Network visualization and identifying hub genes involved in the foot-and-mouth disease in Holstein dairy cows

Document Type : Research Article (Regular Paper)

Author

Department of Animal Science, Faculty of Agriculture, Bu-Ali Sina University, Hamedan, Iran

Abstract

Abstract
Foot-and-mouth disease (FMD) is a dangerous disease in ruminants that causes severe production reduction in adult livestock and mortality in lambs and calves. In this study, the GSE83514 dataset (samples of nasopharyngeal epithelium from Holstein cattle) was extracted from the GEO database and was analyzed to identify gene network, hub genes and gene clusters underlying foot-and-mouth disease in dairy cows. Before performing any analysis, data quality control and normalization were performed using the online software GEO2R and genes with differential expression between the two treatments of healthy and patient samples at a probability level of P-value < 0.05 and Log Foldchange statistic [-2< LogFC< +2] were identified. We employed CytoNCA and cytoHuba plugins within Cytoscape software for network analysis. The MCL algorithm was used to identify five main clusters in the body of gene network. The results revealed 249 genes with significant expression differences (120 upregulated genes and 129 down-regulated genes). Five main clusters linked to signaling pathways associated with chemokines, tumor necrosis factor-alpha (TNF-α), and suppressor of viral growth were detected in the body of gene network. Ten genes CD9, ICOS, CXCL9, CD2, TTN, PTPRC, CALML5, IRF8, CD40, CXCR5 were identified as the hub genes which closely linked to key pathways involved in FMD infection. These genes were active mainly in hematopoietic system, lymphoid tissue and blood and involved in importance biological process such as immune system process, lymphocyte activation, positive regulation of cytokine production and B cell activation. These genes can be used as genetic markers, making them valuable for increasing genetic resistance to FMD.

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Main Subjects


Al-Barashdi, M.A., Ali, A., McMullin, M.F., Mills, K., 2021. Protein tyrosine phosphatase receptor type C (PTPRC or CD45). Journal of Clinical Pathology 74, 548-552.
Alvarez Rojas, C.A., Ansell, B.R., Hall, R.S., Gasser, R.B., Young, N.D., Jex, A.R., Scheerlinck, J. P.Y., 2015. Transcriptional analysis identifies key genes involved in metabolism, fibrosis/tissue repair and the immune response against Fasciola hepatica in sheep liver. Parasites and Vectors 8, 1-14.
 Ara, A., Ahmed, K. A., Xiang, J., 2018. Multiple effects of CD40-CD40L axis in immunity against infection and cancer. ImmunoTargets and Therapy 7, 55-61.
Asmare, Z., Erkihun, M., 2023. Recent application of DNA microarray techniques to diagnose infectious disease. Pathology and Laboratory Medicine International 15,77-82.
Bagheri Amiri, F., Bahonar, A.R., Mostafavi, E., Mansournia, M.A., Rasouli, N., Fallah Mehrabadi, M.H., Sholepash M.R., Abdollahi, D., 2016. Study of the determinants of foot-and-mouth disease in Iran: A unit level case control study. Iranian Journal of Epidemiology 12, 62-70 (In Farsi).
Benjamini, Y., Hochberg, Y.,1995. Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society Series B 57, 289-300.
Bouwhuis, M.G., Gast, A., Figl, A., Eggermont, A.M., Hemminki, K., Schadendorf, D., 2010. Polymorphisms in the CD28/CTLA4/ICOS genes: role in malignant melanoma susceptibility and prognosis? Cancer Immunology, Immunotherapy 59, 303-12.
Brosseau, C., Colas, L., Magnan, A., Brouard, S., 2018. CD9 tetraspanin: a new pathway for the regulation of inflammation? Frontiers in Immunology 9, 2316.
Brown, F., 2003.The history of research in foot-and-mouth disease. Virus Research 91, 3-7.
Bumgarner, R. (2013). Overview of DNA microarrays: types, applications, and their future. Current Protocols in Molecular Biology 22, 22.
Chin, C.H., Chen, S.H., Wu, H.H., 2014. cytoHubba: identifying hub objects and sub-networks from complex interactome. BMC System Biology 8, 1-7.
Clough, E., Barrett, T., Wilhite, SE., 2024. NCBI GEO: archive for gene expression and epigenomics data sets: 23-year update. Nucleic Acid Research 52, 138-44.
Cui, L., Murchland, I., Dodd, I. B., Shearwin, K. E., 2013. Bacteriophage lambda repressor mediates the formation of a complex enhancerlike structure. Transcription 4, 201-205.
Ding, Q., Lu, P., Xia, Y., Ding, S., Fan, Y., Li, X., 2016. CXCL9: evidence and contradictions for its role in tumor progression. Cancer Medicine 5, 3246-3259.
FAO, 2012. Food and Agriculture Organization of the United Nation. The global foot and mouth disease control strategy. Available at: https://www.woah.org/app/uploads/2021/12/the-global-foot-and-mouth-disease-control-strategy.pdf
FAO, 2026. Food and Agriculture Organization of the United Nation. Food and mouth disease. Available at: https://www.fao.org/animal-health/animal-diseases/foot-and-mouth-disease/en.
Fu, N., Wang, L., Han, X., Yang, Q., Zhang, Y., Tong, Z., Zhang, J., 2023. Genome-Wide identification and expression analysis of calmodulin and calmodulin-like genes, revealing CaM3 and CML13 participating in drought stress in Phoebe bournei. International Journal of Molecular Sciences 25, 545.
Govindarajan, R., Duraiyan, J., Kaliyappan, K., Palanisamy, M., 2012. Microarray and its applications. Journal of Pharmaceutical and Bio Sciences 4, S310-2.
Habibi, P., Hosseinzadeh, S., Javanmard, A., Rafat, S.A., Hasanpour, K., 2024.The identification and classification of some candidate genes associated with resistance to infectious nematodes in sheep using microarray data. Research on Animal Production 15, 1-10 (In Farsi).
Harrer, C., Otto, F., Pilz, G., 2021. The CXCL13/CXCR5- chemokine axis in neuroinflammation: evidence of CXCR5+ CD4 T cell recruitment to CSF. Fluids Barriers CNS 18, 40.
Houssaini, H., Bouallegui, E., Abida, O., Tahri, S., Elloumi, N., Hachicha, H., Marzouk, S., Bahloul, Z., Masmoudi, H., Fakhfakh, R., 2023. ICOS gene polymorphisms in systemic lupus erythematosus: A case-control study. International Journal of Immunology 50,194-205.
Huang, D. W., Sherman, B.T., Tan, Q., 2007. DAVID Bioinformatics Resources: expanded annotation database and novel algorithms to better extract biology from large gene lists. Nucleic Acid Research 35, 169-175.
Jamal, S.M., Belsham, G.J., 2013. Foot-and-mouth disease: past, present and future. Veterinary Research 44, 1-14.
Jensen, L. J.,  Kahn, M., Stark, M., 2009. STRING 8—a global view on proteins and their functional interactions in 630 organisms. Nucleic Acid Research 37,  412-416.
Jolfayi, A. G., Kohansal, E., Ghasemi, S., Naderi, N., Hesami, M., Mozafary Bazargany, M., 2024. Exploring TTN variants as genetic insights into cardiomyopathy pathogenesis and potential emerging clues to molecular mechanisms in cardiomyopathies. Scientific Reports 14, 5313.
Kanamori, K., Suina, K., Shukuya, T., Takahashi, F., Hayashi, T., Hara, K., Saito, T., Mitsuishi, Y., Shimamura, S.S., Winardi, W., Tajima, K., Ko, R., Mimori, T., Asao, T., Itoh, M., Kawaji, H., Suehara, Y., Takamochi, K., Suzuki, K., Takahashi, K., 2023. CALML5 is a novel diagnostic marker for differentiating thymic squamous cell carcinoma from type B3 thymoma. Thoracic Cancer 14, 1089-1097.
Karabon, L., Pawlak-Adamska, E., Tomkiewicz, A., Jedynak, A., Kielbinski, M., Woszczyk, D., 2012. Variations in suppressor molecule ctla-4 gene are related to susceptibility to multiple myeloma in a polish population. Pathology and Oncology Research 18, 219-26.
Khoshnood, S., Azimi, S.M., Ziafati Kafi, Z., Najafi, H., GhalyanchiLangeroudi, A., 2025. Molecular epidemiology of foot and mouth disease virus in Iran during 2019 and 2023. Scientific Reports 15, 30178.
Khorasani, A., 2021. Foot-and-mouth disease and the role of the Razi Institute in its control and prevention in Iran. Preventive Veterinary Medicine 1, 39-49 (In Farsi).
Kordestani, H., Pouyanmehr, M., Afshari Savfavi, E., 2023. Investigating the Epidemiological Pattern and Geographical Distribution Map of Foot and Mouth Disease in Kermanshah Province: A Cross-sectional Study. New Findings in Veterinary Microbiology 6,113-125.
Koizumi, H, Fujii, W., Sanjoba, C., Goto, Y., 2023. BAFF induces CXCR5 expression during B cell differentiation in bone marrow. Biochemistry and Biophysics Reports 34, 101451.
LeWinter, M.M., Granzier, H.L., 2014. Cardiac Titin and heart disease. Journal of Cardiovascular Pharmacology 63, 207-212.
Liu, J., Li, S., Cai, C., 2018.Cerebrospinal fluid chemokine patterns in children with enterovirus 71-related encephalitis. Scientific Reports 8, 1658.
Milburn, J.V., Hoog A.M., Winkler, S., van Dongen, K.A., Leitner, J., Patzl, M., Saalmuller, A., de Luca K., Steinberger, P., Mair, K.H., Gerner, W., 2021. Expression of CD9 on porcine lymphocytes and its relation to T cell differentiation and cytokine production. Developmental and Comparative Immunology 121, 104080.
Nishikori, M., Kitawaki, T., Tashima, Masaharu., Shimazu., Y., Mori, M., 2016. Diminished CD2 expression in T cells permits tumor immune escape. Journal of Clinical and Cellular Immunology 7, 1000406.
Oliveira, D.V., Prahm, K.P., Christensen, I.J., Hansen, A., Høgdall, C.K., Høgdall, E.V., 2021. Gene expression profile association with poor prognosis in epithelial ovarian cancer patients. Scientific Reports 11, 1-10.
Ostrowski, M., Vermeule, M., Zabal, O., Zamorano, P.I., Sadir, A.M., Geffner, J.R., 2007. The early protective thymus-independent antibody response to foot-and-mouth disease virus is mediated by splenic CD9+ B lymphocytes. Journal of Virology 81, 9357-67.
Patch, J.R., Dar, P.A., Waters, R., Toka, F.N., Barrera, J., Schutta C., 2014. Infection with foot-and-mouth disease virus (FMDV) induces a natural killer (NK) cell response in cattle that is lacking following vaccination. Comparative Immunology, Microbiology & Infectious Diseases 37, 249-57.
Pype, S., Declercq, W., Ibrahimi, A., Michiels, C., Van, Rietschoten, J.G., Dewulf, N., de Boer, M., Vandenabeele, P., Huylebroeck, D., Remacle, J.E., 2000. TTRAP, a novel protein that associates with CD40, tumor necrosis factor (TNF) receptor-75 and TNF receptor-associated factors (TRAFs), and that inhibits nuclear factor-kappa B activation. Journal of Biological Chemistry 275,18586-18593.
Seo, D.H., Corr, M., Patel, S., 2024. Chemokine CXCL9, a marker of inflammation, is associated with changes of muscle strength and mortality in older men. Osteoporosis International 35, 1789-1796.
Shannon, P., Markiel, A., Ozier, O., Baliga, N.S., 2003. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Research 13, 2498-2504.
Shrivastava, P., Katagiri, T., Ogimoto, M., Mizuno, K., Yakura, H., 2004. Dynamic regulation of Src-family kinases by CD45 in B cells. Blood 103, 1425-1432.
Su, Z., Chen, L., Nium Q, Yang, B., Huang, Z., 2022. Association of gene polymorphisms in CXC chemokine receptor 5 with rheumatoid arthritis susceptibility. Iranian Journal of Allergy, Asthma and Immunology 21, 537-548 (In Farsi).
Taghipour-Bazargani, T., Madadgar, O., Vahedi, A., 2017. Blood contamination of pigeons gathering food in FMD involved farms. Journal of Veterinary Research 72, 385-389.
Tang, Y., Li, M., Wang, J., Pan, V., Wu, F.X., 2015. CytoNCA: a cytoscape plugin for centrality analysis and evaluation of protein interaction networks. Biosystems 127, 67-72.
Tian, W. J., Zhang, X. Z., Wang, J., Liu, J. F., Li, F. H., Wang, X. J., 2024 Calmodulin-like 5 promotes PEDV replication by regulating late-endosome synthesis and innate immune response. Virologica Sinica 36, 588-607.
Valanparambil, R.M., Tam, M., Gros, P.P., Auger, J.P., Segura, M., Gros, P., 2017. IRF-8 regulates expansion of myeloid-derived suppressor cells and Foxp3+ regulatory T cells and modulates Th2 immune responses to gastrointestinal nematode infection. PLoS Pathogens 13, e1006647.
Villaseñor-Park, J., Ortega-Loayza, A.G., 2013. Microarray technique, analysis, and applications in dermatology. Journal of Investigative Dermatology 133, e7.
Vogel, L.A., Noelle, R.J., 1998. CD40 and its crucial role as a member of the TNFR family. Seminars in Immunology 10, 435-442
Wang, J., Knaut, H., 2014. Chemokine signaling in development and disease. Development 141, 4199-4205.
Wang, L., Zhu, Y., Zhang, N., Xian, Y., Tang, Y., Ye, J., Reza, F., He, G., Wen, X., Jiang, X., 2024. The multiple roles of interferon regulatory factor family in health and disease. Signal Transduction and Targeted Therapy 9, 282.
Wang, Z., Wang, C., Lin, S., Yu, X., 2021. Effect of TTN mutations on immune microenvironment and efficacy of immunotherapy in lung adenocarcinoma patients. Frontiers in Oncology 11, 725292.
Wu, J., Cui, D., Yang, X., Lou, J., Lin, J., Ye, X., 2014. Increased frequency of circulating follicular helper T cells in children with hand, foot, and mouth disease caused by enterovirus 71 infection. Journal of Immunology Research 2014, 25013818.
Wu, Y., Zhou, B. P., 2010. TNF-alpha/NF-kappa B/Snail pathway in cancer cell migration and invasion. British Journal of Cancer 102, 639-644.
Xu, H., Zhao, G., Huang, X., Ding, Z., Wang, J., Wang, X., 2010. CD40-expressing plasmid induces anti-CD40 antibody and enhances immune responses to DNA vaccination. Journal of Genetic Medicine 12, 97-106.
Valanparambil, R.M., Tam, M., Gros, P.P., Auger, J.P., Segura, M., Gros, P., 2017. IRF-8 regulates expansion of myeloid-derived suppressor cells and Foxp3+ regulatory T cells and modulates Th2 immune responses to gastrointestinal nematode infection. PLoS Pathogens 13, e1006647.
Vogel, L.A., Noelle, R.J., 1998. CD40 and its crucial role as a member of the TNFR family. Seminars in Immunology 10, 435-42.
Yu, Z., Zheng, C., Wang, Y., 2024. Comprehensive analysis of IRF-8-related genes and immune characteristics in Lupus nephritis. Frontiers in Pharmacology 15,1468323.