Putative biomarkers for early detection of mastitis in cattle
Zul I. Huma A , Neelesh Sharma A E , Sarabpreet Kour A , Suhasani Tandon B , Praveen Kumar Guttula C , Savleen Kour A , Amit Kumar Singh D , Rajiv Singh A and Mukesh Kumar Gupta C EA Division of Veterinary Medicine, Faculty of Veterinary Science and Animal Husbandry, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu (SKUAST-J), R.S. Pura, Jammu 181102, Jammu and Kashmir, India.
B Division of Veterinary Public Health & Epidemiology, Faculty of Veterinary Science and Animal Husbandry, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu (SKUAST-J), R.S. Pura, Jammu 181102, Jammu and Kashmir, India.
C Department of Biotechnology and Medical Engineering, National Institute of Technology, Rourkela 769008, Odisha, India.
D Laboratory for Animal Experiments, National Jalma Institute of Leprosy and Other Mycobacterial Diseases, Agra 282001, Uttar Pradesh, India.
E Corresponding authors. Email: drneelesh_sharma@yahoo.co.in; guptam@nitrkl.ac.in
Animal Production Science 60(14) 1721-1736 https://doi.org/10.1071/AN19539
Submitted: 19 September 2019 Accepted: 12 March 2020 Published: 4 June 2020
Abstract
Context: Mastitis is an inflammation of mammary gland parenchyma, and is an unending cause of economic loss to the dairy industry. The interest in research on biomarker discovery for the diagnosis of bovine mastitis stems largely from the need to identify reliable biomarkers.
Aim: To determine the putative biomarkers of mastitis by using bioinformatics analysis, and experimental validation of pro-inflammatory cytokines and oxidative stress biomarkers of the mammary gland in healthy and diseased animals.
Methods: Various in silico analysis tools were applied to screen for gene expression in mastitis. Milk, as well as blood samples, was collected aseptically from the animals, which were then classified into three groups; namely, clinical, subclinical and control. Samples were subjected to assay of pro-inflammatory cytokines and oxidative biomarkers using enzyme-linked immunosorbent assay kits and the prescribed methodology respectively.
Key results: In silico analysis revealed that mastitis reduces the expression of fat metabolism and immune system-related genes, whereas it increased the expression of inflammatory genes. On laboratory analysis of cytokines and acute phase protein, it was revealed that interleukin-1∝, interleukin-8 and haptoglobin were significantly (P < 0.01) increased in both blood serum and milk whey in subclinical and clinical mastitis cows. On analysis of oxidative biomarkers, our results showed that oxidative stress was significantly (P < 0.05) increased with progression of mastitis in dairy cows. There was a significant (P < 0.05) increase in the blood serum level of malondialdehyde and nitric oxide, and a decrease in the level of anti-oxidant enzymes – glutathione peroxidase, superoxide dismutase and catalase – compared with healthy animals.
Conclusion: In conclusion, bioinformatics analysis of high-throughput gene expression revealed the involvement of multiple pathways, including the inflammatory pathway, fatty acid pathway and triglyceride synthesis pathway, in mastitis. Experimental validation confirmed that interleukin-8 and haptoglobin are putative early diagnostic markers for mastitis in dairy cattle. This study also concluded that milk can be used for the detection of cytokines as a non-invasive technique.
Additional keywords: acute phase protein, cytokines, oxidative markers, somatic cell count.
References
Aebi HE (1983) Catalase. In ‘Methods in enzymatic analysis’. (Ed HU Bergmeyer) pp. 276–286. (Academic Press: New York, NY)Atroshi F, Parantainen J, Sankari S, Jarvinen M, Lindberg LA, Saloniemi H (1996) Changes in inflammation related blood constituents of mastitic cows. Veterinary Research 27, 125–132.
Baggiolini M, Dewald B, Moser B (1993) Interleukin-8 and related chemotactic cytokines-CXC and CC chemokines. Advances in Immunology 55, 97–179.
| Interleukin-8 and related chemotactic cytokines-CXC and CC chemokines.Crossref | GoogleScholarGoogle Scholar |
Bagri DK, Pandey RK, Bagri GK, Kumari R, Bagdi DL (2018) Effect of subclinical mastitis on milk composition in lactating cows. Journal of Entomology and Zoology Studies 6, 231–236.
Bannerman DD, Paape MJ, Lee JW, Zhao X, Hope JC, Rainard P (2004) Escherichia coli and Staphylococcus aureus elicit differential innate immune responses following intramammary infection. Clinical and Diagnostic Laboratory Immunology 11, 463–472.
| Escherichia coli and Staphylococcus aureus elicit differential innate immune responses following intramammary infection.Crossref | GoogleScholarGoogle Scholar | 15138171PubMed |
Barber MR, Pantschenko AG, Hinckley LS, Yang TJ (1999) Inducible and constitutive in vitro neutrophil chemokine expression by mammary epithelial and myoepithelial cells. Clinical and Diagnostic Laboratory Immunology 6, 791–798.
| Inducible and constitutive in vitro neutrophil chemokine expression by mammary epithelial and myoepithelial cells.Crossref | GoogleScholarGoogle Scholar | 10548565PubMed |
Bhatt VD, Ahir VB, Koringa PG, Jakhesara SJ, Rank DN, Nauriyal DS, Kunjadia AP, Joshi CG (2012) Milk microbiome signatures of subclinical mastitis affected cattle analysed by shotgun sequencing. Journal of Applied Microbiology 112, 639–650.
| Milk microbiome signatures of subclinical mastitis affected cattle analysed by shotgun sequencing.Crossref | GoogleScholarGoogle Scholar | 22277077PubMed |
Bitrus AA, Adam BM, Goni DM, Mshelia PA, Jalo IM, Mshelia IT, Fika II (2017) The application of acute phase protein as biomarkers in bovine mastitis. Direct Research Journal of Veterinary Medicine and Animal Science 2, 1–7.
Boulanger V, Zhao X, Lacasse P (2002) Protective effect of melatonin and catalase in bovine neutrophil induced model of mammary cell damage. Journal of Dairy Science 85, 562–569.
| Protective effect of melatonin and catalase in bovine neutrophil induced model of mammary cell damage.Crossref | GoogleScholarGoogle Scholar | 11949860PubMed |
Boulanger V, Bouchard L, Zhao X, Lacasse P (2001) Induction of nitric oxide production by bovine mammary epithelial cells and blood leukocytes. Journal of Dairy Science 84, 1430–1437.
| Induction of nitric oxide production by bovine mammary epithelial cells and blood leukocytes.Crossref | GoogleScholarGoogle Scholar | 11417702PubMed |
Campos M, Godson DL, Aughes HP, Babiuk LA (1994) Cytokine application in infectious diseases. In ‘Cell mediated immunity in ruminants’. (Eds BM Goddeeris, WI Morrison) pp. 229–237. (CRC Press: Boca Raton, FL)
Celi P (2010) The role of oxidative stress in small ruminants’ health and production. Revista Brasileira de Zootecnia 39, 348–363.
| The role of oxidative stress in small ruminants’ health and production.Crossref | GoogleScholarGoogle Scholar |
Eckersall PD, Bell R (2010) Acute phase proteins: biomarkers of infection and inflammation in veterinary medicine. Veterinary Journal 185, 23–27.
| Acute phase proteins: biomarkers of infection and inflammation in veterinary medicine.Crossref | GoogleScholarGoogle Scholar |
Eckersall PD, Young FJ, McComb C, Hogarth CJ, Safi S, Weber A, McDonald T, Nolan AM, Fitzpatrick JL (2001) Acute phase proteins in serum and milk from dairy cows with clinical mastitis. The Veterinary Record 148, 35–41.
| Acute phase proteins in serum and milk from dairy cows with clinical mastitis.Crossref | GoogleScholarGoogle Scholar | 11202551PubMed |
Emig D, Salomonis N, Baumbach J, Lengauer T, Conklin BR, Albrecht M (2010) AltAnalyze and domain graph: analyzing and visualizing exon expression data. Nucleic Acids Research 38, W755–62.
| AltAnalyze and domain graph: analyzing and visualizing exon expression data.Crossref | GoogleScholarGoogle Scholar | 20513647PubMed |
Fendri K, Patten SA, Kaufman GN, Zaouter C, Parent S, Grimard G, Edery P, Moldovan F (2013) Microarray expression profiling identifies genes with altered expression in adolescent idiopathic scoliosis. European Spine Journal 22, 1300–1311.
| Microarray expression profiling identifies genes with altered expression in adolescent idiopathic scoliosis.Crossref | GoogleScholarGoogle Scholar | 23467837PubMed |
Gabay C, Kushner I (1999) Acute-phase proteins and other systemic responses to inflammation. The New England Journal of Medicine 340, 448–454.
| Acute-phase proteins and other systemic responses to inflammation.Crossref | GoogleScholarGoogle Scholar | 9971870PubMed |
Godson DL, Baca-Estrada ME, Babiuk LA (1997) Application of bovine cytokines. In ‘Cytokines in veterinary medicine’. (Eds VE Schiins, MC Horzinek) p. 49. (CAB international: New York, NY)
Gruys E, Obwolo M, Toussaint MJM (1994) Diagnostic significance of the major acute phase proteins in veterinary clinical chemistry. The Veterinary Bulletin 64, 1009–1018.
Hafeman DG, Sunde RA, Hoekstra WG (1974) Effect of dietary selenium on erythrocyte and glutathione peroxidase in rats. The Journal of Nutrition 104, 580–587.
| Effect of dietary selenium on erythrocyte and glutathione peroxidase in rats.Crossref | GoogleScholarGoogle Scholar | 4823943PubMed |
Hulin A, Hortells L, Gomez-Stallons MV, O’Donnell A, Chetal K, Adam M, Lancellotti P, Oury C, Potter SS, Salomonis N, Yutzey KE (2019) Maturation of heart valve cell populations during postnatal remodeling. Development 146, dev173047
| Maturation of heart valve cell populations during postnatal remodeling.Crossref | GoogleScholarGoogle Scholar | 30796046PubMed |
Ibrahim HMM, El-seedy YY, Gomaa NA (2016) Cytokine response and oxidative stress status in dairy cows with acute clinical mastitis. Journal of Dairy Veterinary and Animal Research 3, 00064–00070.
| Cytokine response and oxidative stress status in dairy cows with acute clinical mastitis.Crossref | GoogleScholarGoogle Scholar |
Jhambh R, Dimri U, Gupta VK, Rathore R (2013) Blood antioxidant profile and lipid peroxides in dairy cows with clinical mastitis. Veterinary World 6, 271–273.
| Blood antioxidant profile and lipid peroxides in dairy cows with clinical mastitis.Crossref | GoogleScholarGoogle Scholar |
Jozwik A, Krzyzewski J, Strzalkowska N, Bagnicka E, Polawska E, Horbanczuk JO (2012) Oxidative stress in high yielding dairy cows during the transition period. Medycyna Weterynaryjna 68, 468–475.
| Oxidative stress in high yielding dairy cows during the transition period.Crossref | GoogleScholarGoogle Scholar |
Kamath-Rayne BD, Du Y, Hughes M, Wagner EA, Muglia LJ, DeFranco EA, Whitsett JA, Salomonis N, Xu Y (2015) Systems biology evaluation of cell-free amniotic fluid transcriptome of term and preterm infants to detect fetal maturity. BMC Medical Genomics 8, 67–77.
| Systems biology evaluation of cell-free amniotic fluid transcriptome of term and preterm infants to detect fetal maturity.Crossref | GoogleScholarGoogle Scholar | 26493725PubMed |
Kizil O, Akar Y, Saat N, Kizil M, Yuksel M (2007) The plasma lipid peroxidation intensity (MDA) and chain- breaking antioxidant concentrations in the cows with clinic or subclinic mastitis. Revue de Medecine Veterinaire 158, 529–533.
Knutsen TM, Olsen HG, Tafintseva V, Svendsen M, Kohler A, Kent MP, Lie S (2018) Unravelling genetic variation underlying de novo-synthesis of bovine milk fatty acids. Scientific Reports 8, 2179–2190.
| Unravelling genetic variation underlying de novo-synthesis of bovine milk fatty acids.Crossref | GoogleScholarGoogle Scholar | 29391528PubMed |
Lecchi C, Dilda F, Sartorelli P, Ceciliani F (2012) Widespread expression of SAA and Hp RNA in bovine tissues after evaluation of suitable reference genes. Veterinary Immunology and Immunopathology 145, 556–562.
| Widespread expression of SAA and Hp RNA in bovine tissues after evaluation of suitable reference genes.Crossref | GoogleScholarGoogle Scholar | 22230385PubMed |
Lee JW, Bannerman DD, Paape MJ, Huang MK, Zhao X (2006) Characterization of cytokine expression in milk somatic cells during intramammary infections with Escherichia coli or Staphylococcus aureus by real-time PCR. Veterinary Research 37, 219–229.
| Characterization of cytokine expression in milk somatic cells during intramammary infections with Escherichia coli or Staphylococcus aureus by real-time PCR.Crossref | GoogleScholarGoogle Scholar | 16472521PubMed |
Lockstone HE (2011) Exon array data analysis using Affymetrix power tools and R statistical software. Briefings in Bioinformatics 12, 634–644.
| Exon array data analysis using Affymetrix power tools and R statistical software.Crossref | GoogleScholarGoogle Scholar | 21498550PubMed |
Lykkesfeldt J, Svendsen O (2007) Oxidants and antioxidants in disease: oxidative stress in farm animals. Veterinary Journal 173, 502–511.
| Oxidants and antioxidants in disease: oxidative stress in farm animals.Crossref | GoogleScholarGoogle Scholar |
Ma JL, Zhu YH, Zhang L, Zhuge ZY, Liu PQ, Yan XD, Gao HS, Wang JF (2011) Serum concentration and mRNA expression in milk somatic cells of toll-like receptor 2, toll-like receptor 4, and cytokines in dairy cows following intramammary inoculation with Escherichia coli. Journal of Dairy Science 94, 5903–5912.
| Serum concentration and mRNA expression in milk somatic cells of toll-like receptor 2, toll-like receptor 4, and cytokines in dairy cows following intramammary inoculation with Escherichia coli.Crossref | GoogleScholarGoogle Scholar | 22118081PubMed |
Marklund S, Marklund G (1974) Involvement of superoxide anion radical in the autooxidation of pyrogallol and a convenient assay for superoxide dismutase. European Journal of Biochemistry 47, 469–474.
| Involvement of superoxide anion radical in the autooxidation of pyrogallol and a convenient assay for superoxide dismutase.Crossref | GoogleScholarGoogle Scholar | 4215654PubMed |
Mukherjee J, Chaudhury M, Dang AK (2017) Alterations in the milk yield and composition during different stages of lactation cycle in elite and non-elite Karan-Fries cross-bred cows (Holstein Fresian x Tharparkar). Biological Rhythm Research 48, 499–506.
| Alterations in the milk yield and composition during different stages of lactation cycle in elite and non-elite Karan-Fries cross-bred cows (Holstein Fresian x Tharparkar).Crossref | GoogleScholarGoogle Scholar |
Nakajima Y, Mikami O, Yoshioka M, Motoi Y (1997) Elevated levels of tumor necrosis factor-α (TNF-α) and interleukin-6 (IL-6) activities in the sera and milk of cows with naturally occurring coliform mastitis. Research in Veterinary Science 62, 297–298.
| Elevated levels of tumor necrosis factor-α (TNF-α) and interleukin-6 (IL-6) activities in the sera and milk of cows with naturally occurring coliform mastitis.Crossref | GoogleScholarGoogle Scholar | 9300553PubMed |
Nielsen BH, Jacobsen S, Andersen PH, Niewold TA, Heegaard PMH (2004) Acute phase protein concentrations in serum and milk from healthy cows, cows with clinical mastitis and cows with extramammary inflammatory conditions. Veterinary Research 154, 361–365.
| Acute phase protein concentrations in serum and milk from healthy cows, cows with clinical mastitis and cows with extramammary inflammatory conditions.Crossref | GoogleScholarGoogle Scholar |
PDADMAS (2011) PD_ADMAS News. Project Directorate on Animal Disease Monitoring and Surveillance 1, 8.
Ranjan R, Swarup D, Naresh R, Patra RC (2005) Enhanced erythrocytic lipid peroxides and reduced plasma ascorbic acid, and alteration in blood trace elements level in dairy cows with mastitis. Veterinary Research Communications 29, 27–34.
| Enhanced erythrocytic lipid peroxides and reduced plasma ascorbic acid, and alteration in blood trace elements level in dairy cows with mastitis.Crossref | GoogleScholarGoogle Scholar | 15727289PubMed |
Razak R, Hussain I, Dar PA, Sheikh BA, Mir MR (2015) Relationship between serum amyloid A3 in serum and milk of mastitic cows. Applied Biological Research 17, 315–319.
| Relationship between serum amyloid A3 in serum and milk of mastitic cows.Crossref | GoogleScholarGoogle Scholar |
Rehman SU (1984) Lead induced regional lipid peroxidation in brain. Toxicology Letters 21, 333–337.
| Lead induced regional lipid peroxidation in brain.Crossref | GoogleScholarGoogle Scholar |
Riollet C, Rainard P, Poutrel B (2000) Differential induction of complement fragment C5a and inflammatory cytokines during intra-mammary infections with Escherichia coli and Staphylococcus aureus. Clinical and Vaccine Immunology 7, 161–167.
| Differential induction of complement fragment C5a and inflammatory cytokines during intra-mammary infections with Escherichia coli and Staphylococcus aureus.Crossref | GoogleScholarGoogle Scholar |
Sadek K, Saleh E, Ayoub M (2017) Selective, reliable blood and milk bio-markers for diagnosing clinical and subclinical bovine mastitis. Tropical Animal Health and Production 49, 431–437.
| Selective, reliable blood and milk bio-markers for diagnosing clinical and subclinical bovine mastitis.Crossref | GoogleScholarGoogle Scholar | 27915437PubMed |
Sharma N, Srivastava AK, Bacic G, Jeong DK, Sharma RK (Eds) (2012) Bovine mastitis. (Satish Serial Publishing House: Delhi, India).
Sharma L, Verma AK, Rahal A, Kumar A, Nigam R (2016) Relationship between serum biomarkers and oxidative stress in dairy cattle and buffaloes with clinical and sub-clinical mastitis. Biotechnology Journal 15, 96–100.
| Relationship between serum biomarkers and oxidative stress in dairy cattle and buffaloes with clinical and sub-clinical mastitis.Crossref | GoogleScholarGoogle Scholar |
Singh M, Sharma A, Kumar A, Mittal D, Kumar P, Charaya G (2016) Relative expression of proinflammatory cytokines by real time PCR in milk somatic cells of subclinical mastitis affected buffaloes. The Indian Journal of Animal Sciences 86, 991–993.
Sordillo LM, Contreras GA, Aitken SL (2009) Metabolic factors affecting the inflammatory response of periparturient dairy cows. Animal Health Research Reviews 10, 53–63.
| Metabolic factors affecting the inflammatory response of periparturient dairy cows.Crossref | GoogleScholarGoogle Scholar | 19558749PubMed |
Srivastava AK, Kumaresan A (2015) Mastitis in Dairy Animal: Current Concepts and Future Concerns. In ‘Mastitis in dairy animals: an update’. (Eds AK Srivastava, A Kumaresan, A Manimaran, S Prasad) pp. 25–39. (Satish Serial Publishing House: New Delhi, India)
Staruch MJ, Wood DD (1983) The adjuvanticity of interleukin-1 in vivo. Journal of Immunology 130, 2191–2194.
Thomas FC, Waterston M, Hastie P, Parkin T, Haining H, Eckersall PD (2015) The major acute phase proteins of bovine milk in a commercial dairy herd. BMC Veterinary Research 11, 207–216.
| The major acute phase proteins of bovine milk in a commercial dairy herd.Crossref | GoogleScholarGoogle Scholar | 26276568PubMed |
Tothova C, Nagy O, Kovac G (2014) Acute phase proteins and their use in the diagnosis of diseases in ruminants: a review. Veterinarni Medicina 59, 163–180.
| Acute phase proteins and their use in the diagnosis of diseases in ruminants: a review.Crossref | GoogleScholarGoogle Scholar |
Turk R, Piras C, Kovačić M, Samardžija M, Ahmed H, DeCanio M, Urbani A, Meštrić ZF, Soggiu A, Bonizzi L, Roncada P (2012) Proteomics of inflammatory and oxidative stress response in cows with subclinical and clinical mastitis. Journal of Proteomics 75, 4412–4428.
| Proteomics of inflammatory and oxidative stress response in cows with subclinical and clinical mastitis.Crossref | GoogleScholarGoogle Scholar | 22634041PubMed |
Upadhyaya I, Thanislass J, Veerapandyan A, Badami S, Antony PX (2016) Characterization of haptoglobin isotype in milk of mastitis-affected cows. Journal of Veterinary Science 3, 29–35.
| Characterization of haptoglobin isotype in milk of mastitis-affected cows.Crossref | GoogleScholarGoogle Scholar |
Varshney JP, Naresh R (2004) Evaluation of a homeopathic complex in the clinical management of udder diseases of riverine buffaloes. Homeopathy 93, 17–20.
| Evaluation of a homeopathic complex in the clinical management of udder diseases of riverine buffaloes.Crossref | GoogleScholarGoogle Scholar | 14960098PubMed |
Waller KP, Colditz IG, Lun S, Ostensson K (2003) Cytokines in mammary lymph and milk during endotoxin-induced bovine mastitis. Research in Veterinary Science 74, 31–36.
| Cytokines in mammary lymph and milk during endotoxin-induced bovine mastitis.Crossref | GoogleScholarGoogle Scholar |
Wenz JR, Fox LK, Muller FJ, Rinaldi M, Zeng R, Bannerman DD (2010) Factors associated with concentrations of select cytokine and acute phase proteins in dairy cows with naturally occurring clinical mastitis. Journal of Dairy Science 93, 2458–2470.
| Factors associated with concentrations of select cytokine and acute phase proteins in dairy cows with naturally occurring clinical mastitis.Crossref | GoogleScholarGoogle Scholar | 20494154PubMed |
Zambon AC, Gaj S, Ho I, Hanspers K, Vranizan K, Evelo CT, Conklin BR, Pico AR, Salomonis N (2012) GO-Elite: a flexible solution for pathway and ontology over-representation. Bioinformatics 28, 2209–2210.
| GO-Elite: a flexible solution for pathway and ontology over-representation.Crossref | GoogleScholarGoogle Scholar | 22743224PubMed |