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应用聚吡咯-MOF SPME 纤维和等离子体纳米结构 LDI-MS 基底对细菌进行代谢轮廓分析。

Metabolic profiling of bacteria with the application of polypyrrole-MOF SPME fibers and plasmonic nanostructured LDI-MS substrates.

机构信息

Centre for Modern Interdisciplinary Technologies, Nicolaus Copernicus University in Toruń, Wileńska 4, 87-100, Toruń, Poland.

Department of Chemistry, Faculty of Philosophy, Sciences and Letters of Ribeirão Preto, University of São Paulo, Av. Bandeirantes 3900, Ribeirão Preto, 14040-901, Brazil.

出版信息

Sci Rep. 2024 Mar 6;14(1):5562. doi: 10.1038/s41598-024-56107-0.

Abstract

Here we present application of innovative lab-made analytical devices such as plasmonic silver nanostructured substrates and polypyrrole-MOF solid-phase microextraction fibers for metabolic profiling of bacteria. For the first time, comprehensive metabolic profiling of both volatile and non-volatile low-molecular weight compounds in eight bacterial strains was carried out with utilization of lab-made devices. Profiles of low molecular weight metabolites were analyzed for similarities and differences using principal component analysis, hierarchical cluster analysis and random forest algorithm. The results showed clear differentiation between Gram positive (G+) and Gram negative (G-) species which were identified as distinct clusters according to their volatile metabolites. In case of non-volatile metabolites, differentiation between G+ and G- species and clustering for all eight species were observed for the chloroform fraction of the Bligh & Dyer extract, while methanolic fraction failed to recover specific ions in the profile. Furthermore, the results showed correlation between volatile and non-volatile metabolites, which suggests that lab-made devices presented in the current study might be complementary and therefore, useful for species differentiation and gaining insights into bacterial metabolic pathways.

摘要

在这里,我们展示了创新的实验室制造分析设备的应用,如等离子体银纳米结构基底和聚吡咯-MOF 固相微萃取纤维,用于细菌的代谢分析。我们首次利用实验室制造的设备对 8 株细菌的挥发性和非挥发性低分子量化合物进行了全面的代谢分析。使用主成分分析、层次聚类分析和随机森林算法对低分子量代谢物的图谱进行了相似性和差异性分析。结果表明,革兰氏阳性(G+)和革兰氏阴性(G-)细菌之间存在明显的分化,根据其挥发性代谢物可分为不同的簇。对于非挥发性代谢物,G+和 G-细菌之间存在分化,并且对所有 8 种细菌进行了聚类,在 Bligh & Dyer 提取物的氯仿部分观察到了这种情况,而甲醇部分未能在图谱中恢复特定的离子。此外,结果表明挥发性和非挥发性代谢物之间存在相关性,这表明本研究中提出的实验室制造设备可能是互补的,因此对于物种分化和深入了解细菌代谢途径非常有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8c06/10917794/b82dac2fffe2/41598_2024_56107_Fig1_HTML.jpg

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