Valentina Bonfatti , Federico Bonsembiante , Elisa Giaretta , Paola Vanzani , Maria Elena Gelain , Alfonso Zecconi , Lucio Zennaro , Gianfranco Gabai , Fabio Vianello
{"title":"牛奶的1H-NMR代谢组学和免疫细胞特征可能揭示亚临床乳腺炎和四分之一相互依赖的见解。","authors":"Valentina Bonfatti , Federico Bonsembiante , Elisa Giaretta , Paola Vanzani , Maria Elena Gelain , Alfonso Zecconi , Lucio Zennaro , Gianfranco Gabai , Fabio Vianello","doi":"10.1016/j.tvjl.2025.106401","DOIUrl":null,"url":null,"abstract":"<div><div>Milk metabolome depends on a plethora of factors and on the presence of different cell types and could help understanding the biology of the mammary gland and, possibly, identifying biomarkers for mastitis, tissue repairing and milk quality. To fulfill these expectations, metabolome changes need an accurate characterization under several well-characterized physiological and pathophysiological conditions. The aim of the present work is to study mammary quarters of dairy cows affected by subclinical mastitis (SCM) and acute inflammation compared to healthy animals. The milk metabolome was investigated by <sup>1</sup>H NMR spectroscopy and by the assessment of somatic cell populations by flow cytometry using a panel of leukocyte markers (CD11b, CD44, CD14, CD4, CD8, CD21). The study was integrated by microbiological evaluations and oxidized proteins (AOPP) determination and results were analyzed by multivariate model. Mammary quarters with the highest CD11b positive cells, suggestive of acute inflammation, were present in SCM-affected cows only, and were characterized by significantly higher AOPP, where the microbiological analysis revealed the presence of minor pathogens. A good PCA separation between healthy and SCM-infected animals was observed (overall error rate: 0.177 ± 0.056) confirming that SCC are associated with modifications of milk metabolome. The classification accuracy was lower (overall error rate: 0.343 ± 0.029) when the mammary quarters were classified on the fraction of CD11b positive cells of quarters from healthy and SCM-affected cows. Interestingly, low-CD11b-SCM samples tended to be misclassified (error rate: 0.460), suggesting the influence of infected neighboring quarters. The results of this work underlay the importance of studying the functional interdependence of mammary quarters in animals affected by SCM.</div></div><div><h3>Simple summary</h3><div>This study explored how subclinical mastitis—a mild, often hidden udder infection in dairy cows—affects the metabolites in milk. Nuclear magnetic resonance spectroscopy was used for comparing milk from healthy cows to that produced by cows with subclinical mastitis caused by bacterial infections. We found that the metabolic profile (metabolome) of analyzed milk changed noticeably in infected cows. These changes were linked to both immune cell activity and possible damage to udder tissue. Surprisingly, even parts of the udder that seemed healthy in infected cows sometimes showed altered milk composition. This suggests that infections in one part of the udder can influence nearby quarters or cause broader changes in the cow’s immune and metabolic systems. The findings support the suggestion that milk metabolites could be used to detect early stages of udder infections. The study also highlights how different quarters of the udder are connected, and how even the “healthy” ones can be affected when a cow suffers from mastitis.</div></div>","PeriodicalId":23505,"journal":{"name":"Veterinary journal","volume":"313 ","pages":"Article 106401"},"PeriodicalIF":3.1000,"publicationDate":"2025-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"1H NMR metabonomics and immune cell signature of milk may reveal insights into subclinical mastitis and quarter interdependence\",\"authors\":\"Valentina Bonfatti , Federico Bonsembiante , Elisa Giaretta , Paola Vanzani , Maria Elena Gelain , Alfonso Zecconi , Lucio Zennaro , Gianfranco Gabai , Fabio Vianello\",\"doi\":\"10.1016/j.tvjl.2025.106401\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Milk metabolome depends on a plethora of factors and on the presence of different cell types and could help understanding the biology of the mammary gland and, possibly, identifying biomarkers for mastitis, tissue repairing and milk quality. To fulfill these expectations, metabolome changes need an accurate characterization under several well-characterized physiological and pathophysiological conditions. The aim of the present work is to study mammary quarters of dairy cows affected by subclinical mastitis (SCM) and acute inflammation compared to healthy animals. The milk metabolome was investigated by <sup>1</sup>H NMR spectroscopy and by the assessment of somatic cell populations by flow cytometry using a panel of leukocyte markers (CD11b, CD44, CD14, CD4, CD8, CD21). The study was integrated by microbiological evaluations and oxidized proteins (AOPP) determination and results were analyzed by multivariate model. Mammary quarters with the highest CD11b positive cells, suggestive of acute inflammation, were present in SCM-affected cows only, and were characterized by significantly higher AOPP, where the microbiological analysis revealed the presence of minor pathogens. A good PCA separation between healthy and SCM-infected animals was observed (overall error rate: 0.177 ± 0.056) confirming that SCC are associated with modifications of milk metabolome. The classification accuracy was lower (overall error rate: 0.343 ± 0.029) when the mammary quarters were classified on the fraction of CD11b positive cells of quarters from healthy and SCM-affected cows. Interestingly, low-CD11b-SCM samples tended to be misclassified (error rate: 0.460), suggesting the influence of infected neighboring quarters. The results of this work underlay the importance of studying the functional interdependence of mammary quarters in animals affected by SCM.</div></div><div><h3>Simple summary</h3><div>This study explored how subclinical mastitis—a mild, often hidden udder infection in dairy cows—affects the metabolites in milk. Nuclear magnetic resonance spectroscopy was used for comparing milk from healthy cows to that produced by cows with subclinical mastitis caused by bacterial infections. We found that the metabolic profile (metabolome) of analyzed milk changed noticeably in infected cows. These changes were linked to both immune cell activity and possible damage to udder tissue. Surprisingly, even parts of the udder that seemed healthy in infected cows sometimes showed altered milk composition. This suggests that infections in one part of the udder can influence nearby quarters or cause broader changes in the cow’s immune and metabolic systems. The findings support the suggestion that milk metabolites could be used to detect early stages of udder infections. The study also highlights how different quarters of the udder are connected, and how even the “healthy” ones can be affected when a cow suffers from mastitis.</div></div>\",\"PeriodicalId\":23505,\"journal\":{\"name\":\"Veterinary journal\",\"volume\":\"313 \",\"pages\":\"Article 106401\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-07-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Veterinary journal\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1090023325001054\",\"RegionNum\":2,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"VETERINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Veterinary journal","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1090023325001054","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"VETERINARY SCIENCES","Score":null,"Total":0}
1H NMR metabonomics and immune cell signature of milk may reveal insights into subclinical mastitis and quarter interdependence
Milk metabolome depends on a plethora of factors and on the presence of different cell types and could help understanding the biology of the mammary gland and, possibly, identifying biomarkers for mastitis, tissue repairing and milk quality. To fulfill these expectations, metabolome changes need an accurate characterization under several well-characterized physiological and pathophysiological conditions. The aim of the present work is to study mammary quarters of dairy cows affected by subclinical mastitis (SCM) and acute inflammation compared to healthy animals. The milk metabolome was investigated by 1H NMR spectroscopy and by the assessment of somatic cell populations by flow cytometry using a panel of leukocyte markers (CD11b, CD44, CD14, CD4, CD8, CD21). The study was integrated by microbiological evaluations and oxidized proteins (AOPP) determination and results were analyzed by multivariate model. Mammary quarters with the highest CD11b positive cells, suggestive of acute inflammation, were present in SCM-affected cows only, and were characterized by significantly higher AOPP, where the microbiological analysis revealed the presence of minor pathogens. A good PCA separation between healthy and SCM-infected animals was observed (overall error rate: 0.177 ± 0.056) confirming that SCC are associated with modifications of milk metabolome. The classification accuracy was lower (overall error rate: 0.343 ± 0.029) when the mammary quarters were classified on the fraction of CD11b positive cells of quarters from healthy and SCM-affected cows. Interestingly, low-CD11b-SCM samples tended to be misclassified (error rate: 0.460), suggesting the influence of infected neighboring quarters. The results of this work underlay the importance of studying the functional interdependence of mammary quarters in animals affected by SCM.
Simple summary
This study explored how subclinical mastitis—a mild, often hidden udder infection in dairy cows—affects the metabolites in milk. Nuclear magnetic resonance spectroscopy was used for comparing milk from healthy cows to that produced by cows with subclinical mastitis caused by bacterial infections. We found that the metabolic profile (metabolome) of analyzed milk changed noticeably in infected cows. These changes were linked to both immune cell activity and possible damage to udder tissue. Surprisingly, even parts of the udder that seemed healthy in infected cows sometimes showed altered milk composition. This suggests that infections in one part of the udder can influence nearby quarters or cause broader changes in the cow’s immune and metabolic systems. The findings support the suggestion that milk metabolites could be used to detect early stages of udder infections. The study also highlights how different quarters of the udder are connected, and how even the “healthy” ones can be affected when a cow suffers from mastitis.
期刊介绍:
The Veterinary Journal (established 1875) publishes worldwide contributions on all aspects of veterinary science and its related subjects. It provides regular book reviews and a short communications section. The journal regularly commissions topical reviews and commentaries on features of major importance. Research areas include infectious diseases, applied biochemistry, parasitology, endocrinology, microbiology, immunology, pathology, pharmacology, physiology, molecular biology, immunogenetics, surgery, ophthalmology, dermatology and oncology.