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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] [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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Crobach MJT, Hornung BVH, Verduin C, Vos MC, Hopman J, Kumar N, Harmanus C, Sanders I, Terveer EM, Stares MD, Lawley TD, Kuijper EJ. Screening for Clostridioides difficile colonization at admission to the hospital: a multi-centre study. Clin Microbiol Infect 2023:S1198-743X(23)00092-7. [PMID: 36871826 DOI: 10.1016/j.cmi.2023.02.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 02/13/2023] [Accepted: 02/25/2023] [Indexed: 03/07/2023]
Abstract
OBJECTIVE This study aimed to assess the value of C. difficile colonization (CDC) screening at hospital admission in an endemic setting. METHODS A multi-centre study was performed in 4 hospitals located across the Netherlands. Newly admitted patients were screened for CDC. The risk to develop C. difficile infection (CDI) during admission and one-year follow-up was assessed for colonized and non-colonized patients. C. difficile isolates from colonized patients were compared with isolates from incident CDI cases using core genome multi locus sequence typing (cgMLST) to determine if onwards transmission had occurred. RESULTS CDC was present in 108/2211 admissions (4.9%), while colonization with a toxigenic strain (tCDC) was present in 68/2211 (3.1%) of admissions. Among these 108 colonized patients, diverse PCR ribotypes were found and no 'hypervirulent' RT027 was detected ((95% CI, 0- 0.028). None of the colonized patients developed CDI during admission (0/49, 95% CI 0-0.073) or one-year follow-up (0/38, 95% CI 0-0.93). Core genome MLST identified 6 clusters with genetically related isolates from tCDC and CDI patients, but in these clusters only one possible transmission event from a tCDC to a CDI patient was identified by epidemiological data. CONCLUSION In this endemic setting with a low prevalence of 'hypervirulent' strains screening on CDC at admission did not detect any CDC patient who progressed to symptomatic CDI and only one possible transmission event from a colonized patient to a CDI patient. Thus, screening on CDC at admission is not useful in this setting.
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Affiliation(s)
- Monique J T Crobach
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands.
| | - Bastian V H Hornung
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands
| | - Cees Verduin
- former: Department of Medical Microbiology, Amphia Hospital Breda, The Netherlands
| | - Margreet C Vos
- Department of Medical Microbiology and Infectious Diseases, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Joost Hopman
- Department of Medical Microbiology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Nitin Kumar
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Celine Harmanus
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands
| | - Ingrid Sanders
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands
| | - Elisabeth M Terveer
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands
| | - Mark D Stares
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Trevor D Lawley
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, United Kingdom
| | - Ed J Kuijper
- Department of Medical Microbiology, Leiden University Medical Center, PO Box 9600, 2300RC, Leiden, The Netherlands; Center for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands.
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Tsai BY, Chien CC, Huang SH, Zheng JY, Hsu CY, Tsai YS, Hung YP, Ko WC, Tsai PJ. The emergence of Clostridioides difficile PCR ribotype 127 at a hospital in northeastern Taiwan. JOURNAL OF MICROBIOLOGY, IMMUNOLOGY, AND INFECTION = WEI MIAN YU GAN RAN ZA ZHI 2022; 55:896-909. [PMID: 35042668 DOI: 10.1016/j.jmii.2021.12.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Revised: 10/27/2021] [Accepted: 12/25/2021] [Indexed: 06/14/2023]
Abstract
BACKGROUND Several studies have highlighted the incidence of Clostridioides difficile infections (CDIs) in Taiwan and certain ribotypes have been related to severe clinical diseases. A study was conducted to investigate the polymerase chain reaction (PCR) ribotypes and genetic relatedness of clinical C. difficile strains collected from January 2009 to December 2015 at a hospital in northeastern Taiwan. MATERIAL AND METHODS A modified two-step typing algorithm for C. difficile was used by combining a modified 8-plex and 3'-truncated tcdA screening PCR. In addition, MLVA typing was adopted for investigation of bacterial clonality and transmission. RESULTS Among a total of 86 strains, 24 (28%) were nontoxigenic and 62 (72%) had both tcdA and tcdB (A + B+). No tcdA-negative and tcdB-positive (A-B+) strains were identified. Binary toxin (CDT)-producing (cdtA+/cdtB+) strains were started to be identified in 2013. The 21 (34%) A+B+ clinical strains with binary toxin and tcdC deletion were identified as RT127 strains, which contained both RT078-lineage markers and fluoroquinolone (FQ)-resistant mutations (Thr82Ile in gyrA). Multiple loci variable-number tandem repeat analysis (MLVA) for phylogenetic relatedness of RT127 strains indicated that 20 of 21 strains belonged to a clonal complex that was identical to a clinical strain collected from southern Taiwan in 2011, suggestive of a clonal expansion in Taiwan. CONCLUSION A two-step typing method could rapidly confirm species identification and define the toxin gene profile of C. difficile isolates. The clonal expansion of RT127 strains in Taiwan indicates monitoring and surveillance of toxigenic C. difficile isolates from human, animal, and environment are critical to develop One Health prevention strategies.
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Affiliation(s)
- Bo-Yang Tsai
- Institute of Basic Medical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Chun-Chih Chien
- Department of Laboratory Medicine, Chang Gung Memorial Hospital at Kaohsiung, Kaohsiung, Taiwan.
| | - Shu-Huan Huang
- Department of Laboratory Medicine, Chang Gung Memorial Hospital at Kee-Lung, Keelung, Taiwan.
| | - Jun-Yuan Zheng
- Division of Infectious Diseases, Department of Internal Medicine, Chang Gung Memorial Hospital at Kee-Lung, Kee-Lung, Taiwan.
| | - Chih-Yu Hsu
- Department of Medical Laboratory Science and Biotechnology, National Cheng Kung University, Tainan, Taiwan.
| | - Yau-Sheng Tsai
- Institute of Clinical Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Yuan-Pin Hung
- Departments of Internal Medicine, Tainan Hospital, Ministry of Health & Welfare, Tainan, Taiwan; Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Wen-Chien Ko
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Pei-Jane Tsai
- Institute of Basic Medical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Medical Laboratory Science and Biotechnology, National Cheng Kung University, Tainan, Taiwan; Center of Infectious Disease and Signaling Research, National Cheng Kung University, Tainan, Taiwan; Department of Pathology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
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Brajerova M, Zikova J, Krutova M. Clostridioides difficile epidemiology in the Middle and the Far East. Anaerobe 2022; 74:102542. [PMID: 35240336 DOI: 10.1016/j.anaerobe.2022.102542] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 02/14/2022] [Accepted: 02/20/2022] [Indexed: 12/18/2022]
Abstract
OBJECTIVES Clostridioides difficile is an important pathogen of healthcare-associated gastrointestinal infections. Recently, an increased number of C. difficile infection (CDI) surveillance data has been reported from Asia. The aim of this review is to summarize the data on the prevalence, distribution and molecular epidemiology of CDI in the Middle and the Far East. METHODS Literature was drawn from a search of PubMed up to September 30, 2021. RESULTS The meta-analysis of data from 111 studies revealed the pooled CDI prevalence rate in the Middle and the Far East of 12.4% (95% CI 11.4-13.3); 48 studies used PCR for CDI laboratory diagnoses. The predominant types (RT)/sequence type (ST) differ between individual countries (24 studies, 14 countries). Frequently found RTs were 001, 002, 012, 017, 018 and 126; RT017 was predominant in the Far East. The epidemic RT027 was detected in 8 countries (22 studies), but its predominance was reported only in three studies (Israel and Iran). The contamination of vegetable and meat or meat products and/or intestinal carriage of C. difficile in food and companion animals have been reported; the C. difficile RTs/STs identified overlapped with those identified in humans. CONCLUSIONS A large number of studies on CDI prevalence in humans from the Middle and the Far East have been published; countries with no available data were identified. The number of studies on C. difficile from non-human sources is limited. Comparative genomic studies of isolates from different sources are needed.
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Affiliation(s)
- Marie Brajerova
- Department of Medical Microbiology, 2nd Faculty of Medicine, Charles University and Motol University Hospital, Czech Republic
| | - Jaroslava Zikova
- Department of Medical Microbiology, 2nd Faculty of Medicine, Charles University and Motol University Hospital, Czech Republic; Department of Genetics and Microbiology, Faculty of Science, Charles University, Czech Republic
| | - Marcela Krutova
- Department of Medical Microbiology, 2nd Faculty of Medicine, Charles University and Motol University Hospital, Czech Republic.
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5
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Novakova E, Stofkova Z, Sadlonova V, Hleba L. Diagnostic Methods of Clostridioides difficile Infection and Clostridioides difficile Ribotypes in Studied Sample. Antibiotics (Basel) 2021; 10:antibiotics10091035. [PMID: 34572617 PMCID: PMC8466394 DOI: 10.3390/antibiotics10091035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 07/26/2021] [Accepted: 08/19/2021] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Clostridioides (Clostridium) difficile is the most common nosocomial pathogen and antibiotic-related diarrhea in health-care facilities. Over the last few years, there was an increase in the incidence rate of C. difficile infection cases in Slovakia. In this study, the phenotypic (toxigenicity, antimicrobial susceptibility) and genotypic (PCR ribotypes, genes for binary toxins) patterns of C. difficile isolates from patients with CDI were analyzed, from July to August 2016, taken from hospitals in the Horne Povazie region of northern Slovakia. The aim of the study was also to identify hypervirulent strains (e.g., the presence of RT027 or RT176). METHODS The retrospective analysis of biological samples suspected of CDI were analyzed by GDH, anaerobic culture, enzyme immunoassay on toxins A/B, multiplex "real-time" PCR and PCR capillary-based electrophoresis ribotyping, and by MALDI TOF MS. RESULTS C. difficile isolates (n = 44) were identified by PCR ribotyping, which revealed five different ribotypes (RT001, 011, 017, 081, 176). The presence of hypervirulent RT027 was not identified. The C. difficile isolates (RT001, 011, 081, 176) were susceptible to metronidazole and vancomycin. One isolate RT017 had reduced susceptibility to vancomycin. A statistically significant difference between the most prevalent PCR ribotypes, RT001 and RT176, regarding variables such as albumin, CRP, creatinine, the length of hospitalization (p = 0.175), and glomerular filtration (p = 0.05) was not found. CONCLUSION The results of PCR capillary-based electrophoresis ribotyping in the studied samples showed a high prevalence of RT176 and 001.
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Affiliation(s)
- Elena Novakova
- Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Mala Hora 4A, 03601 Martin, Slovakia; (E.N.); (V.S.)
| | - Zuzana Stofkova
- Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Mala Hora 4A, 03601 Martin, Slovakia; (E.N.); (V.S.)
- Correspondence:
| | - Vladimira Sadlonova
- Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Mala Hora 4A, 03601 Martin, Slovakia; (E.N.); (V.S.)
| | - Lukas Hleba
- Faculty of Biotechnology and Food Sciences, Slovak University of Agriculture in Nitra, A. Hlinku 610/4, 94901 Nitra, Slovakia;
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6
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Seth-Smith HMB, Biggel M, Roloff T, Hinic V, Bodmer T, Risch M, Casanova C, Widmer A, Sommerstein R, Marschall J, Tschudin-Sutter S, Egli A. Transition From PCR-Ribotyping to Whole Genome Sequencing Based Typing of Clostridioides difficile. Front Cell Infect Microbiol 2021; 11:681518. [PMID: 34141631 PMCID: PMC8204696 DOI: 10.3389/fcimb.2021.681518] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 05/04/2021] [Indexed: 11/13/2022] Open
Abstract
Clostridioides difficile causes nosocomial outbreaks which can lead to severe and even life-threatening colitis. Rapid molecular diagnostic tests allow the identification of toxin-producing, potentially hypervirulent strains, which is critical for patient management and infection control. PCR-ribotyping has been used for decades as the reference standard to investigate transmission in suspected outbreaks. However, the introduction of whole genome sequencing (WGS) for molecular epidemiology provides a realistic alternative to PCR-ribotyping. In this transition phase it is crucial to understand the strengths and weaknesses of the two technologies, and to assess their correlation. We aimed to investigate ribotype prediction from WGS data, and options for analysis at different levels of analytical granularity. Ribotypes cannot be directly determined from short read Illumina sequence data as the rRNA operons including the ribotype-defining ISR fragments collapse in genome assemblies, and comparison with traditional PCR-ribotyping results becomes impossible. Ribotype extraction from long read Oxford nanopore data also requires optimization. We have compared WGS-based typing with PCR-ribotyping in nearly 300 clinical and environmental isolates from Switzerland, and in addition from the Enterobase database (n=1778). Our results show that while multi-locus sequence type (MLST) often correlates with a specific ribotype, the agreement is not complete, and for some ribotypes the resolution is insufficient. Using core genome MLST (cgMLST) analysis, there is an improved resolution and ribotypes can often be predicted within clusters, using cutoffs of 30-50 allele differences. The exceptions are ribotypes within known ribotype complexes such as RT078/RT106, where the genome differences in cgMLST do not reflect the ribotype segregation. We show that different ribotype clusters display different degrees of diversity, which could be important for the definition of ribotype cluster specific cutoffs. WGS-based analysis offers the ultimate resolution to the SNP level, enabling exploration of patient-to-patient transmission. PCR-ribotyping does not sufficiently discriminate to prove nosocomial transmission with certainty. We discuss the associated challenges and opportunities in a switch to WGS from conventional ribotyping for C. difficile.
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Affiliation(s)
- Helena M B Seth-Smith
- Division of Clinical Bacteriology and Mycology, University Hospital Basel, Basel, Switzerland.,Applied Microbiology Research, Department Biomedicine, University of Basel, Basel, Switzerland.,Swiss Institute for Bioinformatics, Basel, Switzerland
| | - Michael Biggel
- Institute for Food Safety and Hygiene, Vetsuisse Faculty, University of Zurich, Zurich, Switzerland
| | - Tim Roloff
- Division of Clinical Bacteriology and Mycology, University Hospital Basel, Basel, Switzerland.,Applied Microbiology Research, Department Biomedicine, University of Basel, Basel, Switzerland.,Swiss Institute for Bioinformatics, Basel, Switzerland
| | - Vladimira Hinic
- Division of Clinical Bacteriology and Mycology, University Hospital Basel, Basel, Switzerland
| | - Thomas Bodmer
- Clinical Microbiology, Labormedizinisches Zentrum Dr Risch, Liebefeld, Switzerland
| | - Martin Risch
- Clinical Microbiology, Labormedizinisches Zentrum Dr Risch, Liebefeld, Switzerland
| | - Carlo Casanova
- Institute for Infectious Diseases, University of Bern, Bern, Switzerland
| | - Andreas Widmer
- Division of Infectious Diseases & Hospital Epidemiology, University Hospital Basel, University Basel, Basel, Switzerland
| | - Rami Sommerstein
- Department of Infectious Diseases, Bern University Hospital and University of Bern, Bern, Switzerland.,Infectious Diseases, Hirslanden Central Switzerland, Lucerne, Switzerland
| | - Jonas Marschall
- Department of Infectious Diseases, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Sarah Tschudin-Sutter
- Division of Infectious Diseases & Hospital Epidemiology, University Hospital Basel, University Basel, Basel, Switzerland
| | - Adrian Egli
- Division of Clinical Bacteriology and Mycology, University Hospital Basel, Basel, Switzerland.,Applied Microbiology Research, Department Biomedicine, University of Basel, Basel, Switzerland
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7
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Evaluation of a Combined Multilocus Sequence Typing and Whole-Genome Sequencing Two-Step Algorithm for Routine Typing of Clostridioides difficile. J Clin Microbiol 2021; 59:JCM.01955-20. [PMID: 33177119 DOI: 10.1128/jcm.01955-20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2020] [Accepted: 10/21/2020] [Indexed: 01/05/2023] Open
Abstract
Multilocus sequence typing (MLST) is a low-resolution but rapid genotyping method for Clostridioides difficile Whole-genome sequencing (WGS) has emerged as the new gold standard for C. difficile typing, but cost and lack of standardization still limit broad utilization. In this study, we evaluated the potential to combine the portability of MLST with the increased resolution of WGS for a cost-saving approach to routine C. difficile typing. C. difficile strains from two New York City hospitals (hospital A and hospital B) were selected. WGS single-nucleotide polymorphism (wgSNP) was performed using established methods. Sequence types (ST) were determined using PubMLST, while wgSNP analysis was performed using the Bionumerics software. An additional analysis of a subset of data (hospital A) was made comparing the Bionumerics software to the CosmosID pipeline. Cost and turnaround time to results were compared for the algorithmic approach of MLST followed by wgSNP versus direct wgSNP. Among the 202 C. difficile isolates typed, 91% (n = 185/203) clustered within the representative ST, showing a high agreement between MLST and wgSNP. While clustering was similar between the Bionumerics and CosmosID pipelines, large differences in the overall number of SNPs were noted. A two-step algorithm for routine typing results in significantly lower cost than routine use of WGS. Our results suggest that using MLST as a first step in routine typing of C. difficile followed by WGS for MLST concordant strains is a less technically demanding, cost-saving approach for performing C. difficile typing than WGS alone without loss of discriminatory power.
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8
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Goyal M, Hauben L, Pouseele H, Jaillard M, De Bruyne K, van Belkum A, Goering R. Retrospective Definition of Clostridioides difficile PCR Ribotypes on the Basis of Whole Genome Polymorphisms: A Proof of Principle Study. Diagnostics (Basel) 2020; 10:diagnostics10121078. [PMID: 33322677 PMCID: PMC7764247 DOI: 10.3390/diagnostics10121078] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 12/08/2020] [Accepted: 12/10/2020] [Indexed: 12/18/2022] Open
Abstract
Clostridioides difficile is a cause of health care-associated infections. The epidemiological study of C. difficile infection (CDI) traditionally involves PCR ribotyping. However, ribotyping will be increasingly replaced by whole genome sequencing (WGS). This implies that WGS types need correlation with classical ribotypes (RTs) in order to perform retrospective clinical studies. Here, we selected genomes of hyper-virulent C. difficile strains of RT001, RT017, RT027, RT078, and RT106 to try and identify new discriminatory markers using in silico ribotyping PCR and De Bruijn graph-based Genome Wide Association Studies (DBGWAS). First, in silico ribotyping PCR was performed using reference primer sequences and 30 C. difficile genomes of the five different RTs identified above. Second, discriminatory genomic markers were sought with DBGWAS using a set of 160 independent C. difficile genomes (14 ribotypes). RT-specific genetic polymorphisms were annotated and validated for their specificity and sensitivity against a larger dataset of 2425 C. difficile genomes covering 132 different RTs. In silico PCR ribotyping was unsuccessful due to non-specific or missing theoretical RT PCR fragments. More successfully, DBGWAS discovered a total of 47 new markers (13 in RT017, 12 in RT078, 9 in RT106, 7 in RT027, and 6 in RT001) with minimum q-values of 0 to 7.40 × 10-5, indicating excellent marker selectivity. The specificity and sensitivity of individual markers ranged between 0.92 and 1.0 but increased to 1 by combining two markers, hence providing undisputed RT identification based on a single genome sequence. Markers were scattered throughout the C. difficile genome in intra- and intergenic regions. We propose here a set of new genomic polymorphisms that efficiently identify five hyper-virulent RTs utilizing WGS data only. Further studies need to show whether this initial proof-of-principle observation can be extended to all 600 existing RTs.
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Affiliation(s)
- Manisha Goyal
- BioMérieux, Open Innovation and Partnerships, 3 Route du Port Michaud, 38390 La Balme Les Grottes, France;
| | - Lysiane Hauben
- BioMérieux, Applied Maths NV, 9830 Sint-Martens-Latem, Belgium; (L.H.); (K.D.B.)
| | | | | | - Katrien De Bruyne
- BioMérieux, Applied Maths NV, 9830 Sint-Martens-Latem, Belgium; (L.H.); (K.D.B.)
| | - Alex van Belkum
- BioMérieux, Open Innovation and Partnerships, 3 Route du Port Michaud, 38390 La Balme Les Grottes, France;
- Correspondence: ; Tel.: +33-609-487-905
| | - Richard Goering
- Department of Medical Microbiology and Immunology, Creighton University School of Medicine, 2500 California Plaza, Omaha, NE 68178, USA;
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Novakova E, Kotlebova N, Gryndlerova A, Novak M, Vladarova M, Wilcox M, Kuijper E, Krutova M. An Outbreak of Clostridium ( Clostridioides) difficile Infections within an Acute and Long-Term Care Wards Due to Moxifloxacin-Resistant PCR Ribotype 176 Genotyped as PCR Ribotype 027 by a Commercial Assay. J Clin Med 2020; 9:jcm9113738. [PMID: 33233843 PMCID: PMC7699857 DOI: 10.3390/jcm9113738] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 11/09/2020] [Accepted: 11/18/2020] [Indexed: 01/05/2023] Open
Abstract
We aimed to characterize Clostridioides difficile isolates cultured during a six-month single-center study from stool samples of patients with C. difficile infection (CDI) genotyped by the Xpert®C. difficile/Epi assay by polymerase chain reaction (PCR) ribotyping, toxin genes’ detection and multi-locus variable number tandem repeats analysis (MLVA). The susceptibility to metronidazole, vancomycin and moxifloxacin was determined by agar dilution. In addition, the presence of Thr82Ile in the GyrA and a single nucleotide deletion at position (Δ117) in the tcdC gene were investigated. Between January 1 and June 30, 2016, of 114 CDIs, 75 cases were genotyped as presumptive PCR ribotype (RT) 027 infections using a commercial assay. C. difficile isolates cultured from presumptive RT027 stool samples belonged to RT176. These isolates carried genes for toxin A (tcdA), B (tcdB), binary (cdtA/B) and had Δ117 in the tcdC gene. Using MLVA, the 71/75 isolates clustered into two clonal complexes (CCs). Of these, 39 isolates (54.9%) were from patients hospitalized in acute care and 32 isolates (45.1%) were isolated from patients hospitalized in the long-term care department. All isolates were susceptible to metronidazole and vancomycin, and 105 isolates were resistant to moxifloxacin (92%) carrying Thr83Ile in the GyrA. An outbreak of RT176 CDIs, suspected as RT027, was recognized in a Slovakian hospital. In order to monitor the emergence and spread of RT027-variants, the identification of a presumptive RT027 CDI should be confirmed at a strain level by PCR ribotyping.
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Affiliation(s)
- Elena Novakova
- Department of Microbiology and Immunology, Comenius University Jessenius Faculty of Medicine, 036 01 Martin, Slovakia; (E.N.); (N.K.); (M.N.)
| | - Nina Kotlebova
- Department of Microbiology and Immunology, Comenius University Jessenius Faculty of Medicine, 036 01 Martin, Slovakia; (E.N.); (N.K.); (M.N.)
| | - Anezka Gryndlerova
- Department of Medical Microbiology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, 150 06 Prague, Czech Republic;
| | - Martin Novak
- Department of Microbiology and Immunology, Comenius University Jessenius Faculty of Medicine, 036 01 Martin, Slovakia; (E.N.); (N.K.); (M.N.)
| | - Michala Vladarova
- Department of Clinical Microbiology, Clinical Biochemistry Inc., 012 07 Zilina, Slovakia;
| | - Mark Wilcox
- Healthcare Associated Infection Research Group, Leeds Teaching Hospitals NHS Trust & University of Leeds, Leeds LS2 9JT, UK;
| | - Ed Kuijper
- Department of Medical Microbiology, Leiden University Medical Centre, 2300 Leiden, The Netherlands;
| | - Marcela Krutova
- Department of Medical Microbiology, Charles University, 2nd Faculty of Medicine and Motol University Hospital, 150 06 Prague, Czech Republic;
- Correspondence:
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