Relationship between microorganisms and milk metabolites during quality changes in refrigerated raw milk: A metagenomic and metabolomic exploration

IF 5 1区 农林科学 Q1 FOOD SCIENCE & TECHNOLOGY
Jiao Zhuang, Yanru Hou, Yuanyuan Wang, Yan Gao, Yanhui Chen, Jin Qi, Puyu Li, Yongxia Bian, Ning Ju
{"title":"Relationship between microorganisms and milk metabolites during quality changes in refrigerated raw milk: A metagenomic and metabolomic exploration","authors":"Jiao Zhuang,&nbsp;Yanru Hou,&nbsp;Yuanyuan Wang,&nbsp;Yan Gao,&nbsp;Yanhui Chen,&nbsp;Jin Qi,&nbsp;Puyu Li,&nbsp;Yongxia Bian,&nbsp;Ning Ju","doi":"10.1016/j.ijfoodmicro.2024.110891","DOIUrl":null,"url":null,"abstract":"<div><p>Although cold storage at 4 °C can effectively prolong the shelf life of raw milk, it cannot prevent its eventual spoilage. In this study, we analyzed the main physicochemical and microbial indexes of raw milk stored at 4 °C for 6 days. The changes in microbial profiles and milk metabolites and their relationship during refrigeration were also explored. Metagenomic analysis performed using the Illumina Hiseq Xten sequencing platform revealed that the dominant genera in raw milk evolved from <em>Acinetobacter, Streptococcus, Staphylococcus,</em> and <em>Anaplasma</em> to <em>Flavobacterium</em>, <em>Pseudomonas</em>, and <em>Lactococcus</em> during cold storage. Using the UHPLC-Q-TOF MS method, 77 significantly different metabolites (<em>p</em> &lt; 0.05) were identified, among which lipids were the most abundant (37). The most significant metabolic changes largely occurred at 3–4 days of refrigeration, coinciding with the rapid increase in dominant psychrotrophic bacteria. Subsequently, correlation analysis demonstrated that these lipid-related metabolites were significantly associated with <em>Acinetobacter</em>, <em>Flavobacterium</em>, and <em>Pseudomonas</em>. Both macro indicators and microanalysis indicated that the key stage of quality changes in raw milk was 3–4 days. Thus, this stage can be targeted for the quality control of raw milk.</p></div>","PeriodicalId":14095,"journal":{"name":"International journal of food microbiology","volume":"425 ","pages":"Article 110891"},"PeriodicalIF":5.0000,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International journal of food microbiology","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0168160524003350","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"FOOD SCIENCE & TECHNOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Although cold storage at 4 °C can effectively prolong the shelf life of raw milk, it cannot prevent its eventual spoilage. In this study, we analyzed the main physicochemical and microbial indexes of raw milk stored at 4 °C for 6 days. The changes in microbial profiles and milk metabolites and their relationship during refrigeration were also explored. Metagenomic analysis performed using the Illumina Hiseq Xten sequencing platform revealed that the dominant genera in raw milk evolved from Acinetobacter, Streptococcus, Staphylococcus, and Anaplasma to Flavobacterium, Pseudomonas, and Lactococcus during cold storage. Using the UHPLC-Q-TOF MS method, 77 significantly different metabolites (p < 0.05) were identified, among which lipids were the most abundant (37). The most significant metabolic changes largely occurred at 3–4 days of refrigeration, coinciding with the rapid increase in dominant psychrotrophic bacteria. Subsequently, correlation analysis demonstrated that these lipid-related metabolites were significantly associated with Acinetobacter, Flavobacterium, and Pseudomonas. Both macro indicators and microanalysis indicated that the key stage of quality changes in raw milk was 3–4 days. Thus, this stage can be targeted for the quality control of raw milk.

冷藏原奶质量变化过程中微生物与牛奶代谢物之间的关系:元基因组学和代谢组学探索
虽然 4 °C 的冷藏可以有效延长生乳的保质期,但并不能防止其最终变质。在这项研究中,我们分析了在 4 °C 下储存 6 天的生乳的主要理化指标和微生物指标。此外,还探讨了冷藏过程中微生物特征和牛奶代谢物的变化及其关系。使用 Illumina Hiseq Xten 测序平台进行的元基因组分析表明,在冷藏过程中,生乳中的优势菌属从不动杆菌、链球菌、葡萄球菌和阿那普拉斯菌进化为黄杆菌、假单胞菌和乳球菌。利用超高效液相色谱-Q-TOF MS 方法,鉴定出 77 种明显不同的代谢物(p < 0.05),其中脂质含量最高(37)。最明显的新陈代谢变化主要发生在冷藏 3-4 天时,与主要精神滋养菌的迅速增加相吻合。随后的相关分析表明,这些与脂质相关的代谢物与醋杆菌、黄杆菌和假单胞菌密切相关。宏观指标和微观分析都表明,生乳质量变化的关键阶段是 3-4 天。因此,可将这一阶段作为生乳质量控制的目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
International journal of food microbiology
International journal of food microbiology 工程技术-食品科技
CiteScore
10.40
自引率
5.60%
发文量
322
审稿时长
65 days
期刊介绍: The International Journal of Food Microbiology publishes papers dealing with all aspects of food microbiology. Articles must present information that is novel, has high impact and interest, and is of high scientific quality. They should provide scientific or technological advancement in the specific field of interest of the journal and enhance its strong international reputation. Preliminary or confirmatory results as well as contributions not strictly related to food microbiology will not be considered for publication.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信