Two-dimensional mid and near infrared correlation spectroscopy for bacterial identification

被引:4
|
作者
Krepelka, Pavel [1 ]
Bolivar, Araceli [2 ]
Perez-Rodriguez, Fernando [2 ]
机构
[1] Brno Univ Technol, Dept Theoret & Expt Elect Engn, Tech 12, Brno 61600, Czech Republic
[2] Univ Cordoba, Fac Vet, Dept Food Sci & Technol, Agrifood Campus Int Excellence CeiA3, Cordoba, Spain
关键词
Bacterial identification; classification; near infrared; mid infrared; correlation; 2D correlation; microbiology; PARTIAL LEAST-SQUARES; CLASSIFICATION; DISCRIMINATION; CHEMOMETRICS; STRAINS;
D O I
10.1177/0967033520974518
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
In recent years, near infrared (NIR) spectroscopy has gained interest as a tool for bacteria strain identification. Although some promising results suggest good applicability of the technique, a better interpretation of the NIR bacterial spectra is still needed. In order to analyze the NIR spectrum of biological samples, a correlation analysis between the NIR and the mid-infrared (mid-IR) spectra was performed. In total, 28 spectra of 8 bacterial strains were acquired and correlated in the NIR and the mid-IR spectral ranges. Some molecular bands (Amide I, P = O stretching, C-H stretching/deformation of polysaccharides) were well correlated, and the effect of concentration changes in these molecules were investigated. Moreover, a model for the NIR spectra classification was created with an overall 85% correct classification rate. Subsequently, only NIR wavelengths with high correlation to important mid-IR peaks were selected. This led to an increase in the correct classification rate to 94%. By correlation between well-established mid-IR peaks and NIR spectra, some relationships in the NIR spectra of biological samples were revealed, which was a step towards better understanding and interpretation of the NIR spectra of biological samples.
引用
收藏
页码:63 / 72
页数:10
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