
- The research has charted both basal and LPS-induced microRNA expression patterns in horse leucocytes—a finding that aligns with patterns described in human cells.
- This study can be pivotal for future research about the role of microRNAs in immune responses, particularly in horses. Additionally, it can also be an essential resource for interspecies comparative studies, mainly around how microRNAs contribute to the inflammatory response during sepsis and endotoxemia.
Cite This Article
APA
Parkinson NJ, Buechner-Maxwell VA, Witonsky SG, Pleasant RS, Werre SR, Ahmed SA.
(2017).
Characterization of basal and lipopolysaccharide-induced microRNA expression in equine peripheral blood mononuclear cells using Next-Generation Sequencing.
PLoS One, 12(5), e0177664.
https://doi.org/10.1371/journal.pone.0177664 Publication
Researcher Affiliations
- Department of Large Animal Clinical Sciences, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
- Department of Large Animal Clinical Sciences, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
- Department of Large Animal Clinical Sciences, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
- Department of Large Animal Clinical Sciences, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
- Laboratory for Study Design and Statistical Analysis, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
- Department of Biomedical Sciences and Pathobiology, Virginia-Maryland College of Veterinary Medicine, Virginia Polytechnic and State University, Blacksburg, Virginia, United States of America.
MeSH Terms
- Animals
- Cytokines / biosynthesis
- High-Throughput Nucleotide Sequencing
- Horses
- Leukocytes, Mononuclear / metabolism
- Lipopolysaccharides / pharmacology
- MicroRNAs / blood
- MicroRNAs / genetics
- Reverse Transcriptase Polymerase Chain Reaction
Conflict of Interest Statement
The authors have declared that no competing interests exist.
References
This article includes 70 references
- Nahid MA, Satoh M, Chan EK. MicroRNA in TLR signaling and endotoxin tolerance.. Cell Mol Immunol 2011 Sep;8(5):388-403.
- Filipowicz W, Bhattacharyya SN, Sonenberg N. Mechanisms of post-transcriptional regulation by microRNAs: are the answers in sight?. Nat Rev Genet 2008 Feb;9(2):102-14.
- Doench JG, Sharp PA. Specificity of microRNA target selection in translational repression.. Genes Dev 2004 Mar 1;18(5):504-11.
- Taganov KD, Boldin MP, Chang KJ, Baltimore D. NF-kappaB-dependent induction of microRNA miR-146, an inhibitor targeted to signaling proteins of innate immune responses.. Proc Natl Acad Sci U S A 2006 Aug 15;103(33):12481-6.
- Jing Q, Huang S, Guth S, Zarubin T, Motoyama A, Chen J, Di Padova F, Lin SC, Gram H, Han J. Involvement of microRNA in AU-rich element-mediated mRNA instability.. Cell 2005 Mar 11;120(5):623-34.
- Rossato M, Curtale G, Tamassia N, Castellucci M, Mori L, Gasperini S, Mariotti B, De Luca M, Mirolo M, Cassatella MA, Locati M, Bazzoni F. IL-10-induced microRNA-187 negatively regulates TNF-α, IL-6, and IL-12p40 production in TLR4-stimulated monocytes.. Proc Natl Acad Sci U S A 2012 Nov 6;109(45):E3101-10.
- Tili E, Michaille JJ, Cimino A, Costinean S, Dumitru CD, Adair B, Fabbri M, Alder H, Liu CG, Calin GA, Croce CM. Modulation of miR-155 and miR-125b levels following lipopolysaccharide/TNF-alpha stimulation and their possible roles in regulating the response to endotoxin shock.. J Immunol 2007 Oct 15;179(8):5082-9.
- Xie W, Li M, Xu N, Lv Q, Huang N, He J, Zhang Y. MiR-181a regulates inflammation responses in monocytes and macrophages.. PLoS One 2013;8(3):e58639.
- Barton MH, Parviainen A, Norton N. Polymyxin B protects horses against induced endotoxaemia in vivo.. Equine Vet J 2004 Jul;36(5):397-401.
- Fessler JF, Bottoms GD, Coppoc GL, Gimarc S, Latshaw HS, Noble JK. Plasma endotoxin concentrations in experimental and clinical equine subjects.. Equine Vet J Suppl 1989 Jun;(7):24-8.
- Dinges MM, Schlievert PM. Comparative analysis of lipopolysaccharide-induced tumor necrosis factor alpha activity in serum and lethality in mice and rabbits pretreated with the staphylococcal superantigen toxic shock syndrome toxin 1.. Infect Immun 2001 Nov;69(11):7169-72.
- Tateda K, Matsumoto T, Miyazaki S, Yamaguchi K. Lipopolysaccharide-induced lethality and cytokine production in aged mice.. Infect Immun 1996 Mar;64(3):769-74.
- Moore JN, Vandenplas ML. Is it the systemic inflammatory response syndrome or endotoxemia in horses with colic?. Vet Clin North Am Equine Pract 2014 Aug;30(2):337-51, vii-viii.
- Zhou M, Wang Q, Sun J, Li X, Xu L, Yang H, Shi H, Ning S, Chen L, Li Y, He T, Zheng Y. In silico detection and characteristics of novel microRNA genes in the Equus caballus genome using an integrated ab initio and comparative genomic approach.. Genomics 2009 Aug;94(2):125-31.
- Kim MC, Lee SW, Ryu DY, Cui FJ, Bhak J, Kim Y. Identification and characterization of microRNAs in normal equine tissues by Next Generation Sequencing.. PLoS One 2014;9(4):e93662.
- Lee S, Hwang S, Yu HJ, Oh D, Choi YJ, Kim MC, Kim Y, Ryu DY. Expression of microRNAs in Horse Plasma and Their Characteristic Nucleotide Composition.. PLoS One 2016;11(1):e0146374.
- Wagner B, Freer H. Development of a bead-based multiplex assay for simultaneous quantification of cytokines in horses.. Vet Immunol Immunopathol 2009 Feb 15;127(3-4):242-8.
- Cicinnati VR, Shen Q, Sotiropoulos GC, Radtke A, Gerken G, Beckebaum S. Validation of putative reference genes for gene expression studies in human hepatocellular carcinoma using real-time quantitative RT-PCR.. BMC Cancer 2008 Nov 27;8:350.
- Kong Y. Btrim: a fast, lightweight adapter and quality trimming program for next-generation sequencing technologies.. Genomics 2011 Aug;98(2):152-3.
- Langmead B, Trapnell C, Pop M, Salzberg SL. Ultrafast and memory-efficient alignment of short DNA sequences to the human genome.. Genome Biol 2009;10(3):R25.
- Griffiths-Jones S, Grocock RJ, van Dongen S, Bateman A, Enright AJ. miRBase: microRNA sequences, targets and gene nomenclature.. Nucleic Acids Res 2006 Jan 1;34(Database issue):D140-4.
- Anders S, Pyl PT, Huber W. HTSeq--a Python framework to work with high-throughput sequencing data.. Bioinformatics 2015 Jan 15;31(2):166-9.
- Anders S, Huber W. Differential expression analysis for sequence count data.. Genome Biol 2010;11(10):R106.
- Andersen CL, Jensen JL, Ørntoft TF. Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets.. Cancer Res 2004 Aug 1;64(15):5245-50.
- Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, Smyth GK. limma powers differential expression analyses for RNA-sequencing and microarray studies.. Nucleic Acids Res 2015 Apr 20;43(7):e47.
- Lê Cao KA, González I, Déjean S. integrOmics: an R package to unravel relationships between two omics datasets.. Bioinformatics 2009 Nov 1;25(21):2855-6.
- Eisen MB, Spellman PT, Brown PO, Botstein D. Cluster analysis and display of genome-wide expression patterns.. Proc Natl Acad Sci U S A 1998 Dec 8;95(25):14863-8.
- Garcia DM, Baek D, Shin C, Bell GW, Grimson A, Bartel DP. Weak seed-pairing stability and high target-site abundance decrease the proficiency of lsy-6 and other microRNAs.. Nat Struct Mol Biol 2011 Sep 11;18(10):1139-46.
- Miranda KC, Huynh T, Tay Y, Ang YS, Tam WL, Thomson AM, Lim B, Rigoutsos I. A pattern-based method for the identification of MicroRNA binding sites and their corresponding heteroduplexes.. Cell 2006 Sep 22;126(6):1203-17.
- Chou CH, Chang NW, Shrestha S, Hsu SD, Lin YL, Lee WH, Yang CD, Hong HC, Wei TY, Tu SJ, Tsai TR, Ho SY, Jian TY, Wu HY, Chen PR, Lin NC, Huang HT, Yang TL, Pai CY, Tai CS, Chen WL, Huang CY, Liu CC, Weng SL, Liao KW, Hsu WL, Huang HD. miRTarBase 2016: updates to the experimentally validated miRNA-target interactions database.. Nucleic Acids Res 2016 Jan 4;44(D1):D239-47.
- Mi H, Poudel S, Muruganujan A, Casagrande JT, Thomas PD. PANTHER version 10: expanded protein families and functions, and analysis tools.. Nucleic Acids Res 2016 Jan 4;44(D1):D336-42.
- Frazer KA, Pachter L, Poliakov A, Rubin EM, Dubchak I. VISTA: computational tools for comparative genomics.. Nucleic Acids Res 2004 Jul 1;32(Web Server issue):W273-9.
- Viprey VF, Corrias MV, Burchill SA. Identification of reference microRNAs and suitability of archived hemopoietic samples for robust microRNA expression profiling.. Anal Biochem 2012 Feb 15;421(2):566-72.
- Mach N, Plancade S, Pacholewska A, Lecardonnel J, Rivière J, Moroldo M, Vaiman A, Morgenthaler C, Beinat M, Nevot A, Robert C, Barrey E. Integrated mRNA and miRNA expression profiling in blood reveals candidate biomarkers associated with endurance exercise in the horse.. Sci Rep 2016 Mar 10;6:22932.
- Ding W, Xin J, Jiang L, Zhou Q, Wu T, Shi D, Lin B, Li L, Li J. Characterisation of peripheral blood mononuclear cell microRNA in hepatitis B-related acute-on-chronic liver failure.. Sci Rep 2015 Aug 12;5:13098.
- Vaz C, Ahmad HM, Bharti R, Pandey P, Kumar L, Kulshreshtha R, Bhattacharya A. Analysis of the microRNA transcriptome and expression of different isomiRs in human peripheral blood mononuclear cells.. BMC Res Notes 2013 Sep 28;6:390.
- Milagro FI, Miranda J, Portillo MP, Fernandez-Quintela A, Campión J, Martínez JA. High-throughput sequencing of microRNAs in peripheral blood mononuclear cells: identification of potential weight loss biomarkers.. PLoS One 2013;8(1):e54319.
- Pacholewska A, Marti E, Leeb T, Jagannathan V, Gerber V. LPS-induced modules of co-expressed genes in equine peripheral blood mononuclear cells.. BMC Genomics 2017 Jan 5;18(1):34.
- Wang X, Zhu Y, Xu B, Wang J, Liu X. Identification of TLR2 and TLR4‑induced microRNAs in human mesenchymal stem cells and their possible roles in regulating TLR signals.. Mol Med Rep 2016 Jun;13(6):4969-80.
- De Santis R, Liepelt A, Mossanen JC, Dueck A, Simons N, Mohs A, Trautwein C, Meister G, Marx G, Ostareck-Lederer A, Ostareck DH. miR-155 targets Caspase-3 mRNA in activated macrophages.. RNA Biol 2016;13(1):43-58.
- Pritchard CC, Cheng HH, Tewari M. MicroRNA profiling: approaches and considerations.. Nat Rev Genet 2012 Apr 18;13(5):358-69.
- Git A, Dvinge H, Salmon-Divon M, Osborne M, Kutter C, Hadfield J, Bertone P, Caldas C. Systematic comparison of microarray profiling, real-time PCR, and next-generation sequencing technologies for measuring differential microRNA expression.. RNA 2010 May;16(5):991-1006.
- Androulidaki A, Iliopoulos D, Arranz A, Doxaki C, Schworer S, Zacharioudaki V, Margioris AN, Tsichlis PN, Tsatsanis C. The kinase Akt1 controls macrophage response to lipopolysaccharide by regulating microRNAs.. Immunity 2009 Aug 21;31(2):220-31.
- Bazzoni F, Rossato M, Fabbri M, Gaudiosi D, Mirolo M, Mori L, Tamassia N, Mantovani A, Cassatella MA, Locati M. Induction and regulatory function of miR-9 in human monocytes and neutrophils exposed to proinflammatory signals.. Proc Natl Acad Sci U S A 2009 Mar 31;106(13):5282-7.
- Curtale G, Mirolo M, Renzi TA, Rossato M, Bazzoni F, Locati M. Negative regulation of Toll-like receptor 4 signaling by IL-10-dependent microRNA-146b.. Proc Natl Acad Sci U S A 2013 Jul 9;110(28):11499-504.
- Takahashi N, Nakaoka T, Yamashita N. Profiling of immune-related microRNA expression in human cord blood and adult peripheral blood cells upon proinflammatory stimulation.. Eur J Haematol 2012 Jan;88(1):31-8.
- Dilda F, Gioia G, Pisani L, Restelli L, Lecchi C, Albonico F, Bronzo V, Mortarino M, Ceciliani F. Escherichia coli lipopolysaccharides and Staphylococcus aureus enterotoxin B differentially modulate inflammatory microRNAs in bovine monocytes.. Vet J 2012 Jun;192(3):514-6.
- Werners AH, Bryant CE. Pattern recognition receptors in equine endotoxaemia and sepsis.. Equine Vet J 2012 Jul;44(4):490-8.
- Schnabel CL, Steinig P, Schuberth HJ, Koy M, Wagner B, Wittig B, Juhls C, Willenbrock S, Murua Escobar H, Jaehnig P, Feige K, Cavalleri JM. Influences of age and sex on leukocytes of healthy horses and their ex vivo cytokine release.. Vet Immunol Immunopathol 2015 May 15;165(1-2):64-74.
- Chen J, Liu Z, Yang Y. In vitro screening of LPS-induced miRNAs in leukocytes derived from cord blood and their possible roles in regulating TLR signals.. Pediatr Res 2014 May;75(5):595-602.
- Breuhaus BA, DeGraves FJ. Plasma endotoxin concentrations in clinically normal and potentially septic equine neonates.. J Vet Intern Med 1993 Sep-Oct;7(5):296-302.
- Figueiredo MD, Vandenplas ML, Hurley DJ, Moore JN. Differential induction of MyD88- and TRIF-dependent pathways in equine monocytes by Toll-like receptor agonists.. Vet Immunol Immunopathol 2009 Jan 15;127(1-2):125-34.
- Senior JM, Proudman CJ, Leuwer M, Carter SD. Plasma endotoxin in horses presented to an equine referral hospital: correlation to selected clinical parameters and outcomes.. Equine Vet J 2011 Sep;43(5):585-91.
- Chen K, Geng S, Yuan R, Diao N, Upchurch Z, Li L. Super-low dose endotoxin pre-conditioning exacerbates sepsis mortality.. EBioMedicine 2015 Apr 1;2(4):324-333.
- Tizard IR. Helper T Cells and Their Response to Antigen. Veterinary Immunology 9th ed. St. Louis, Mo.: Elsevier/Saunders; 2013. p. 137–49.
- Elton TS, Selemon H, Elton SM, Parinandi NL. Regulation of the MIR155 host gene in physiological and pathological processes.. Gene 2013 Dec 10;532(1):1-12.
- McCoy CE, Sheedy FJ, Qualls JE, Doyle SL, Quinn SR, Murray PJ, O'Neill LA. IL-10 inhibits miR-155 induction by toll-like receptors.. J Biol Chem 2010 Jul 2;285(27):20492-8.
- Shakhov AN, Collart MA, Vassalli P, Nedospasov SA, Jongeneel CV. Kappa B-type enhancers are involved in lipopolysaccharide-mediated transcriptional activation of the tumor necrosis factor alpha gene in primary macrophages.. J Exp Med 1990 Jan 1;171(1):35-47.
- Davey GM, Heath WR, Starr R. SOCS1: a potent and multifaceted regulator of cytokines and cell-mediated inflammation.. Tissue Antigens 2006 Jan;67(1):1-9.
- Lu LF, Gasteiger G, Yu IS, Chaudhry A, Hsin JP, Lu Y, Bos PD, Lin LL, Zawislak CL, Cho S, Sun JC, Leslie CS, Lin SW, Rudensky AY. A Single miRNA-mRNA Interaction Affects the Immune Response in a Context- and Cell-Type-Specific Manner.. Immunity 2015 Jul 21;43(1):52-64.
- Lv X, Zhang Y, Cui Y, Ren Y, Li R, Rong Q. Inhibition of microRNA‑155 relieves sepsis‑induced liver injury through inactivating the JAK/STAT pathway.. Mol Med Rep 2015 Oct;12(4):6013-8.
- Iwai H, Funatogawa K, Matsumura K, Kato-Miyazawa M, Kirikae F, Kiga K, Sasakawa C, Miyoshi-Akiyama T, Kirikae T. MicroRNA-155 knockout mice are susceptible to Mycobacterium tuberculosis infection.. Tuberculosis (Edinb) 2015 May;95(3):246-50.
- Ceppi M, Pereira PM, Dunand-Sauthier I, Barras E, Reith W, Santos MA, Pierre P. MicroRNA-155 modulates the interleukin-1 signaling pathway in activated human monocyte-derived dendritic cells.. Proc Natl Acad Sci U S A 2009 Feb 24;106(8):2735-40.
- Xu C, Ren G, Cao G, Chen Q, Shou P, Zheng C, Du L, Han X, Jiang M, Yang Q, Lin L, Wang G, Yu P, Zhang X, Cao W, Brewer G, Wang Y, Shi Y. miR-155 regulates immune modulatory properties of mesenchymal stem cells by targeting TAK1-binding protein 2.. J Biol Chem 2013 Apr 19;288(16):11074-9.
- Wang H, Brown J, Martin M. Glycogen synthase kinase 3: a point of convergence for the host inflammatory response.. Cytokine 2011 Feb;53(2):130-40.
- Zheng Y, Xiong S, Jiang P, Liu R, Liu X, Qian J, Zheng X, Chu Y. Glucocorticoids inhibit lipopolysaccharide-mediated inflammatory response by downregulating microRNA-155: a novel anti-inflammation mechanism.. Free Radic Biol Med 2012 Apr 15;52(8):1307-17.
- Burrows GE. Dose-response of ponies to parenteral Escherichia coli endotoxin.. Can J Comp Med 1981 Apr;45(2):207-10.
- Aharonson-Raz K, Singh B. Pulmonary intravascular macrophages and endotoxin-induced pulmonary pathophysiology in horses.. Can J Vet Res 2010 Jan;74(1):45-9.
- Schmidt WM, Spiel AO, Jilma B, Wolzt M, Müller M. In vivo profile of the human leukocyte microRNA response to endotoxemia.. Biochem Biophys Res Commun 2009 Mar 13;380(3):437-41.
- Horohov DW. The equine immune responses to infectious and allergic disease: a model for humans?. Mol Immunol 2015 Jul;66(1):89-96.
Citations
This article has been cited 4 times.- Mendoza Garcia FJ, Gonzalez-De Cara C, Aguilera-Aguilera R, Buzon-Cuevas A, Perez-Ecija A. Meloxicam ameliorates the systemic inflammatory response syndrome associated with experimentally induced endotoxemia in adult donkeys. J Vet Intern Med 2020 Jul;34(4):1631-1641.
- Carossino M, Dini P, Kalbfleisch TS, Loynachan AT, Canisso IF, Shuck KM, Timoney PJ, Cook RF, Balasuriya UBR. Downregulation of MicroRNA eca-mir-128 in Seminal Exosomes and Enhanced Expression of CXCL16 in the Stallion Reproductive Tract Are Associated with Long-Term Persistence of Equine Arteritis Virus. J Virol 2018 May 1;92(9).
- Firth JA, Sheldon BC, Brent LJN. Indirectly connected: simple social differences can explain the causes and apparent consequences of complex social network positions. Proc Biol Sci 2017 Nov 29;284(1867).
- P D D, M S, K K J, R U, T V A, G R, V B SK, Asaf M, Sebastian R. Role of microRNA, bta-miR-375 in Immune Sturdiness of Vechur: The Native Cattle Breed of Kerala, India. Heliyon 2023 Dec;9(12):e22683.
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