Differentiation and identification of commensal and pathogenic oral bacteria at strain level using ATR-FTIR spectroscopy
The correct identification of different bacteria is a critical task in clinical applications and basic research especially in the oral cavity which has a complex bacterial community. Complementary to a variety of phenotyping and genotyping methods, we propose FTIR spectroscopy as a fast and non-destructive technique for accurate bacterial identification. This technique can be used to investigate the chemical makeup of a given sample and also allows for bacterial classification at strain level. In this work, we investigate the ability of ATR-FTIR spectroscopy to identify different oral bacteria from known laboratory stains as well as strains from patient-derived samples. Using this technique, six measured species could be classified with high accuracy (>97%) using chemometric models. Furthermore, the model which was only trained with laboratory strains could still correctly identify the patient-derived strains at the genus level. These results open the possibility of constructing a simplified tailored classification model based only on a target species and few other representative species, while still being able to distinguish the target species from a much larger number of other bacterial species for application to oral microbial communities.
Authors
- Meike Stiesch (ORCID: https://orcid.org/0000-0002-5953-2517)
- Katharina Doll‐Nikutta (ORCID: https://orcid.org/0000-0002-4885-9821)
- Alexander Heisterkamp (ORCID: https://orcid.org/0000-0001-8770-0859)
- Rumjhum Mukherjee (ORCID: https://orcid.org/0009-0001-1634-3863)
- Szymon P. Szafrański (ORCID: https://orcid.org/0000-0002-0607-6976)
- Nils Heine (ORCID: https://orcid.org/0009-0003-2144-0355)
- Janina Bahnemann (ORCID: https://orcid.org/0000-0002-7008-1673)
- Veronika Schulze (ORCID: https://orcid.org/0009-0004-0823-1660)
- Maria Leilani Torres‐Mapa (ORCID: https://orcid.org/0000-0003-2761-9586)
- Katharina Frings
- Nicolas Debener
Institutions
- Leibniz University Hannover (DE)
- University of Augsburg (DE)
- Medizinische Hochschule Hannover (DE)
Publication Details
- Journal
- The Analyst
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1039/d5an00165j
- Citations
- 2
- Primary Topic
- Oral microbiology and periodontitis research
- Type
- article
- Field-Weighted Citation Impact
- 2.93
Funders
- Deutsche Forschungsgemeinschaft