The identification of cephalosporins antibiotics using IR spectroscopy and chemometric algorithms

The use of mid-field infrared spectroscopy in combination with chemometric algorithms for the identification of cephalosporin antibiotics in the form of injectable powders is demonstrated. III generation cephalosporins have been selected as objects of the study: ceftriaxone, ceftazidime, cefotaxime, which are widely used in pharmaceutical practice. IR spectra of the medical preparations have been recorded using an FT-801 Fourier transform IR spectrometer with an attenuated total reflection (ATR) attachment. The results have been processed in the Microsoft Excel computer package with the XLSTAT add-in using the principal component analysis (PCA), the k-means method and agglomerative hierarchical clustering (AНC). It has been shown that using these algorithms it is possible to identify the studied cephalosporin antibiotics from different manufacturers. In the PCA method, points corresponding to samples are located in separate quadrants depending on the nature of the antibiotic. The k-means method has been used to divide antibiotics into classes; differences are also visible in the classes themselves, depending on the manufacturer. The clearest separation of cephalosporins is observed when data are presented using the AHC method in the form of a dendrogram.

Authors

Publication Details

Journal
Izvestiya of Saratov University Chemistry Biology Ecology
Published
2024-09-23
DOI
https://doi.org/10.18500/1816-9775-2024-24-3-271-281
Primary Topic
Spectroscopy Techniques in Biomedical and Chemical Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The identification of cephalosporins antibiotics using IR spectroscopy and chemometric algorithms

T. Yu. Rusanova, Anna Yu. Shabunina
Izvestiya of Saratov University Chemistry Biology Ecology
Spectroscopy Techniques in Biomedical and Chemical Research
article

The identification of cephalosporins antibiotics using IR spectroscopy and chemometric algorithms

T. Yu. Rusanova, Anna Yu. Shabunina
article en

Abstract

The use of mid-field infrared spectroscopy in combination with chemometric algorithms for the identification of cephalosporin antibiotics in the form of injectable powders is demonstrated. III generation cephalosporins have been selected as objects of the study: ceftriaxone, ceftazidime, cefotaxime, which are widely used in pharmaceutical practice. IR spectra of the medical preparations have been recorded using an FT-801 Fourier transform IR spectrometer with an attenuated total reflection (ATR) attachment. The results have been processed in the Microsoft Excel computer package with the XLSTAT add-in using the principal component analysis (PCA), the k-means method and agglomerative hierarchical clustering (AНC). It has been shown that using these algorithms it is possible to identify the studied cephalosporin antibiotics from different manufacturers. In the PCA method, points corresponding to samples are located in separate quadrants depending on the nature of the antibiotic. The k-means method has been used to divide antibiotics into classes; differences are also visible in the classes themselves, depending on the manufacturer. The clearest separation of cephalosporins is observed when data are presented using the AHC method in the form of a dendrogram.

Izvestiya of Saratov University Chemistry Biology EcologyVol. 24(3)
Openalex Percentile: Top 89%
Spectroscopy Techniques in Biomedical and Chemical Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The identification of cephalosporins antibiotics using IR spectroscopy and chemometric algorithms — T. Yu. Rusanova, Anna Yu. Shabunina · Izvestiya of Saratov University Chemistry Biology Ecology (2024) | TGRS Research Map | TGRS