Abstract
In the present study, thermal images of the short milking tube of the milking machine representing four udder quarters independently attached to a milking animal, along with pre-milking and post-milking udder and teat thermograms, were taken using a hand-held digital infrared thermal camera (DarviDTL007) during morning milking of lactating Murrah buffaloes (n = 132) to assess the mastitis status. California mastitis test (CMT) and somatic cell count (SCC) of milk samples were carried out to screen the udder quarters as healthy, subclinical (SCM), and clinical mastitis (CM). The thermograms revealed an increase (p < 0.05) of 2.19 and 3.72ºC in the mean values of short milking tube (SMT) surface temperature among SCM and CM quarters compared to healthy quarters, respectively. The mean values of udder skin surface temperature (USST) for pre-milking, milking, and post-milking of SCM and CM compared to healthy quarters showed an increase (p < 0.05) of 2.17, 1.96, and 1.61ºC and 3.11, 2.88, and 2.73ºC, respectively. Similarly, compared to healthy quarters, the mean values of teat skin surface temperature (TSST) for pre-milking and post-milking of SCM and CM showed an increase (p < 0.05) of 2.12 and 1.66ºC and 3.07 and 2.45ºC, respectively. Also, CMT and SCC results showed a strong positive correlation (r = 0.68–0.91, p < 0.01) with all the thermographic parameters. Thus, thermograms of SMT alone can be used as an efficient detection tool in assessing SCM among Murrah buffaloes.
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Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author upon reasonable request.
Code availability
Not applicable.
Abbreviations
- SCC:
-
Somatic cell count
- CMT:
-
California mastitis test
- IRT:
-
Infrared thermography
- SCM:
-
Subclinical mastitis
- CM:
-
Clinical mastitis
- THI:
-
Temperature–humidity index
- IMI:
-
Intra-mammary infection
- EBST:
-
Eyeball surface temperature
- USST:
-
Udder Skin Surface temperature
- TSST:
-
Teat skin surface temperature
- SMT:
-
Short milking tube
- ROC:
-
Receiver operating characteristics
References
20th Livestock Census. 2022. DADF, Ministry of Fisheries, Animal Husbandry and Dairying, Government of India.
Algammal, A.M., Enany, M.E., El-Tarabili, R.M., Ghobashy, M.O.I. and Helmy, Y.A., 2020. Prevalence, antimicrobial resistance profiles, virulence, and enterotoxins-determinant genes of MRSA isolated from subclinical bovine mastitis in Egypt. Pathogens, 9(5), 362-384.
Barkema, H.W., Von-Keyserlingk, M.A., Kastelic, G.J.P., Lam, T.J.G.M., Luby, C., Roy, J. P., LeBlanc, S.J., Keefe, G.P. and Kelton, D.F., 2015. Invited review: Changes in the dairy industry affecting dairy health and welfare. Journal of Dairy Science, 98, 7426-7445.
Bernabucci, U., Lacetera, N., Baumgard, L.H., Rhoads, R.P., Ronchi, B. and Nardone, A., 2010. Metabolic and hormonal acclimation to heat stress in domesticated ruminants. Animal, 4, 1167-1183.
Berry, R.J, Kennedy, A.D., Scott, S.L., Kyle, B.L. and Schaefer, A.L., 2003. Daily variation in the udder surface temperature of dairy cows measured by infrared thermography: Potential for mastitis detection. Canadian Journal of Animal Science, 83, 687- 693.
Cerón-Muñoz, M., Tonhati, H., Duarte, J., Oliveira, J., Muñoz-Berrocal, M., and Jurado-Gámez, H., 2002. Factors affecting somatic cell counts and their relations with milk and milk constituent yield in buffaloes. Journal of Dairy Science, 85(11), 2885-2889.
Chakraborty, S., Dhama, K., Tiwari, R., Iqbal, Y.M., Khurana, S.K, Khandia, R., Munjal, A., Munuswamy, P., Kumar, M.A., Singh, M., Singh, R., Gupta, V.K., Chaicumpa, W., 2019. Technological interventions and advances in the diagnosis of intramammary infections in animals with emphasis on bovine population- A review. Veterinary Quarterly, 39(1), 76-94. https://doi.org/10.1080/01652176.2019.1642546.
Choudhary, B. B. and Sirohi, S. 2019. Sensitivity of Buffaloes (Bubalus Bubalis) to heat stress. Journal of Dairy Research, 86, 399-405.
Colak, A., Polat, B., Okumus, Z., Kaya, M., Yanmaz, L.E. and Hayirli, A., 2008. Short communication: early detection of mastitis using infrared thermography in dairy cows. Journal of Dairy Science, 91(11), 4244-4248.
Costa, E.O., Watanabe, E.T., Ribeiro, A.R., Garino, F., Houriti, A.M., and Baruselli, P. S., 2000. Mastitis Bubaline: Etiologia, Indices de Mastitis Clinica e Subclinica. Napgama, 1,12-5.
Dang, A.K. and Ludri, R.S., 2001. A study on the scanning electron microscopy of the buffalo mammary gland. Asian-Australasian Journal of Animal Sciences, 14, 101-103.
Dang, A.K., Kapila, S., Tomer, P. and Singh, C., 2007. Relationship of blood and milk cell counts with mastitic pathogens in Murrah buffaloes. Italian Journal of Animal Science, 6(2), 821-824.
Dhakal, I.P. and Nagahata, H., 2018. Evaluation of mastitis-related measures and their applications to classify buffalo milk in Chitwan, Nepal. Journal of Agricultural Science and Technology, 8, 99-111.
Eddy, A.L., Van Hoogmoed, L.M. and Snyder, J.R., 2001. Review: the role of thermography in the management of equine lameness. Veterinary Journal, 162 (3), 172–181.
Gomez, Y., Bieler, R., Hankele, A.K., Zahner, M., Savary, P. and Hillmann, E., 2018. Evaluation of visible eye white and maximum eye temperature as non-invasive indicators of stress in dairy cows. Applied Animal Behaviour Science, 198, 1–8.
Halasa, T., Huijps, K., Osterås, O. and Hogeveen, H., 2007. Economic effects of bovine mastitis and mastitis management: A review. Veterinary Quarterly, 29, 18-31.
Hansen, P.J., Soto, P. and Natzke, R.P., 2004. Mastitis and fertility in cattle–possible involvement of inflammation or immune activation in embryonic mortality. American Journal of Reproductive Immunology, 51(4), 294-301.
Harmon, R. J., 1994. Physiology of mastitis and factors affecting somatic cell counts. Journal of Dairy Science, 77, 2103-2112.
Hovinen, M., Siivonen, J., Taponen, S., Hanninen, L., Pastell, M., Aisla, A.M. and Pyorala, S., 2008. Detection of clinical mastitis with the help of a thermal camera. Journal of Dairy Science, 91, 4592-4598.
Kennedy, A.D., Berry, R.J., Scott, S.L., Kyle, B.L. and Schaefer, A.L., 2003. Daily variation in the udder surface temperature of dairy cows measured by infrared thermography: Potential for mastitis detection. Canadian Journal of Animal Science, 83, 687-693.
Kim, S.M., Eo, K.Y., Park, T.M., and Cho, G.J., 2023. Evaluation of usefulness of infrared thermography for the detection of mastitis based on teat skin surface temperatures in dairy cows. International Journal of Veterinary Science, 12(1), 1-6.
Krishnamoorthy, P., Goudar, A.L., Suresh, K.P. and Roy, P., 2021. Global and countrywide prevalence of subclinical and clinical mastitis in dairy cattle and buffaloes by systematic review and meta-analysis. Research in Veterinary Science, 136(5), 561-586.
Landis, J.R. and Koch, G.G., 1977. The measurement of observer agreement for categorical data. Biometrics, 33, 159-174.
Marrero, M.G., Rijos-Fernández, C., Vélez-Robles, Y., Ortiz-Colón, G., Sánchez-Rodríguez, H., Jiménez-Cabán, E. and Curbelo-Rodríguez, J., 2020. Short-milking-tube infrared temperature as a subclinical mastitis detection tool in tropical dairy farms. Applied Animal Science, 36(3), 329-334.
McDowell, R. E., 1972. Improvement of livestock production in a warm climate. WH Freeman and Co, San Fransisco, USA.
Metzner, M., Sauter-Louis, C., Seemueller, A., Petzl, W. and Klee, W., 2014. Infrared thermography of the udder surface of dairy cattle: Characteristics, methods, and correlation with rectal temperature. Veterinary Journal, 199, 57-62.
Miller, R.H. and Paape, M.J., 1985. Relationship between milk somatic cell count and milk yield. In: Proceedings of National Mastitis Council Annual Meetings, pp. 60–68.
Moroni, P., Rossi, C.S., Pisoni, G., Bronzo, V., Castiglioni, B. and Boettcher, P.J., 2006. Relationships between somatic cell count and intramammary infection in buffaloes. Journal of Dairy Science, 89(3), 998-1003.
Nielsen, C., 2009. The economic impact of mastitis in dairy cows. Doctoral Thesis. Swedish University of Agricultural Sciences, Uppsala, Sweden.
Panchal, I., Sawhney, I.K. and Dang, A.K., 2016. Relation between electrical conductivity, dielectric constant, somatic cell counts and some other milk quality parameters in the diagnosis of subclinical mastitis in Murrah buffaloes. Indian Journal of Dairy Science. 69(3), 267-271.
Pizauro, L.J.L., Silva, D.G., Santana, A.M., Clemente, V., Lara, G.H.B., Listoni, F.J.P. and Fagliari, J.J., 2014. Prevalence and etiology of buffalo mastitis and milk somatic cell count in dry and rainy seasons in a buffalo herd from Analândia, São Paulo State, Brazil. ArquivoBrasileiro de MedicinaVeterinária e Zootecnia, 66, 1703-1710.
Polat, B., Colak, A., Cengiz, M., Yanmaz, L.E., Oral, H., Bastan, A., Kaya, S. and Hayirli, A., 2010. Sensitivity and specificity of infrared thermography in the detection of subclinical mastitis in dairy cows. Journal of Dairy Science, 93, 3525-3532.
Rahman, H., Sambyal, D.S. and Baxi, K.K. 1983. Incidence and etiology of subclinical mastitis in cows and Buffaloes in Punjab. Journal of Dairy Research, 20, 208-12.
Rai, A.K., Nayak, A. Jogi, J., Gupta, V., Singh, R.V., Jadav, K.K., Shakya, P. and Dhakar, B. M.S., 2022. Prevalence of clinical and subclinical mastitis in dairy cows and buffaloes of Jabalpur district of Madhya Pradesh. The Pharma Innovation Journal, 11(7), 4771-4773.
Sales, D.C., Rangel, A.H.N., Galvão, J.G.B.Jr., Borba, L.H.F., Freitas, A.R. and Moura, E.O., 2016. Relationship between the yield of mozzarella cheese of buffalo's milk, milk quality, and the recovery of constituents in whey. Journal of Animal Science, 94, 246-254.
Sarubbi, F., Giuseppe, G., Giuseppe, A. and Raffaele, P., 2020. A Potential Application of Infrared Thermography (IRT) in Mediterranean Lactating Buffalo. Asian Basic and Applied Research Journal, 2(1), 11-16.
Sathiyabarathi, M., Jeyakumar, S., Manimaran, A., Pushpadass, H.A., Sivaram, M., Ramesha, K.P., Das, D.N., Kataktalware, M.A., Jayaprakash, G. and Patbandha, T.K., 2016. Investigation of body and udder skin surface temperature differentials as an early indicator of mastitis in Holstein Friesian crossbred cows using digital infrared thermography technique. Veterinary World, 9(12), 1386-1391.
Sathiyabarathi, M., Jeyakumar, S., Manimaran, A., Heartwin, Pushpadass, A., Kumaresan, A., Lathwal S.S., Sivaram, M., Das, D.N., Ramesha, K.P. and Jayaprakash, G., 2018. Infrared thermography to monitor body and udder skin surface temperature differences in relation to subclinical and clinical mastitis condition in Karan Fries (Bos taurus × Bos indicus) crossbred cows. Indian Journal of Animal Sciences, 88(6), 694-699.
Schalm, O.W., Carroll, E.J. and Jain. N.C., 1971. The mastitis complex - a brief summary. Bovine mastitis. Lea and Febiger, Philadelphia, PA.
Schalm, O.W. and Noorlender, D.O., 1957. Experiments and observations led to the development of the California mastitis test. Journal of American Veterinary Medical Association, 130, 199-204.
Silva, I. D. and Silva, K. F. S. T. 1994. Total and differential cell counts in buffalo milk. Buffalo Journal, 2: 133-7.
Thomas, C.S., Svennersten-Sjaunja, K., Bhosrekar, M.R. and Bruckmaier, R.M., 2004. Mammary cisternal size, cisternal milk and milk ejection in Murrah buffaloes. Journal of Dairy Research, 71, 162-168.
Willard, S., Dray, S., Farrar, R., McGee, M., Bowers, S., Chromiak, A. and Jones, M., 2007. Use of infrared thermal imaging to quantify dynamic changes in body temperature following lipopolysaccharide (LPS) administration in dairy cattle. Journal of Animal Sciences, 85(2), 26-35.
Youden, W.J. 1950. Index for rating diagnostic tests. Cancer, 3, 32-5.
Acknowledgements
The authors are grateful to the director, ICAR-National Dairy Research Institute (NDRI), Karnal, Haryana, India for providing all the necessary facilities to conduct the study.
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The “ICAR-Network Programme on Precision Agriculture (NePPA)” project (ICT unit-3(5)/2021-ICT) funded the research work.
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M.B. and T.K.M. designed the project. Material preparation, data collection, and analysis were performed by G.S.L. (part of the PhD research work submitted to ICAR- NDRI, Karnal, India, 2023). The first draft of the manuscript was written by G.S.L., and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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All the experimental procedures and the study protocol have been approved by the ICAR-National Dairy Research Institute Ethics Committee, ICAR-NDRI, Karnal, Haryana, India and the experiment was performed by the internationally accepted standard ethical guidelines for animal use and care.
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Dr. M. Bhakat, Principal Scientist and Head, Animal Physiology and Reproduction Division, ICAR-Central Institute for Research on Goats, Makhdoom, Farah-281122, Mathura, Uttar Pradesh, India.
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Gayathri, S.L., Bhakat, M. & Mohanty, T.K. Short milking tube thermogram analysis: an indicator of mastitis in Murrah buffaloes. Trop Anim Health Prod 56, 5 (2024). https://doi.org/10.1007/s11250-023-03853-4
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DOI: https://doi.org/10.1007/s11250-023-03853-4