Analytical Investigation of Identified miRNAs and Their Target Genes Related to Mastitis in Dairy Cows

Document Type : Research Paper

Author

Department of Animal Science, Faculty of Agriculture, Yasouj University, Yasouj, Iran

Abstract

Given the importance of early detection and effective management of mastitis, the present study adopts an in silico approach to investigate the role of several microRNAs (miRNAs) in the pathogenesis of mastitis in the bovine genome. Candidate miRNAs were selected based on a multi-step criterion. Initially, a systematic review of previous studies that experimentally (via RNA-Seq, qPCR, or DNA microarray) reported the specific expression of miRNAs in inflammatory or infectious mastitis samples in cattle was conducted. Subsequently, miRNAs identified in at least two independent studies or in more than one reliable database (miRBase, NCBI GEO, miRTarBase) as being involved in inflammatory or immune responses were considered. Using bioinformatics analyses and reputable databases such as MirtarBase, TargetScan, DAVID, and NCBI, candidate genes associated with mastitis were identified, and their target signaling pathways were examined. This multi-step selection process was employed to ensure the accuracy and reliability of the selected miRNAs. The results of these analyses identified five key miRNAs, including bta-mir-146a, bta-mir-16a, bta-mir-181, bta-mir-21-5p, and bta-mir-223, each of which plays a role in critical biological pathways such as TLR4/NF-κB, MAPK, PI3K-AKT, TGFβ, and estrogen and progesterone hormone signaling. Furthermore, the findings—based on a context++ score ≤ –0.2 and conservation ≥ 0.7—revealed that bta-mir-146a, bta-mir-21-5p, and bta-mir-223 influence 7, 9, and 11 key proteins, respectively, within these biological pathways. These pathways are involved in regulating immune response, inflammation, cell growth, differentiation, and apoptosis, disruptions of which may lead to the onset or exacerbation of mastitis. Each of these miRNAs, by targeting multiple key proteins, could serve as sensitive and specific biomarkers for the early detection of mastitis in dairy cattle. Since these miRNAs can also be detected in milk and blood serum, non-invasive tests can be designed for screening and monitoring livestock health. These findings may assist veterinary specialists in utilizing miRNA-based assays to identify and treat mastitis at early stages, thereby preventing disease progression and reducing economic losses.

Keywords

Main Subjects


Extended Abstract

Introduction

Mastitis is one of the most prevalent and economically significant diseases affecting dairy cattle worldwide. It is characterized by inflammation of the mammary gland, which adversely impacts milk production and quality, compromises animal health, and leads to substantial financial losses within the dairy industry. The disease is primarily caused by bacterial infections; however, its pathogenesis is complex and involves intricate immune and inflammatory responses. Early diagnosis and timely management of mastitis are crucial for controlling disease spread, minimizing tissue damage, and improving recovery rates. Traditional diagnostic methods, such as somatic cell count and microbial culture, although useful, have limitations including time lags and variable sensitivity. Therefore, the exploration of molecular biomarkers that can enable rapid and sensitive detection of mastitis is essential. MicroRNAs (miRNAs), a class of small non-coding RNA molecules approximately 20-22 nucleotides in length, have emerged as pivotal post-transcriptional regulators of gene expression. By binding to complementary sequences on target messenger RNAs (mRNAs), miRNAs can inhibit translation or promote mRNA degradation, thereby finely tuning various biological processes, including immune responses and inflammation. This study employed an in silico bioinformatics approach aimed at investigating the regulatory roles of specific miRNAs in the pathogenesis of bovine mastitis. The objective was to identify key miRNAs associated with mastitis and their corresponding target genes, and to explore the biological pathways they influence using reliable public databases and computational tools such as miRTarBase, TargetScan, DAVID, and NCBI.

 

Method

The study leveraged a comprehensive bioinformatics pipeline to identify and analyze miRNAs and their target genes associated with bovine mastitis. Candidate miRNAs were initially selected based on literature reports and database screening for their known involvement in inflammatory and immune-related pathways pertinent to mastitis. Five key miRNAs—bta-mir-146a, bta-mir-16a, bta-mir-181, bta-mir-21-5p, and bta-mir-223—were prioritized due to their strong association with immune regulation and prior evidence of differential expression in mastitis-affected tissues. Target genes for these miRNAs were extracted using experimentally validated interactions in miRTarBase and predicted targets from TargetScan. Subsequent functional annotation and pathway enrichment analyses of these target genes were conducted using DAVID and related bioinformatics tools to reveal their involvement in signaling cascades critical to mastitis pathology. Special emphasis was placed on pathways such as Toll-like receptor 4 (TLR4)/nuclear factor kappa B (NF-κB), mitogen-activated protein kinase (MAPK), phosphatidylinositol 3-kinase/protein kinase B (PI3K-AKT), transforming growth factor beta (TGFβ), and hormonal signaling pathways involving estrogen and progesterone. Additionally, the study assessed the potential application of these miRNAs as non-invasive biomarkers by reviewing their detectability and stability in milk and blood serum samples.

 

Results

The results of these analyses identified five key miRNAs, including bta-mir-146a, bta-mir-16a, bta-mir-181, bta-mir-21-5p, and bta-mir-223, each of which plays a role in critical biological pathways such as TLR4/NF-κB, MAPK, PI3K-AKT, TGFβ, and estrogen and progesterone hormone signaling. Furthermore, the findings—based on a context++ score ≤ –0.2 and conservation ≥ 0.7—revealed that bta-mir-146a, bta-mir-21-5p, and bta-mir-223 influence 7, 9, and 11 key proteins, respectively, within these biological pathways. For instance, bta-mir-146a, bta-mir-21-5p, and bta-mir-223 were found to regulate a substantial number of key proteins—7, 9, and 11 respectively—that play essential roles in TLR4/NF-κB and MAPK signaling, pivotal pathways that mediate innate immune activation and inflammatory responses during mastitis. The PI3K-AKT pathway, implicated in cell survival and proliferation, along with the TGFβ signaling pathway, which modulates immune tolerance and tissue repair, were also influenced by these miRNAs. Moreover, hormonal pathways involving estrogen and progesterone, known for their immunomodulatory effects in the mammary gland, were shown to be modulated by these miRNAs, suggesting their broader involvement in mastitis pathogenesis. The multifunctional roles of these miRNAs underline their importance as molecular switches orchestrating responses to pathogenic challenge. Importantly, their stability and presence in easily accessible biological fluids such as milk and serum make them attractive candidates for development as sensitive and specific biomarkers. Early detection through miRNA profiling could enable timely interventions, reducing the severity of infection and associated economic losses. These findings also open avenues for therapeutic strategies targeting miRNA expression to modulate inflammatory and immune responses in mastitis.

Conclusion
    The present study underscores the pivotal role of miRNAs in the complex pathophysiology of bovine mastitis. The identification of five key miRNAs—bta-mir-146a, bta-mir-16a, bta-mir-181, bta-mir-21-5p, and bta-mir-223—and their involvement in crucial signaling pathways provides valuable insights into the molecular mechanisms driving mastitis development. Their detectability in milk and blood serum supports their potential utility as non-invasive biomarkers for early disease diagnosis and health monitoring in dairy cattle. Furthermore, understanding miRNA-mediated regulation offers promising perspectives for the design of targeted therapeutic interventions aimed at mitigating inflammatory damage and enhancing host defense mechanisms. Ultimately, applying these findings in clinical settings could improve animal welfare, sustain milk production, and alleviate the economic burdens posed by mastitis in dairy farming.

Author Contributions

All authors contributed equally to the conceptualization of the article and writing of the original and subsequent drafts.

 

Acknowledgements

I would like to extend my heartfelt appreciation to Zahra Beiranvand for her invaluable contributions to our research efforts. Her expertise and dedication have significantly enhanced our work.

 

Ethical Considerations

In this study, we did not utilize any biological samples, as we relied solely on data deposited in biological databases.

 

Conflict of Interest

The authors declare no conflict of interest.

منابع

سجادی, سعیدرضا, س., خرمیان, عزیززاده, & فرزانه. (2021). ارزیابی دقت تشخیص ورم پستان تحت بالینی با استفاده از نوارهای تشخیص لاکتات دهیدروژناز. مجله تحقیقات دامپزشکی (Journal of Veterinary Research), 76(2), 260-267.
 
REFERENCES
Bartel, D. P. (2018). Metazoan micrornas. Cell, 173(1), 20 51.  https://doi.org/10.1016/j.cell.2018.03.006 
Bennett, H., Fleming, J., O'prey, J., Ryan, K., & Leung, H. (2010). Androgens modulate autophagy and cell death via regulation of the endoplasmic reticulum chaperone glucose-regulated protein 78/BiP in prostate cancer cells. Cell death & disease, 1(9), e72-e72.  https://doi.org/10.1038/cddis.2010.50 
Bohlin, J., Brynildsrud, O. B., Sekse, C., & Snipen, L. (2014). An evolutionary analysis of genome expansion and pathogenicity in Escherichia coli. BMC genomics, 15(1), 882. https://doi.org/10.1186/1471-2164-15-882 
Campbell, B., Kendall, N., & Baird, D. (2009). Effect of direct ovarian infusion of bone morphogenetic protein 6 (BMP6) on ovarian function in sheep. Biology of Reproduction, 81(5), 1016-1023.  https://doi.org/10.1095/biolreprod.109.076653 
Cimmino, A., Calin, G. A., Fabbri, M., Iorio, M. V., Ferracin, M., Shimizu, M.,…Dono, M. (2005). miR-15 and miR-16 induce apoptosis by targeting BCL2. Proceedings of the National Academy of Sciences, 102(39), 13944-13949. https://doi.org/10.1073/pnas.0506654102
Donnelly, M. R., Hazel, A. R., Hansen, L. B., & Heins, B. J. (2023). Health treatment cost of Holsteins in eight high-performance herds. Animals, 13(13), 2061. https://doi.org/10.3390/ani13132061 
Esteller, M. (2011). Non-coding RNAs in human disease. Nature reviews genetics, 12(12), 861-874. https://doi.org/10.1038/nrg3074 
Ha, M., & Kim, V. N. (2014). Regulation of microRNA biogenesis. Nature reviews Molecular cell biology, 15(8), 509-524. https://doi.org/10.1038/nrm3838 
Halasa, T., Huijps, K., Østerås, O., & Hogeveen, H. (2007). Economic effects of bovine mastitis and mastitis management: A review. Veterinary quarterly, 29(1), 18-31. https://doi.org/10.1080/01652176.2007.9695224 
Haneklaus, M., Gerlic, M., O'Neill, L. A., & Masters, S. (2013). miR‐223: infection, inflammation and cancer. Journal of internal medicine, 274(3), 215-226. https://doi.org/10.1111/joim.12099 
Henao-Mejia, J., Williams, A., Goff, L. A., Staron, M., Licona-Limón, P., Kaech, S. M.,…Flavell, R. A. (2013). The microRNA miR-181 is a critical cellular metabolic rheostat essential for NKT cell ontogenesis and lymphocyte development and homeostasis. Immunity, 38(5), 984-997. https://doi.org/10.1016/j.immuni.2013.02.021
Hou, J., Cui, A., Song, P., Hua, H., Luo, T., & Jiang, Y. (2015). Reactive oxygen species‑mediated activation of the Src‑epidermal growth factor receptor‑Akt signaling cascade prevents bortezomib‑induced apoptosis in hepatocellular carcinoma cells. Molecular medicine reports, 11(1), 712-718.
Johnnidis, J. B., Harris, M. H., Wheeler, R. T., Stehling-Sun, S., Lam, M. H., Kirak, O.,…Camargo, F. D. (2008). Regulation of progenitor cell proliferation and granulocyte function by microRNA-223. Nature, 451(7182), 1125-1129. https://doi.org/10.3892/mmr.2014.2736 
Kawai, T., & Akira, S. (2010). The role of pattern-recognition receptors in innate immunity: update on Toll-like receptors. Nature immunology, 11(5), 373-384.  https://doi.org/10.1038/nature06607 
Knutson, S. K., Warholic, N. M., Johnston, L. D., Klaus, C. R., Wigle, T. J., Iwanowicz, D.,…Moyer, M. P. (2014). Synergistic anti-tumor activity of EZH2 inhibitors and glucocorticoid receptor agonists in models of germinal center non-Hodgkin lymphomas. PloS one, 9(12), e111840. https://doi.org/10.1038/ni.1863 
Krol, J., Loedige, I., & Filipowicz, W. (2010). The widespread regulation of microRNA biogenesis, function and decay. Nature reviews genetics, 11(9), 597-610 https://doi.org/10.1038/nrg2843 
Lawless, N., Vegh, P., O’Farrelly, C., & Lynn, D. J. (2014). The role of microRNAs in bovine infection and immunity. Frontiers in immunology, 5, 611. https://doi.org/10.3389/fimmu.2014.00611 
Li, Q.-J., Chau, J., Ebert, P. J., Sylvester, G., Min, H., Liu, G.,…Skare, P. (2007). miR-181a is an intrinsic modulator of T cell sensitivity and selection. Cell, 129(1), 147-161. https://doi.org/10.1016/j.cell.2007.03.008
Liu, G., Friggeri, A., Yang, Y., Milosevic, J., Ding, Q., Thannickal, V. J.,…Abraham, E. (2010). miR-21 mediates fibrogenic activation of pulmonary fibroblasts and lung fibrosis. Journal of Experimental Medicine, 207(8), 1589-1597. https://doi.org/10.1084/jem.20100035
Lo Presti, E., Pizzolato, G., Corsale, A. M., Caccamo, N., Sireci, G., Dieli, F., & Meraviglia, S. (2018). γδ T cells and tumor microenvironment: from immunosurveillance to tumor evasion. Frontiers in immunology, 9, 1395. https://doi.org/10.3389/fimmu.2018.01395 
Mercer, T. R., Dinger, M. E., & Mattick, J. S. (2009). Long non-coding RNAs: insights into functions. Nature reviews genetics, 10(3), 155-159. https://doi.org/ 10.1038/nrg2521
O'Brien, J., Hayder, H., Zayed, Y., & Peng, C. (2018). Overview of microRNA biogenesis, mechanisms of actions, and circulation. Frontiers in endocrinology, 9, 402. https://doi.org/10.3389/fendo.2018.00402 
O'connell, R. M., Rao, D. S., Chaudhuri, A. A., & Baltimore, D. (2010). Physiological and pathological roles for microRNAs in the immune system. Nature Reviews Immunology, 10(2), 111-122. https://doi.org/10.1038/nri2708 
Oriá, A. P., Lacerda, A. d. J., Raposo, A. C. S., Araújo, N. L., Portela, R., Mendonça, M. A., & Masmali, A. M. (2020). Comparison of electrolyte composition and crystallization patterns in bird and reptile tears. Frontiers in Veterinary Science, 7, 505983. https://doi.org/10.3389/fvets.2020.00574 
Putz, E. J., Putz, A. M., Jeon, H., Lippolis, J. D., Ma, H., Reinhardt, T. A., & Casas, E. (2019). MicroRNA profiles of dry secretions through the first three weeks of the dry period from Holstein cows. Scientific Reports, 9(1), 19658.  https://doi.org/10.1038/s41598-019-56193-5
Rottiers, V., & Näär, A. M. (2012). MicroRNAs in metabolism and metabolic disorders. Nature reviews Molecular cell biology, 13(4), 239-250. https://doi.org/10.1038/nrm3313 
Tang, Y.-J., Wang, J.-L., Xie, K.-G., & Lan, C.-G. (2016). Association of interleukin 16 gene polymorphisms and plasma IL16 level with osteosarcoma risk. Scientific Reports, 6(1), 34607. https://doi.org/10.1038/srep34607 
Van Soest, F. J., Santman-Berends, I. M., Lam, T. J., & Hogeveen, H. (2016). Failure and preventive costs of mastitis on Dutch dairy farms. Journal of dairy science, 99(10), 8365-8374. https://doi.org/10.3168/jds.2015-10561 
Veshkini, A., Hammon, H. M., Lazzari, B., Vogel, L., Gnott, M., Tröscher, A.,…Ceciliani, F. (2022). Investigating circulating miRNA in transition dairy cows: What miRNAomics tells about metabolic adaptation. Frontiers in Genetics, 13, 946211. https://doi.org/10.3389/fgene.2022.946211 
Wang, K. C., & Chang, H. Y. (2011). Molecular mechanisms of long noncoding RNAs. Molecular cell, 43(6), 904-914. https://doi.org/10.1016/j.molcel.2011.08.018 
Zhang, Y., Zhang, X.-O., Chen, T., Xiang, J.-F., Yin, Q.-F., Xing, Y.-H.,…Chen, L.-L. (2013). Circular intronic long noncoding RNAs. Molecular cell, 51(6), 792-806. https://doi.org/10.1016/j.molcel.2013.08.017  https://doi.org/10.1136/ard.2008.098293 
Zheng, W., Zhang, X., Wang, Q., Xu, D., Zeng, X., & Zhang, F. (2009). Refractory severe connective tissue disease thrombocytopenia: is rituximab treatment effective and safe? Annals of the rheumatic diseases, 68(6), 1077-1078. https://doi.org/10.1136/ard.2008.098293 
Zhuang, G., Meng, C., Guo, X., Cheruku, P. S., Shi, L., Xu, H.,…Safe, S. (2012). A novel regulator of macrophage activation: miR-223 in obesity-associated adipose tissue inflammation. Circulation, 125(23), 2892-2903. https://doi.org/10.1161/circulationaha.111.087817