Single-cell detection and linear discriminant analysis of bacterial Raman spectra in glass filter microholes

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-09-25 DOI:10.1039/D4AY01272K
Daisuke Onoshima, Kentaro Uchida, Tomomine Iida, Takashi Kojima, Yukihiro Ikeda, Daijiro Iwata, Ikuo Nagasawa, Hiroshi Yukawa and Yoshinobu Baba
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Abstract

We report a study of micro-Raman spectroscopy towards an optimal approach for single cell measurements for the detection of bacteria by vibrational spectroscopy. The use of glass membrane filters was tested by microfiltration to separate individual bacterial cells. The glass membrane filters were applied to the study of Raman spectral classification analysis. This approach achieved the capture and individual detection of spiked bacterial cells. Linear discriminant analysis (LDA) of Raman spectra measured on glass membrane filters was successfully used to distinguish several bacterial species.

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玻璃滤器微孔中细菌拉曼光谱的单细胞检测和线性判别分析。
我们报告了一项关于微拉曼光谱学的研究,该研究旨在为通过振动光谱学检测细菌的单细胞测量提供一种最佳方法。通过微过滤测试了玻璃膜过滤器的使用情况,以分离单个细菌细胞。玻璃膜过滤器被应用于拉曼光谱分类分析研究。这种方法实现了对加标细菌细胞的捕获和单独检测。在玻璃膜过滤器上测量的拉曼光谱的线性判别分析(LDA)被成功用于区分多种细菌。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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