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利用高通量测序结合 UHPLC-MS/MS 非靶向代谢组学揭示冷藏猪肉的变质特征。

Unraveling the spoilage characteristics of refrigerated pork using high-throughput sequencing coupled with UHPLC-MS/MS-based non-targeted metabolomics.

机构信息

State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-Products, MOA Laboratory of Quality & Safety Risk Assessment for Agro-Products (Hangzhou), Institute of Agro-Product Safety and Nutrition, Zhejiang Academy of Agricultural Sciences, Hangzhou, China.

College of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430048, China.

出版信息

Food Chem. 2024 Dec 1;460(Pt 3):140797. doi: 10.1016/j.foodchem.2024.140797. Epub 2024 Aug 8.

Abstract

The spoilage of refrigerated pork involves nutrient depletion and the production of spoilage metabolites by spoilage bacteria, yet the microbe-metabolite interactions during this process remain unclear. This study employed 16S rRNA high-throughput sequencing and non-targeted metabolomics based on ultra-high-performance liquid chromatography-tandem mass spectrometry (UHPLC-MS/MS) to reveal the core microbiota and metabolite profiles of pork during refrigeration. A total of 45 potential biomarkers were screened through random forest model analysis. Metabolic pathway analysis indicated that eleven pathways, including biogenic amine metabolism, pentose metabolism, purine metabolism, pyrimidine metabolism, phospholipid metabolism, and fatty acid degradation, were potential mechanisms of pork spoilage. Correlation analysis revealed nine metabolites-histamine, tyramine, tryptamine, D-gluconic acid, UDP-d-glucose, xanthine, glutamine, phosphatidylcholine, and hexadecanoic acid-as spoilage biomarkers, with Pseudomonas, Serratia, and Photobacterium playing significant roles. This study provides new insights into the changes in microbial and metabolic characteristics during the spoilage of refrigerated pork.

摘要

冷藏猪肉变质涉及营养物质的消耗和变质细菌产生的变质代谢物,但这一过程中的微生物-代谢物相互作用仍不清楚。本研究采用 16S rRNA 高通量测序和基于超高效液相色谱-串联质谱 (UHPLC-MS/MS) 的非靶向代谢组学方法,揭示了冷藏过程中猪肉的核心微生物群和代谢物特征。通过随机森林模型分析筛选出了 45 种潜在生物标志物。代谢途径分析表明,有 11 条途径,包括生物胺代谢、戊糖代谢、嘌呤代谢、嘧啶代谢、磷脂代谢和脂肪酸降解,可能是猪肉变质的潜在机制。相关性分析表明,有 9 种代谢物——组胺、酪胺、色胺、D-葡萄糖酸、UDP-d-葡萄糖、黄嘌呤、谷氨酰胺、磷脂酰胆碱和十六烷酸——作为变质生物标志物,假单胞菌、沙雷氏菌和发光杆菌起重要作用。本研究为冷藏猪肉变质过程中微生物和代谢特征的变化提供了新的见解。

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