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Classification of of the (Para-)Typhoid Fever Group by Fourier-Transform Infrared (FTIR) Spectroscopy. | LitMetric

AI Article Synopsis

  • Typhoidal and para-typhoidal bacteria are significant causes of infections in low-resource countries, necessitating simpler diagnostic methods than current serotyping techniques.
  • Fourier transform infrared spectroscopy (FTIRS) offers a quick and efficient way to identify these bacteria, which was the focus of this study that analyzed a total of 359 isolates from various sources.
  • The study developed automated classifiers using artificial neural networks, achieving high accuracy rates (up to 99.9%) for identifying different serovars, indicating that FTIRS could be a reliable alternative for diagnosing these infections.

Article Abstract

Typhoidal and para-typhoidal are major causes of bacteraemia in resource-limited countries. Diagnostic alternatives to laborious and resource-demanding serotyping are essential. Fourier transform infrared spectroscopy (FTIRS) is a rapidly developing and simple bacterial typing technology. In this study, we assessed the discriminatory power of the FTIRS-based IR Biotyper (Bruker Daltonik GmbH, Bremen, Germany), for the rapid and reliable identification of biochemically confirmed typhoid and paratyphoid fever-associated isolates. In total, 359 isolates, comprising 30 . Typhi, 23 . Paratyphi A, 23 . Paratyphi B, and 7 . Paratyphi C, respectively and other phylogenetically closely related serovars belonging to the serogroups O:2, O:4, O:7 and O:9 were tested. The strains were derived from clinical, environmental and food samples collected at different European sites. Applying artificial neural networks, specific automated classifiers were built to discriminate typhoidal serovars from non-typhoidal serovars within each of the four serogroups. The accuracy of the classifiers was 99.9%, 87.0%, 99.5% and 99.0% for Typhi, Paratyphi A, B and Paratyphi C, respectively. The IR Biotyper is a promising tool for fast and reliable detection of typhoidal . Hence, IR biotyping may serve as a suitable alternative to conventional approaches for surveillance and diagnostic purposes.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8071548PMC
http://dx.doi.org/10.3390/microorganisms9040853DOI Listing

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