The Relationship between Reticuloruminal Temperature, Reticuloruminal pH, Cow Activity, and Clinical Mastitis in Dairy Cows
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Ethical Approval
2.2. Animals Farm and Feeding
2.3. Research Design
2.4. Measurements
2.4.1. Measurement Equipment
2.4.2. Duration of Measurements
2.4.3. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Hogeveen, H.; Klaas, I.C.; Dalen, G.; Honig, H.; Zecconi, A.; Kelton, D.F.; Sánchez Mainar, M. Novel Ways to Use Sensor Data to Improve Mastitis Management. J. Dairy Sci. 2021, 104, 11317–11332. [Google Scholar] [CrossRef] [PubMed]
- Rollin, E.; Dhuyvetter, K.C.; Overton, M.W. The Cost of Clinical Mastitis in the First 30 Days of Lactation: An Economic Modeling Tool. Prev. Vet. Med. 2015, 122, 257–264. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Krukowski, H.; Bakuła, Z.; Iskra, M.; Olender, A.; Bis-Wencel, H.; Jagielski, T. The First Outbreak of Methicillin-Resistant Staphylococcus Aureus in Dairy Cattle in Poland with Evidence of on-Farm and Intrahousehold Transmission. J. Dairy Sci. 2020, 103, 10577–10584. [Google Scholar] [CrossRef]
- van Loo, I.; Huijsdens, X.; Tiemersma, E.; de Neeling, A.; van de Sande-Bruinsma, N.; Beaujean, D.; Voss, A.; Kluytmans, J. Emergence of Methicillin-Resistant Staphylococcus Aureus of Animal Origin in Humans. Emerg. Infect. Dis. 2007, 13, 1834–1839. [Google Scholar] [CrossRef] [PubMed]
- Bradley, A.J. Bovine Mastitis: An Evolving Disease. Vet. J. 2002, 164, 116–128. [Google Scholar] [CrossRef]
- Levison, L.J.; Miller-Cushon, E.K.; Tucker, A.L.; Bergeron, R.; Leslie, K.E.; Barkema, H.W.; DeVries, T.J. Incidence Rate of Pathogen-Specific Clinical Mastitis on Conventional and Organic Canadian Dairy Farms. J. Dairy Sci. 2016, 99, 1341–1350. [Google Scholar] [CrossRef] [Green Version]
- Dore, S.; Liciardi, M.; Amatiste, S.; Bergagna, S.; Bolzoni, G.; Caligiuri, V.; Cerrone, A.; Farina, G.; Montagna, C.O.; Saletti, M.A.; et al. Survey on Small Ruminant Bacterial Mastitis in Italy, 2013–2014. Small Rumin. Res. 2016, 141, 91–93. [Google Scholar] [CrossRef] [Green Version]
- Guimarães, J.L.B.; Brito, M.A.V.P.; Lange, C.C.; Silva, M.R.; Ribeiro, J.B.; Mendonça, L.C.; Mendonça, J.F.M.; Souza, G.N. Estimate of the Economic Impact of Mastitis: A Case Study in a Holstein Dairy Herd under Tropical Conditions. Prev. Vet. Med. 2017, 142, 46–50. [Google Scholar] [CrossRef]
- Sato, T.; Usui, M.; Konishi, N.; Kai, A.; Matsui, H.; Hanaki, H.; Tamura, Y. Closely Related Methicillin-Resistant Staphylococcus Aureus Isolates from Retail Meat, Cows with Mastitis, and Humans in Japan. PLoS ONE 2017, 12, e0187319. [Google Scholar] [CrossRef]
- Magro, G.; Rebolini, M.; Beretta, D.; Piccinini, R. Methicillin-Resistant Staphylococcus Aureus CC22-MRSA-IV as an Agent of Dairy Cow Intramammary Infections. Vet. Microbiol. 2018, 227, 29–33. [Google Scholar] [CrossRef]
- Hennekinne, J.-A.; Ostyn, A.; Guillier, F.; Herbin, S.; Prufer, A.-L.; Dragacci, S. How Should Staphylococcal Food Poisoning Outbreaks Be Characterized? Toxins 2010, 2, 2106–2116. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Krömker, V.; Leimbach, S. Mastitis Treatment—Reduction in Antibiotic Usage in Dairy Cows. Reprod. Domest. Anim. 2017, 52, 21–29. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bell, M.J.; Tzimiropoulos, G. Novel Monitoring Systems to Obtain Dairy Cattle Phenotypes Associated with Sustainable Production. Front. Sustain. Food Syst. 2018, 2, 31. [Google Scholar] [CrossRef]
- Barkema, H.W.; von Keyserlingk, M.A.G.; Kastelic, J.P.; Lam, T.J.G.M.; Luby, C.; Roy, J.-P.; LeBlanc, S.J.; Keefe, G.P.; Kelton, D.F. Invited Review: Changes in the Dairy Industry Affecting Dairy Cattle Health and Welfare. J. Dairy Sci. 2015, 98, 7426–7445. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- González, L.A.; Tolkamp, B.J.; Coffey, M.P.; Ferret, A.; Kyriazakis, I. Changes in Feeding Behavior as Possible Indicators for the Automatic Monitoring of Health Disorders in Dairy Cows. J. Dairy Sci. 2008, 91, 1017–1028. [Google Scholar] [CrossRef] [Green Version]
- Luby, C.D.; Waldner, C.; Jelinski, M.D. Update on Demographics of the Canadian Dairy Industry for the Period 2011 to 2016. Can. Vet. J. 2020, 61, 75–78. [Google Scholar]
- Delgado, H.A.; Cue, R.I.; Haine, D.; Sewalem, A.; Lacroix, R.; Lefebvre, D.; Dubuc, J.; Bouchard, E.; Wade, K.M. Profitability Measures as Decision-Making Tools for Québec Dairy Herds. Can. J. Anim. Sci. 2018, 98, 18–31. [Google Scholar] [CrossRef]
- Liang, D.; Arnold, L.M.; Stowe, C.J.; Harmon, R.J.; Bewley, J.M. Estimating US Dairy Clinical Disease Costs with a Stochastic Simulation Model. J. Dairy Sci. 2017, 100, 1472–1486. [Google Scholar] [CrossRef] [Green Version]
- Fadul-Pacheco, L.; Delgado, H.; Cabrera, V.E. Exploring Machine Learning Algorithms for Early Prediction of Clinical Mastitis. Int. Dairy J. 2021, 119, 105051. [Google Scholar] [CrossRef]
- Stangaferro, M.L.; Wijma, R.; Caixeta, L.S.; Al-Abri, M.A.; Giordano, J.O. Use of Rumination and Activity Monitoring for the Identification of Dairy Cows with Health Disorders: Part III. Metritis. J. Dairy Sci. 2016, 99, 7422–7433. [Google Scholar] [CrossRef] [Green Version]
- Khatun, M.; Clark, C.E.F.; Lyons, N.A.; Thomson, P.C.; Kerrisk, K.L.; García, S.C. Early Detection of Clinical Mastitis from Electrical Conductivity Data in an Automatic Milking System. Anim. Prod. Sci. 2017, 57, 1226–1232. [Google Scholar] [CrossRef]
- Denwood, M.J.; Kleen, J.L.; Jensen, D.B.; Jonsson, N.N. Describing Temporal Variation in Reticuloruminal PH Using Continuous Monitoring Data. J. Dairy Sci. 2018, 101, 233–245. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Studer, E.; Alsaaod, M.; Steiner, A.; Becker, J. Application Note for the Use of a Wireless Device Measuring Reticular PH under Practice Conditions in a Swiss Dairy Herd. Smart Agric. Technol. 2023, 4, 100170. [Google Scholar] [CrossRef]
- Rambeaud, M.; Almeida, R.A.; Pighetti, G.M.; Oliver, S.P. Dynamics of Leukocytes and Cytokines during Experimentally Induced Streptococcus Uberis Mastitis. Vet. Immunol. Immunopathol. 2003, 96, 193–205. [Google Scholar] [CrossRef] [PubMed]
- Tassi, R.; McNeilly, T.N.; Fitzpatrick, J.L.; Fontaine, M.C.; Reddick, D.; Ramage, C.; Lutton, M.; Schukken, Y.H.; Zadoks, R.N. Strain-Specific Pathogenicity of Putative Host-Adapted and Nonadapted Strains of Streptococcus Uberis in Dairy Cattle. J. Dairy Sci. 2013, 96, 5129–5145. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Machado, N.A.F.; Da Costa, L.B.S.; Barbosa-Filho, J.A.D.; De Oliveira, K.P.L.; De Sampaio, L.C.; Peixoto, M.S.M.; Damasceno, F.A. Using Infrared Thermography to Detect Subclinical Mastitis in Dairy Cows in Compost Barn Systems. J. Therm. Biol. 2021, 97, 102881. [Google Scholar] [CrossRef]
- Adams, A.E.; Olea-Popelka, F.J.; Roman-Muniz, I.N. Using Temperature-Sensing Reticular Boluses to Aid in the Detection of Production Diseases in Dairy Cows. J. Dairy Sci. 2013, 96, 1549–1555. [Google Scholar] [CrossRef] [Green Version]
- Abdela, N. Sub-Acute Ruminal Acidosis (SARA) and Its Consequence in Dairy Cattle: A Review of Past and Recent Research at Global Prospective. Achiev. Life Sci. 2016, 10, 187–196. [Google Scholar] [CrossRef] [Green Version]
- Kleen, J.L.; Cannizzo, C. Incidence, Prevalence and Impact of SARA in Dairy Herds. Anim. Feed Sci. Technol. 2012, 172, 4–8. [Google Scholar] [CrossRef]
- Levit, H.; Pinto, S.; Amon, T.; Gershon, E.; Kleinjan-Elazary, A.; Bloch, V.; Ben Meir, Y.A.; Portnik, Y.; Jacoby, S.; Arnin, A.; et al. Dynamic Cooling Strategy Based on Individual Animal Response Mitigated Heat Stress in Dairy Cows. Animal 2021, 15, 100093. [Google Scholar] [CrossRef]
- Rodriguez, Z.; Kolar, Q.K.; Krogstad, K.C.; Swartz, T.H.; Yoon, I.; Bradford, B.J.; Ruegg, P.L. Evaluation of Reticuloruminal Temperature for the Prediction of Clinical Mastitis in Dairy Cows Challenged with Streptococcus Uberis. J. Dairy Sci. 2022. [Google Scholar] [CrossRef]
- Antanaitis, R.; Juozaitienė, V.; Jonike, V.; Baumgartner, W.; Paulauskas, A. Subclinical Mastitis Detected during the Last Gestation Period Can Increase the Risk of Stillbirth in Dairy Calves. Animals 2022, 12, 1394. [Google Scholar] [CrossRef]
- Antanaitis, R.; Juozaitienė, V.; Malašauskienė, D.; Televičius, M.; Urbutis, M.; Rutkaukas, A.; Šertvytytė, G.; Baumgartner, W. Identification of Changes in Rumination Behavior Registered with an Online Sensor System in Cows with Subclinical Mastitis. Vet. Sci. 2022, 9, 454. [Google Scholar] [CrossRef]
- Laboratory Handbook on Bovine Mastitis.—Hope—2000—Australian Veterinary Journal—Wiley Online Library. Available online: https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1751-0813.2000.tb11869.x (accessed on 5 February 2023).
- Lago, A.; Godden, S.M.; Bey, R.; Ruegg, P.L.; Leslie, K. The Selective Treatment of Clinical Mastitis Based on On-Farm Culture Results: I. Effects on Antibiotic Use, Milk Withholding Time, and Short-Term Clinical and Bacteriological Outcomes. J. Dairy Sci. 2011, 94, 4441–4456. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- CLSI: Performance Standards for Antimicrobial Disk…—“Google” Mokslinčius. Available online: https://scholar.google.com/scholar_lookup?title=Performance+Standards+for+Antimicrobial+Disk+and+Dilution+Susceptibility+Tests+for+Bacteria+Isolated+from+Animals&author=CLSI&publication_year=2015 (accessed on 14 May 2023).
- Castro-Costa, A.; Salama, A.A.K.; Moll, X.; Aguiló, J.; Caja, G. Using Wireless Rumen Sensors for Evaluating the Effects of Diet and Ambient Temperature in Nonlactating Dairy Goats. J. Dairy Sci. 2015, 98, 4646–4658. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Antanaitis, R.; Juozaitienė, V.; Jonike, V.; Baumgartner, W.; Paulauskas, A. Milk Lactose as a Biomarker of Subclinical Mastitis in Dairy Cows. Animals 2021, 11, 1736. [Google Scholar] [CrossRef]
- Yang, F.L.; Li, X.S.; He, B.X.; Yang, Z.L.; Li, G.H.; Liu, P.; Huang, Q.H.; Pan, X.M.; Li, J. Malondialdehyde Level and Some Enzymatic Activities in Subclinical Mastitis Milk. Afr. J. Biotechnol. 2011, 10, 5534–5538. [Google Scholar]
- Antanaitis, R.; Juozaitienė, V.; Malašauskienė, D.; Televičius, M. Inline Reticulorumen PH as an Indicator of Cows Reproduction and Health Status. Sensors 2020, 20, 1022. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Kamphuis, C.; Mollenhorst, H.; Heesterbeek, J.A.P.; Hogeveen, H. Data Mining to Detect Clinical Mastitis with Automatic Milking; VetLearn: Wellington, New Zealand, 2010; pp. 568–572. [Google Scholar]
- Ashraf, A.; Imran, M. Causes, Types, Etiological Agents, Prevalence, Diagnosis, Treatment, Prevention, Effects on Human Health and Future Aspects of Bovine Mastitis. Anim. Health Res. Rev. 2020, 21, 36–49. [Google Scholar] [CrossRef]
- Kuipers, A.; Koops, W.J.; Wemmenhove, H. Antibiotic Use in Dairy Herds in the Netherlands from 2005 to 2012. J. Dairy Sci. 2016, 99, 1632–1648. [Google Scholar] [CrossRef] [Green Version]
- AlZahal, O.; Kebreab, E.; France, J.; McBride, B.W. A Mathematical Approach to Predicting Biological Values from Ruminal PH Measurements. J. Dairy Sci. 2007, 90, 3777–3785. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Plaizier, J.C.; Krause, D.O.; Gozho, G.N.; McBride, B.W. Subacute Ruminal Acidosis in Dairy Cows: The Physiological Causes, Incidence and Consequences. Vet. J. 2008, 176, 21–31. [Google Scholar] [CrossRef]
- Schmitz, R.; Schnabel, K.; von Soosten, D.; Meyer, U.; Hüther, L.; Spiekers, H.; Rehage, J.; Dänicke, S. Changes of Ruminal PH, Rumination Activity and Feeding Behaviour during Early Lactation as Affected by Different Energy and Fibre Concentrations of Roughage in Pluriparous Dairy Cows. Arch. Anim. Nutr. 2018, 72, 458–477. [Google Scholar] [CrossRef] [PubMed]
- Heirbaut, S.; Børge Jensen, D.; Jing, X.P.; Stefańska, B.; Lutakome, P.; Vandaele, L.; Fievez, V. Different Reticuloruminal PH Metrics of High-Yielding Dairy Cattle during the Transition Period in Relation to Metabolic Health, Activity, and Feed Intake. J. Dairy Sci. 2022, 105, 6880–6894. [Google Scholar] [CrossRef] [PubMed]
- Van Winden, S.C.L.; Jorritsma, R.; Müller, K.E.; Noordhuizen, J.P.T.M. Feed Intake, Milk Yield, and Metabolic Parameters Prior to Left Displaced Abomasum in Dairy Cows. J. Dairy Sci. 2003, 86, 1465–1471. [Google Scholar] [CrossRef] [Green Version]
- Huzzey, J.M.; Veira, D.M.; Weary, D.M.; von Keyserlingk, M.A.G. Prepartum Behavior and Dry Matter Intake Identify Dairy Cows at Risk for Metritis. J. Dairy Sci. 2007, 90, 3220–3233. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Lukas, J.M.; Reneau, J.K.; Wallace, R.L.; De Vries, A. A Study of Methods for Evaluating the Success of the Transition Period in Early-Lactation Dairy Cows. J. Dairy Sci. 2015, 98, 250–262. [Google Scholar] [CrossRef] [Green Version]
- Antanaitis, R.; Juozaitienė, V.; Televičius, M.; Malašauskienė, D.; Urbutis, M.; Baumgartner, W. Relation of Subclinical Ketosis of Dairy Cows with Locomotion Behaviour and Ambient Temperature. Animals 2020, 10, 2311. [Google Scholar] [CrossRef]
- Bewley, J.M.; Grott, M.W.; Einstein, M.E.; Schutz, M.M. Impact of Intake Water Temperatures on Reticular Temperatures of Lactating Dairy Cows. J. Dairy Sci. 2008, 91, 3880–3887. [Google Scholar] [CrossRef]
- Puerto, M.A.; Shepley, E.; Cue, R.I.; Warner, D.; Dubuc, J.; Vasseur, E. The Hidden Cost of Disease: I. Impact of the First Incidence of Mastitis on Production and Economic Indicators of Primiparous Dairy Cows. J. Dairy Sci. 2021, 104, 7932–7943. [Google Scholar] [CrossRef]
- Antanaitis, R.; Žilaitis, V.; Kucinskas, A.; Juozaitienė, V.; Leonauskaite, K. Changes in Cow Activity, Milk Yield, and Milk Conductivity before Clinical Diagnosis of Ketosis, and Acidosis. Vet. Med. Zootech. 2015, 70, 3–9. [Google Scholar]
- Siivonen, J.; Taponen, S.; Hovinen, M.; Pastell, M.; Lensink, B.J.; Pyörälä, S.; Hänninen, L. Impact of Acute Clinical Mastitis on Cow Behaviour. Appl. Anim. Behav. Sci. 2011, 132, 101–106. [Google Scholar] [CrossRef]
- Antanaitis, R.; Zilaitis, V.; Juozaitiene, V.; Stoskus, R.; Televicius, M. Changes in Reticulorumen Content Temperature and PH According to Time of Day and Yearly Seasons. Pol. J. Vet. Sci. 2016, 19, 771–776. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Fogsgaard, K.K.; Bennedsgaard, T.W.; Herskin, M.S. Behavioral Changes in Freestall-Housed Dairy Cows with Naturally Occurring Clinical Mastitis. J. Dairy Sci. 2015, 98, 1730–1738. [Google Scholar] [CrossRef] [Green Version]
- Johnson, R.W. The Concept of Sickness Behavior: A Brief Chronological Account of Four Key Discoveries. Vet. Immunol. Immunopathol. 2002, 87, 443–450. [Google Scholar] [CrossRef]
- Pandey, S.; Kalwa, U.; Kong, T.; Guo, B.; Gauger, P.C.; Peters, D.J.; Yoon, K.-J. Behavioral Monitoring Tool for Pig Farmers: Ear Tag Sensors, Machine Intelligence, and Technology Adoption Roadmap. Animals 2021, 11, 2665. [Google Scholar] [CrossRef]
Group | pH | Temperature | Walking Activity |
---|---|---|---|
Investigated a (n = 25) | 5.70 ± 0.009 *** b | 39.36 ± 0.011 * b | 5.47 ± 0.027 *** b |
Control group b (n = 25) | 6.15 ± 0.038 *** a | 38.87 ± 0.020 * a | 6.62 ± 0.112 *** a |
Indicator | Investigated Group (CM) | Controlled Group (Healthy) |
---|---|---|
Reticulorumen pH | −0.312 *** | 0.023 ** |
Reticulorumen temperature | 0.208 *** | −0.064 *** |
Walking activity | −0.312 *** | −0.378 *** |
Indicators | Classes of Explanatory Variables | B | S.E. | Wald | df | p-Value | OR: Odds Ratio Exp(B) | (95% CI for OR) |
---|---|---|---|---|---|---|---|---|
Reticulorumen temperature | 1—investigated 2—controlled | 0.231 | 0.010 | 492.357 | 1 | <0.001 | 1.260 | 1.234–1.286 |
Walking activity | −0.133 | 0.004 | 1064.089 | 1 | <0.001 | 0.875 | 0.868–0.882 | |
Reticulorumen pH | −1.855 | 0.035 | 2745.394 | 1 | <0.001 | 0.156 | 0.146–0.168 | |
constant | 3.021 | 0.471 | 41.186 | 1 | <0.001 | 20.505 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Antanaitis, R.; Anskienė, L.; Palubinskas, G.; Rutkauskas, A.; Baumgartner, W. The Relationship between Reticuloruminal Temperature, Reticuloruminal pH, Cow Activity, and Clinical Mastitis in Dairy Cows. Animals 2023, 13, 2134. https://doi.org/10.3390/ani13132134
Antanaitis R, Anskienė L, Palubinskas G, Rutkauskas A, Baumgartner W. The Relationship between Reticuloruminal Temperature, Reticuloruminal pH, Cow Activity, and Clinical Mastitis in Dairy Cows. Animals. 2023; 13(13):2134. https://doi.org/10.3390/ani13132134
Chicago/Turabian StyleAntanaitis, Ramūnas, Lina Anskienė, Giedrius Palubinskas, Arūnas Rutkauskas, and Walter Baumgartner. 2023. "The Relationship between Reticuloruminal Temperature, Reticuloruminal pH, Cow Activity, and Clinical Mastitis in Dairy Cows" Animals 13, no. 13: 2134. https://doi.org/10.3390/ani13132134