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KŘEPELKA, P. PÉREZ-RODRÍGUEZ, F. BOLÍVAR, A.
Originální název
Two-dimensional mid and near infrared correlation spectroscopy for bacterial identification
Typ
článek v časopise ve Web of Science, Jimp
Jazyk
angličtina
Originální abstrakt
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, P¼O 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.
Klíčová slova
Bacterial identification, classification, near infrared, mid infrared, correlation, 2D correlation, microbiology
Autoři
KŘEPELKA, P.; PÉREZ-RODRÍGUEZ, F.; BOLÍVAR, A.
Vydáno
27. 11. 2020
Nakladatel
SAGE publishing
ISSN
1751-6552
Periodikum
JOURNAL OF NEAR INFRARED SPECTROSCOPY
Ročník
1
Číslo
Stát
Spojené království Velké Británie a Severního Irska
Strany od
Strany do
10
Strany počet
URL
https://journals.sagepub.com/doi/10.1177/0967033520974518
BibTex
@article{BUT166451, author="Pavel {Křepelka} and Fernando {Pérez-Rodríguez} and Araceli {Bolívar}", title="Two-dimensional mid and near infrared correlation spectroscopy for bacterial identification", journal="JOURNAL OF NEAR INFRARED SPECTROSCOPY", year="2020", volume="1", number="1", pages="1--10", doi="10.1177/0967033520974518", issn="1751-6552", url="https://journals.sagepub.com/doi/10.1177/0967033520974518" }