一种利用近红外光谱和主成分分析来突出在营养琼脂上生长的细菌之间差异的方法

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
S. Treguier, Kévin Jacq, C. Couderc, Hicham Ferhout, H. Tormo, D. Kleiber, C. Levasseur-Garcia
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引用次数: 2

摘要

近红外光谱等快速诊断工具最近对细菌鉴定产生了兴趣。为了避免从培养皿中制备用于近红外分析的微生物颗粒或悬浮液的过程,探索了从培养皿的琼脂中直接筛选。这项分两步进行的研究提出了一种新的方法,可以在最小营养培养基偏差的情况下直接在琼脂平板上进行细菌筛选。首先,主成分分析表明,在不同的培养基上,在透射模式下,培养皿底部面向光源,乳酸杆菌属、假单胞菌属和Brochothrix属之间存在最佳区分。在12500–3680范围内,用低于5%的平均变异系数评估了这些条件下光谱的可重复性 cm−1范围。其次,在Bennett琼脂上生长40株乳球菌和肠球菌,并通过一系列五种测定进行测量。主成分分析强调了根据属和种的更好聚类和更低的外部偏差,同时保留了8790–3680 cm−1光谱范围,并应用以平均琼脂光谱为参考的扩展乘法散射校正,与原始数据和标准乘法散射校正进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A method for highlighting differences between bacteria grown on nutrient agar using near infrared spectroscopy and principal component analysis
Fast diagnostic tools such as near infrared spectroscopy have recently gained interest for bacterial identification. To avoid a process involving microbial pellet or suspension preparation from Petri dishes for NIR analysis, direct screening from agar in Petri dishes was explored. This two-step study proposes a new procedure for bacterial screening directly on agar plates with minimal nutrient medium bias. Firstly, principal component analyses showed optimal discrimination between the genera Lactobacillus, Pseudomonas and Brochothrix on different culture media, in transmission mode and with the bottom of Petri dishes facing the light source. The repeatability of spectra in these conditions was assessed with an average coefficient of variation inferior to 5% in the 12,500–3680 cm−1 range. Secondly, 40 strains of Lactococcus and Enterococcus species were grown on Bennett agar and measured over a series of five assays. Principal component analyses highlighted better clustering according to genera and species and lower external bias while retaining the 8790–3680 cm−1 spectral range and applying an extended multiplicative scatter correction with an average agar spectrum as a reference, in comparison to raw data and standard multiplicative scatter correction.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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