Fourier-Transform Infrared (FTIR) Spectroscopy for Typing of Clinical Enterobacter cloacae Complex Isolates

Sophia Vogt1,2, Kim Löffler1,2, Ariane G Dinkelacker1,2

  • 1Institute of Medical Microbiology and Hygiene, University Hospital Tübingen, Tübingen, Germany.

Frontiers in Microbiology
|November 30, 2019
PubMed

Insights

Fourier-transform infrared (FTIR) spectroscopy shows promise for rapid strain typing of Enterobacter cloacae complex, a common cause of hospital infections. Integrating an artificial neural network enhances its accuracy for surveillance and outbreak analysis.

Area of Science:

  • Microbiology
  • Spectroscopy
  • Bioinformatics

Background:

  • The Enterobacter cloacae complex is a significant cause of nosocomial infections, particularly in neonatal units.
  • Rapid and reliable strain typing is essential for effective surveillance and outbreak management of E. cloacae complex.
  • Current methods may not always provide the speed required for real-time clinical applications.

Purpose of the Study:

  • To evaluate Fourier-transform infrared (FTIR) spectroscopy as a rapid method for typing clinical E. cloacae complex isolates.
  • To compare FTIR performance against whole genome sequencing (WGS) as a reference standard.
  • To assess the impact of artificial neural network (ANN) integration on FTIR discriminatory power.

Main Methods:

  • FTIR spectroscopy was applied to clinical E. cloacae complex isolates.
  • Results were compared to SNP-based clustering and sequence types derived from WGS analysis.
  • An ANN was trained using FTIR spectra to improve isolate classification.

Main Results:

  • FTIR spectroscopy demonstrated good concordance with WGS-based clustering (ARI = 0.818) and sequence types (ARI = 0.801) for initial isolates.
  • Recognition of related isolates was inconsistent without ANN, but improved significantly after ANN training.
  • FTIR provided rapid, WGS-confirmed typing results during a clinical outbreak scenario.

Conclusions:

  • FTIR spectroscopy is a viable and promising tool for rapid strain typing of clinical E. cloacae complex.
  • The implementation of an ANN significantly enhances the discriminatory power of FTIR spectroscopy.
  • FTIR offers a cost-effective solution with fast turnaround times, valuable for real-time surveillance and outbreak investigations.

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