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Klebsiella MALDI TypeR: a web-based tool for Klebsiella identification based on MALDI-TOF mass spectrometry
Sébastien Bridel1, Stephen C Watts2, Louise M Judd2
1Biodiversity and Epidemiology of Bacterial Pathogens, Institut Pasteur, Paris, France.
Abstract:
Klebsiella pathogens affect human and animal health and are widely distributed in the environment. Among these, the Klebsiella pneumoniae species complex, which includes seven phylogroups, is an important cause of community and hospital infections. The Klebsiella oxytoca species complex also causes hospital infections and antibiotic-associated haemorrhagic colitis. The unsuitability of currently used clinical microbiology methods to distinguish species within each of these species complexes leads to high rates of misidentifications that are masking the true clinical significance and potential epidemiological specificities of individual species. We developed a web-based tool, Klebsiella MALDI TypeR, a platform-independent and user-friendly application that enables uploading MALDI-TOF mass spectrometry data in order to identify Klebsiella isolates at the species complex and phylogroup levels. The tool, available at https://maldityper.pasteur.fr/, leverages a database of previously identified biomarkers that are specific for species complexes, individual phylogroups, or related phylogroups. We obtained 84%-100% identification accuracy depending on phylogroup. Identification results are obtained in a few seconds from batches of uploaded spectral data. Klebsiella MALDI TypeR enables fast and reliable identification of Klebsiella strains that are often misidentified with standard microbiological methods. This web-based identification tool may be extended in the future to other human bacterial pathogens.
Insights
A new tool, Klebsiella MALDI TypeR, accurately identifies Klebsiella species complexes and phylogroups using MALDI-TOF mass spectrometry data. This advances diagnostics for these significant human and animal pathogens.
Area of Science:
- Microbiology
- Bioinformatics
- Clinical Diagnostics
Background:
- Klebsiella species complexes, including Klebsiella pneumoniae and Klebsiella oxytoca, are significant causes of human and animal infections.
- Current methods struggle to differentiate species within these complexes, leading to misidentification and obscuring clinical significance.
- Accurate identification is crucial for understanding epidemiology and managing infections.
Purpose of the Study:
- To develop a user-friendly, web-based tool for accurate identification of Klebsiella species complexes and phylogroups.
- To address the limitations of existing microbiological methods in Klebsiella species differentiation.
- To provide a reliable tool for clinical and research microbiology laboratories.
Main Methods:
- Development of a web-based application, Klebsiella MALDI TypeR.
- Utilizing MALDI-TOF mass spectrometry data for bacterial identification.
- Leveraging a curated database of specific biomarkers for Klebsiella species complexes and phylogroups.
Main Results:
- Klebsiella MALDI TypeR achieved 84%-100% identification accuracy, varying by phylogroup.
- The tool provides rapid identification results from uploaded spectral data in seconds.
- Demonstrated high reliability in distinguishing often misidentified Klebsiella strains.
Conclusions:
- Klebsiella MALDI TypeR offers a fast, reliable, and user-friendly solution for identifying Klebsiella pathogens at the species complex and phylogroup levels.
- This tool overcomes the limitations of standard microbiological methods, improving diagnostic accuracy.
- The platform has potential for future expansion to identify other bacterial pathogens.
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