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Abdrabou AMM, Sy I, Bischoff M, Arroyo MJ, Becker SL, Mellmann A, von Müller L, Gärtner B, Berger FK. Discrimination between hypervirulent and non-hypervirulent ribotypes of Clostridioides difficile by MALDI-TOF mass spectrometry and machine learning. Eur J Clin Microbiol Infect Dis 2023; 42:1373-1381. [PMID: 37721704 PMCID: PMC10587247 DOI: 10.1007/s10096-023-04665-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 09/03/2023] [Indexed: 09/19/2023]
Abstract
Hypervirulent ribotypes (HVRTs) of Clostridioides difficile such as ribotype (RT) 027 are epidemiologically important. This study evaluated whether MALDI-TOF can distinguish between strains of HVRTs and non-HVRTs commonly found in Europe. Obtained spectra of clinical C. difficile isolates (training set, 157 isolates) covering epidemiologically relevant HVRTs and non-HVRTs found in Europe were used as an input for different machine learning (ML) models. Another 83 isolates were used as a validation set. Direct comparison of MALDI-TOF spectra obtained from HVRTs and non-HVRTs did not allow to discriminate between these two groups, while using these spectra with certain ML models could differentiate HVRTs from non-HVRTs with an accuracy >95% and allowed for a sub-clustering of three HVRT subgroups (RT027/RT176, RT023, RT045/078/126/127). MALDI-TOF combined with ML represents a reliable tool for rapid identification of major European HVRTs.
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Affiliation(s)
- Ahmed Mohamed Mostafa Abdrabou
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany.
- Medical Microbiology and Immunology Department, Faculty of Medicine, Mansoura University, El Gomhouria Street, Mansoura, 35516, Egypt.
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany.
| | - Issa Sy
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany
| | - Markus Bischoff
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany
| | - Manuel J Arroyo
- Clover Bioanalytical Software, Av. del Conocimiento, 41, 18016, Granada, Spain
| | - Sören L Becker
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany
| | - Alexander Mellmann
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany
- Institute of Hygiene, University of Münster, Robert-Koch-Straße 41, 48149, Münster, Germany
| | - Lutz von Müller
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany
- Christophorus Kliniken Coesfeld, Coesfeld, Germany
| | - Barbara Gärtner
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany
| | - Fabian K Berger
- Institute of Medical Microbiology and Hygiene, Saarland University, Kirrberger Straße 100, Building 43, D-66421, Homburg, Saar, Germany
- National Reference Center for Clostridioides (Clostridium) difficile, Homburg-Münster-Coesfeld, Germany
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Abdrabou AMM, Bischoff M, Mellmann A, von Müller L, Margardt L, Gärtner BC, Berger FK, Haase G, Häfner H, Hoffmann R, Simon V, Stappmanns H, Hischebeth GT, Büchler C, Rößler S, Hochauf-Stange K, Pfeffer K, MacKenzie C, Kunz C, Alsalameh R, Dziobaka J, le Chapot VS, Sanabria E, Hogardt M, Komp J, Imirzalioglu C, Schmiedel J, Pararas M, Sommer F, Groß U, Bohne W, Kekulé AS, Dagwadordsch U, Löffler B, Rödel J, Walker SV, Tobys D, Weikert-Asbeck S, Hauswaldt S, Kaasch AJ, Zautner AE, Joß N, Siegel E, Kehr K, Schaumburg F, Schoeler S, Hamprecht A, Hellkamp J, Hagemann JB, Kubis J, Hering S, Warnke P. Implementation of a Clostridioides difficile sentinel surveillance system in Germany: First insights for 2019–2021. Anaerobe 2022; 77:102548. [DOI: 10.1016/j.anaerobe.2022.102548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 03/08/2022] [Accepted: 03/14/2022] [Indexed: 11/01/2022]
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