Teagasc Food Research Centre, Cork, Ireland.
School of Microbiology, University College Cork, Cork, Ireland.
mSystems. 2024 Apr 16;9(4):e0129023. doi: 10.1128/msystems.01290-23. Epub 2024 Mar 6.
Season and location have previously been shown to be associated with differences in the microbiota of raw milk, especially in milk from pasture-based systems. Here, we further advance research in this area by examining differences in the raw milk microbiota from several locations across Ireland over 12 months, and by investigating microbiota associations with climatic variables and chemical composition. Shotgun metagenomic sequencing was used to investigate the microbiota of raw milk collected from nine locations ( = 241). Concurrent chemical analysis of the protein, fat, lactose, total solids, nonprotein nitrogen contents, and titratable acidity (TA) of the same raw milk were performed. Although the raw milk microbiota was highly diverse, a core microbiota was found, with , , and present in all samples. Microbiota diversity significantly differed by season and location, with differences in seasonality and geography corresponding to 11.8% and 10.5% of the variation in the microbiota. Functional and antibiotic resistance profiles also varied across season and location. The analysis of other metadata revealed additional interactions, such as an association between mean daily air and grass temperatures with the abundance of spoilage taxa like species. Correlations were identified between pathogenic, mastitis-related species, fat content, and the number of sun hours, suggesting a seasonal effect. Ultimately, this study expands our understanding of the interconnected nature of the microbiota, environment/climate variables, and chemical composition of raw milk and provides evidence of a season- and location-specific microbiota.
The microbiota of raw milk is influenced by many factors that encourage or prevent the introduction and growth of both beneficial and undesirable microorganisms. The seasonal and geographical impacts on the microbial communities of raw milk have been previously seen, but the relationships with environmental factors and the chemical composition has yet to be investigated. In this year-long study, we found that while raw milk is highly diverse, a core microbiota was detected for Irish raw milk, with strong evidence of seasonal and geographical influence. We also found associations between groups of microorganisms, environmental factors, and milk composition, which expand current knowledge on the relationships between microbial and chemical composition and the climate. These results provide evidence for the development of a tool to allow for the prediction of raw milk quality and safety.
先前已经表明,季节和地点与生奶微生物群的差异有关,尤其是在基于牧场的系统中。在这里,我们通过检查爱尔兰多个地点的生奶微生物群在 12 个月内的差异,并通过研究微生物群与气候变量和化学成分的关联,进一步推进了这一领域的研究。使用 shotgun 宏基因组测序来研究从 9 个地点(= 241)收集的生奶的微生物群。同时对相同生奶的蛋白质、脂肪、乳糖、总固体、非蛋白氮含量和可滴定酸度(TA)进行了化学分析。尽管生奶的微生物群非常多样化,但发现了一个核心微生物群,所有样本中都存在 、 、 。微生物群多样性因季节和地点而异,季节性和地理差异分别对应于微生物群的 11.8%和 10.5%。功能和抗生素耐药性谱也随季节和地点而变化。对其他元数据的分析揭示了其他相互作用,例如空气和草温的平均日变化与腐败类群如 物种的丰度之间的关联。相关性在致病性、乳腺炎相关物种、脂肪含量和日照时数之间被识别出来,这表明存在季节性影响。最终,本研究扩展了我们对生奶微生物群、环境/气候变量和化学成分之间相互关联性质的理解,并提供了生奶微生物群具有季节和地点特异性的证据。
生奶的微生物群受许多因素的影响,这些因素促进或阻止有益和有害微生物的引入和生长。先前已经观察到生奶微生物群的季节性和地理影响,但尚未研究其与环境因素和化学成分的关系。在这项为期一年的研究中,我们发现,虽然生奶具有高度的多样性,但检测到爱尔兰生奶的核心微生物群,并且有强有力的证据表明存在季节性和地理影响。我们还发现了微生物群、环境因素和牛奶成分之间的关联,这些关联扩展了当前对微生物和化学成分与气候之间关系的认识。这些结果为开发一种能够预测生奶质量和安全性的工具提供了证据。