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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.
Abstract:
Members of the Enterobacter (E.) cloacae complex have emerged as important pathogens frequently encountered in nosocomial infections. Several outbreaks with E. cloacae complex have been reported in recent years, especially in neonatal units. Fast and reliable strain typing methods are crucial for real-time surveillance and outbreak analysis to detect pathogen reservoirs and transmission routes. The aim of this study was to evaluate the performance of Fourier-transform infrared (FTIR) spectroscopy as a fast method for typing of clinical E. cloacae complex isolates, when whole genome sequencing (WGS) analysis was used as reference. First, the technique was used retrospectively on 24 first isolates of E. cloacae complex strains from neonatal patients and showed good concordance with SNP-based clustering [adjusted rand index (ARI) = 0.818] and with the sequence type (ST) (ARI = 0.801). 29 consecutive isolates from the same patients were shown by WGS analysis to almost always belong to the same SNP cluster as the first isolates, which was only inconsistently recognized by FTIR spectroscopy. Training of an artificial neural network (ANN) with all FTIR spectra from sequenced strains markedly improved the recognition of related and unrelated isolate spectra. In a second step, FTIR spectroscopy was applied on 14 strains during an outbreak with E. cloacae complex and provided fast typing results that were confirmed by WGS analysis. In conclusion, FTIR spectroscopy is a promising tool for strain typing of clinical E. cloacae complex strains. Discriminatory power can be improved by implementing an ANN for spectrum analysis. Due to its low costs and fast turnaround times, the method presents a valuable tool for real-time surveillance as well as outbreak analysis.
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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