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Godmer A, Giai Gianetto Q, Le Neindre K, Latapy V, Bastide M, Ehmig M, Lalande V, Veziris N, Aubry A, Barbut F, Eckert C. Contribution of MALDI-TOF mass spectrometry and machine learning including deep learning techniques for the detection of virulence factors of Clostridioides difficile strains. Microb Biotechnol 2024; 17:e14478. [PMID: 38850267 PMCID: PMC11162102 DOI: 10.1111/1751-7915.14478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 04/23/2024] [Accepted: 04/29/2024] [Indexed: 06/10/2024] Open
Abstract
Clostridioides difficile (CD) infections are defined by toxins A (TcdA) and B (TcdB) along with the binary toxin (CDT). The emergence of the 'hypervirulent' (Hv) strain PR 027, along with PR 176 and 181, two decades ago, reshaped CD infection epidemiology in Europe. This study assessed MALDI-TOF mass spectrometry (MALDI-TOF MS) combined with machine learning (ML) and Deep Learning (DL) to identify toxigenic strains (producing TcdA, TcdB with or without CDT) and Hv strains. In total, 201 CD strains were analysed, comprising 151 toxigenic (24 ToxA+B+CDT+, 22 ToxA+B+CDT+ Hv+ and 105 ToxA+B+CDT-) and 50 non-toxigenic (ToxA-B-) strains. The DL-based classifier exhibited a 0.95 negative predictive value for excluding ToxA-B- strains, showcasing accuracy in identifying this strain category. Sensitivity in correctly identifying ToxA+B+CDT- strains ranged from 0.68 to 0.91. Additionally, all classifiers consistently demonstrated high specificity (>0.96) in detecting ToxA+B+CDT+ strains. The classifiers' performances for Hv strain detection were linked to high specificity (≥0.96). This study highlights MALDI-TOF MS enhanced by ML techniques as a rapid and cost-effective tool for identifying CD strain virulence factors. Our results brought a proof-of-concept concerning the ability of MALDI-TOF MS coupled with ML techniques to detect virulence factor and potentially improve the outbreak's management.
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Affiliation(s)
- Alexandre Godmer
- U1135, Centre d'Immunologie et Des Maladies Infectieuses (Cimi‐Paris)Sorbonne UniversitéParisFrance
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
| | - Quentin Giai Gianetto
- Institut PasteurUniversité Paris Cité, Bioinformatics and Biostatistics HUBParisFrance
- Institut PasteurUniversité Paris Cité, Proteomics Platform, Mass Spectrometry for Biology Unit, UAR CNRS 2024ParisFrance
| | - Killian Le Neindre
- AP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), National Reference Laboratory for Clostridioides DifficileParisFrance
| | - Valentine Latapy
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
| | - Mathilda Bastide
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
| | - Muriel Ehmig
- AP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), National Reference Laboratory for Clostridioides DifficileParisFrance
| | - Valérie Lalande
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
- AP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), National Reference Laboratory for Clostridioides DifficileParisFrance
| | - Nicolas Veziris
- U1135, Centre d'Immunologie et Des Maladies Infectieuses (Cimi‐Paris)Sorbonne UniversitéParisFrance
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
| | - Alexandra Aubry
- U1135, Centre d'Immunologie et Des Maladies Infectieuses (Cimi‐Paris)Sorbonne UniversitéParisFrance
- Centre National de Référence Des Mycobactéries et de la Résistance Des Mycobactéries Aux AntituberculeuxAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Hôpital Pitié SalpêtrièreParisFrance
| | - Frédéric Barbut
- AP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), National Reference Laboratory for Clostridioides DifficileParisFrance
- INSERM 1139Université Paris CitéParisFrance
- Paris Center for Microbiome Medicine (PaCeMM) FHUParisFrance
| | - Catherine Eckert
- U1135, Centre d'Immunologie et Des Maladies Infectieuses (Cimi‐Paris)Sorbonne UniversitéParisFrance
- Département de BactériologieAP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), Groupe Hospitalier Universitaire, Sorbonne Université, Hôpital, Saint‐AntoineParisFrance
- AP‐HP, Sorbonne Université (Assistance Publique Hôpitaux de Paris), National Reference Laboratory for Clostridioides DifficileParisFrance
- Paris Center for Microbiome Medicine (PaCeMM) FHUParisFrance
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Magadla A, Mpeta LS, Britton J, Nyokong T. Photodynamic antimicrobial chemotherapy activities of phthalocyanine-antibiotic conjugates against bacterial biofilms and interactions with extracellular polymeric substances. Photodiagnosis Photodyn Ther 2023; 44:103878. [PMID: 37918559 DOI: 10.1016/j.pdpdt.2023.103878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 10/18/2023] [Accepted: 10/31/2023] [Indexed: 11/04/2023]
Abstract
This study sheds light on how to rationally design efficient photodynamic antimicrobial chemotherapy (PACT) agents by covalently linking phthalocyanines (Pcs) as photosensitizers with an antibiotic: Ciprofloxacin (CIP). Pcs used are zinc (II) 3-(4-((3,17,23-tris(4-(Benzo(d)thiazol-2-yl] thiol) phthalocyanine-9-yl) oxy) phenyl) propanoic acid (1) and zinc (II) 3-(4-(3,17,23-tris(3-(4-(triphenylphosphine) butyl) benzo[d]thiazol-3-ium bromide phthalocyanine-9-yl) oxy) phenyl) propanoic acid (2). High singlet oxygen quantum yields are observed in the presence of CIP. Square wave voltammetry was used to analyse the Pc-CIP uptake by bacteria biofilms of Streptococcus pneumoniae (S. pneumonia) and Escherichia coli (E. coli). Electrochemical impedance spectroscopy and scanning electron spectroscopy were used to study the stability of the biofilms in the presence Pc-CIP complexes and when exposed to light. Raman and time of flight-secondary ion mass spectrometry (TOF-SIMS) are used to identify the breakdown of cellular components of the biofilm and penetration of the Pc-CIP into the biofilms, respectively.
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Affiliation(s)
- Aviwe Magadla
- Institute for Nanotechnology Innovation, Rhodes University, Makhanda 6140, South Africa
| | - Lekhetho S Mpeta
- Institute for Nanotechnology Innovation, Rhodes University, Makhanda 6140, South Africa
| | - Jonathan Britton
- Institute for Nanotechnology Innovation, Rhodes University, Makhanda 6140, South Africa
| | - Tebello Nyokong
- Institute for Nanotechnology Innovation, Rhodes University, Makhanda 6140, South Africa.
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Discrimination and Characterization of Escherichia coli Originating from Clinical Cases of Femoral Head Necrosis in Broilers by MALDI-TOF Mass Spectrometry Confirms Great Heterogeneity of Isolates. Microorganisms 2022; 10:microorganisms10071472. [PMID: 35889191 PMCID: PMC9323188 DOI: 10.3390/microorganisms10071472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 07/14/2022] [Accepted: 07/19/2022] [Indexed: 02/01/2023] Open
Abstract
Escherichia coli, a major pathogen in poultry production, is involved in femoral head necrosis (FHN) in broiler birds. So far, the characterization and relationship of isolates in context with this disease are mainly based on phenotypic and genotypic characteristics. Previously, an involvement of diverse E. coli isolates was reported. MALDI-TOF MS has been successfully applied investigating the clonality of different bacteria. Therefore, its application to characterize a well-defined selection of E. coli isolates beyond the species level was tested. The isolates were derived from clinical cases of FHN as well as from healthy birds. Reproducibility studies to perform a standardized protocol were done, and LB agar as well as the usage of fresh bacterial cultures proved most appropriate. No distinct clustering in context with the origin of isolates, association with lesions, serotype, or PFGE profile was found. Most of the isolates belonging to phylogroup B2 revealed a characteristic peak shift at 9716 m/z and could be attributed to the same MALDI-TOF MS cluster. The present study confirmed the previously found pheno- and genotypic heterogeneity of E. coli involved in FHN on the proteomic level. The study also highlights the need for standardized protocols when using MALDI-TOF MS for bacterial typing, especially beyond species level.
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Wang X, Chen C, Yang Y, Wang L, Li M, Zhang P, Deng S, Liang S. Proteome-Based Serotyping of the Food-Borne Pathogens Salmonella Enterica by Label-Free Mass Spectrometry. Molecules 2022; 27:molecules27144334. [PMID: 35889206 PMCID: PMC9321705 DOI: 10.3390/molecules27144334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 06/27/2022] [Accepted: 07/01/2022] [Indexed: 11/16/2022] Open
Abstract
Food-borne diseases caused by Salmonella enterica of 2500 serovars represent a serious public health problem worldwide. A quick identification for the pathogen serovars is critical for controlling food pollution and disease spreading. Here, we applied a mass spectrum-based proteomic profiling for identifying five epidemiologically important Salmonella enterica subsp. enterica serovars (Enteritidis, Typhimurium, London, Rissen and Derby) in China. By label-free analysis, the 53 most variable serovar-related peptides, which were almost all enzymes related to nucleoside phosphate and energy metabolism, were screened as potential peptide biomarkers, and based on which a C5.0 predicted model for Salmonella enterica serotyping with four predictor peptides was generated with the accuracy of 94.12%. In comparison to the classic gene patterns by PFGE analysis, the high-throughput proteomic fingerprints were also effective to determine the genotypic similarity among Salmonella enteric isolates according to each strain of proteome profiling, which is indicative of the potential breakout of food contamination. Generally, the proteomic dissection on Salmonella enteric serovars provides a novel insight and real-time monitoring of food-borne pathogens.
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Affiliation(s)
- Xixi Wang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and National Collaborative Innovation Center for Biotherapy, Chengdu 610041, China;
- Chengdu Center for Disease Control and Prevention, Chengdu 610041, China; (Y.Y.); (L.W.); (M.L.)
| | - Chen Chen
- Regenerative Medicine Research Center, West China Hospital, Sichuan University, Chengdu 610041, China;
| | - Yang Yang
- Chengdu Center for Disease Control and Prevention, Chengdu 610041, China; (Y.Y.); (L.W.); (M.L.)
| | - Lian Wang
- Chengdu Center for Disease Control and Prevention, Chengdu 610041, China; (Y.Y.); (L.W.); (M.L.)
| | - Ming Li
- Chengdu Center for Disease Control and Prevention, Chengdu 610041, China; (Y.Y.); (L.W.); (M.L.)
| | - Peng Zhang
- Department of Urinary Surgery, West China Hospital, West China Medical School, Sichuan University, Chengdu 610041, China; (P.Z.); (S.D.)
| | - Shi Deng
- Department of Urinary Surgery, West China Hospital, West China Medical School, Sichuan University, Chengdu 610041, China; (P.Z.); (S.D.)
| | - Shufang Liang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and National Collaborative Innovation Center for Biotherapy, Chengdu 610041, China;
- Correspondence:
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Zeng Z, Yang J, Gu J, Liu Z, Hu J, Li X, Chen X, Sun Z, Li J. Prevalence and antimicrobial susceptibility of CTX-M-type-producing Escherichia coli from a wildlife zoo in China. Vet Med Sci 2022; 8:1294-1299. [PMID: 35182454 PMCID: PMC9122397 DOI: 10.1002/vms3.773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Background Wildlife zoos provide the opportunity for children and adults to interact with animals, However, it's unknown that the risk of contact with animals, which carried zoonotic pathogens and antimicrobial resistant bacteria. Objectives This study aimed to investigate the prevalence and antimicrobial susceptibility of extended‐spectrum β‐lactamases Escherichia coli (ESBLs‐EC) from a wildlife zoo in China. Methods A total of 93 wildlife faecal samples were collected from a wildlife zoo. Agar dilution method was used to determine the resistant phenotype. Whole genomes sequencing and bioinformatic analysis were employed to evaluate the molecular typing and genetic relationships of ESBLs‐EC. Results A total of 23 CTX‐M‐positive ESBLs‐EC were isolated from swan (n = 14), squirrel monkey (n = 5), black hat hanging monkey (n = 2), gibbon monkey (n = 1) and phoenicopteridae (n = 1) respectively. All ESBLs‐EC strains were resistant to cefotaxime, tetracycline, ciprofloxacin and trimethoprim‐sulfamethoxazole, but susceptible to colistin, tigecycline, meropenem and amikacin. By screening whole genome sequences, ESBLs‐EC strains main carried blaCTX‐M‐55 (34.8%, 8/23) and blaCTX‐M‐14 (26.0%, 6/23), following by blaCTX‐M‐27 (21.7%, 5/23), blaCTX‐M‐15 (13.0%, 3/23) and blaCTX‐M‐121 (4.3%, 1/23). ESBLs‐EC strains mainly belonged to phylogroup A (60.9%, 14/23), and ST48, ST746 and ST616 (3 strains respectively, 13.0%) were major ST types. Core genome‐based single nucleotide polymorphism (SNP) analysis suggested that strains from the swan, over the phylogenetic tree, have a closer genetic relationship with strains from other animals (black hat hanging monkey, gibbon monkey, phoenicopteridae and squirrel monkey). Conclusions CTX‐M type ESBLs‐EC can transmit between animals in wildlife zoos, which may be a risk of spread to animal keepers, veterinarians and visitors when contact with animals. Our study provides that the importance of hygiene measures to minimise the risk of transmission of ESBLs‐EC to visitors in wildlife zoos.
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Affiliation(s)
- Ziyue Zeng
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Jie Yang
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Jinrong Gu
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Zhihong Liu
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Jufang Hu
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | | | - Xiaojun Chen
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Zhiliang Sun
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
| | - Jiyun Li
- College of Veterinary Medicine, Hunan Agricultural University, Changsha, Hunan, China.,Hunan Engineering Technology Research Center of Veterinary Drugs, Hunan Agricultural University, Changsha, Hunan, China
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Persistence of Antibiotic-Resistant Escherichia coli Strains Belonging to the B2 Phylogroup in Municipal Wastewater under Aerobic Conditions. Antibiotics (Basel) 2022; 11:antibiotics11020202. [PMID: 35203805 PMCID: PMC8868233 DOI: 10.3390/antibiotics11020202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Revised: 01/24/2022] [Accepted: 02/02/2022] [Indexed: 02/05/2023] Open
Abstract
Escherichia coli is classified into four major phylogenetic groups (A, B1, B2, and D) that are associated with antibiotic resistance genes. Although antibiotic-resistant E. coli is commonly detected in municipal wastewater, little is known about the relationship between the phylogenetic groups and antibiotic-resistant E. coli in wastewater. In this study, the survival of E. coli in wastewater and the changes to the relationships between each phylogroup and the antibiotic-resistant profiles of E. coli isolates from wastewater were investigated under aerobic conditions for 14 days. The isolates were classified into the phylogroups A, B1, B2, and D or others by multiplex PCR. In addition, the susceptibility of the isolates to 11 antibiotics was assessed with the minimum inhibitory concentration (MIC) assay. While E. coli counts decreased in the wastewater with time under aerobic conditions, the prevalence of phylogroup B2 had increased to 73% on day 14. Furthermore, the MIC assay revealed that the abundance of antibiotic-resistant E. coli also increased on day 14. After batch-mixing the experiments under aerobic conditions, the surviving antibiotic-resistant E. coli included mainly multidrug-resistant and beta-lactamase-producing isolates belonging to phylogroup B2. These results suggest that the phylogroup B2 isolates that have acquired antibiotic resistance had a high survivability in the treated wastewater.
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Lombardo D, Cordovana M, Deidda F, Pane M, Ambretti S. Application of Fourier transform infrared spectroscopy for real-time typing of Acinetobacter baumannii outbreak in intensive care unit. Future Microbiol 2021; 16:1239-1250. [PMID: 34674538 DOI: 10.2217/fmb-2020-0276] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: Acinetobacter baumannii is a pathogen of serious concern, often exhibiting multiple antibiotic resistance, frequently associated with hospital outbreaks in intensive care units. A prompt detection and tracking of these isolates is crucial. Reference methods for typing (pulsed-field gel electrophoresis, whole-genome sequencing) are accurate, but expensive and time-consuming, therefore limited to retrospective analysis. Materials & methods: In this study, the application of the FTIR-based IR Biotyper® (IRBT) to track and monitor in real-time the spread of a multidrug-resistant A. baumannii outbreak was investigated. The index case and the multidrug-resistant A. baumannii isolates collected in the following 3 weeks were investigated. Results: IR Biotyper® clustering results were fully confirmed by pulsed-field gel electrophoresis results. Conclusions: IR Biotyper represent a promising tool for real-time hospital hygiene, enabling a prompt and reliable typing.
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Affiliation(s)
- Donatella Lombardo
- Operative Unit of Microbiology, University Hospital Policlinico Sant'Orsola-Malpighi, Bologna, Italy
| | - Miriam Cordovana
- Operative Unit of Microbiology, University Hospital Policlinico Sant'Orsola-Malpighi, Bologna, Italy
| | | | - Marco Pane
- Probiotical Research s.r.l., Novara, Italy
| | - Simone Ambretti
- Operative Unit of Microbiology, University Hospital Policlinico Sant'Orsola-Malpighi, Bologna, Italy
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Rapid detection by MALDI-TOF MS of isolates from cystic fibrosis patients belonging to the epidemic clones Achromobacter xylosoxidans ST137 or Achromobacter ruhlandii DES. J Clin Microbiol 2021; 59:e0094621. [PMID: 34346714 DOI: 10.1128/jcm.00946-21] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Objective: Achromobacter spp. are increasingly reported among cystic fibrosis patients. Genotyping requires time consuming methods such as Multilocus-Sequence-Typing or Pulsed-Field-Gel-Electrophoresis. Therefore, data on the prevalence of the multiresistant epidemic clones, especially A. xylosoxidans ST137 (AxST137) and the Danish Epidemic Strain A. ruhlandii (DES) are lacking. We recently developed and published a database for Achromobacter species identification by matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF MS, Bruker Daltonics). The aim of this study was to evaluate the ability of the MALDI-TOF MS to distinguish these multiresistant epidemic clones within Achromobacter species. Methods: All the spectra of A.xylosoxidans (n=1571) and A.ruhlandii (n=174) used to build the local database were analysed by ClinProTools™, MALDI Biotyper® PCA, MALDI Biotyper® dendrogram and flexAnalysis™ softwares for biomarker peaks detection. Two-hundred-two isolates (including 48 isolates of AxST137 and 7 of DES) were tested. Results: Specific biomarker peaks were identified: absent peak at m/z 6651 for AxST137 isolates and present peak at m/z 9438 for DES isolates. All tested isolates were well typed by our local database and clustered within distinct groups (ST137 or non-ST137 and DES or non-DES) no matter the MALDI-TOF software or only by simple visual inspection of the spectra by any user. Conclusions: The use of MALDI-TOF MS allowed identifying isolates of A. xylosoxidans belonging to the AxST137 clone which spread in France and Belgium (the Belgian epidemic clone) and of A. ruhlandii belonging to the DES clone. This tool will help implementation of segregation measures to avoid inter-patient transmission of these resistant clones.
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A new MALDI-TOF approach for the quick sequence type identification of Legionella pneumophila. J Microbiol Methods 2021; 188:106292. [PMID: 34303751 DOI: 10.1016/j.mimet.2021.106292] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Revised: 07/20/2021] [Accepted: 07/20/2021] [Indexed: 11/24/2022]
Abstract
BACKGROUND Recently, MALDI-TOF has emerged as a quick tool for bacterial typing. The aim was to evaluate if MALDI-TOF based typing of Legionella pneumophila can achieve the same discriminatory power as that of the Sequence Based Typing (SBT) method. METHODS The Sequence Type (ST) was obtained from the 90 strains included in the training set and an in-house MALDI-TOF library based on the Main Spectra Profile (MSP) was generated for the identification of such ST. Then, our library was validated by three procedures: a) creating a dendrogram, b) searching for specific peaks present exclusively in each MSP entry, and c) analysing a validation set composed of 14 strains with known ST. Fully characterized L. pneumophila ATCC 33152, which belongs to ST 36, was used as a control strain. RESULTS In the training set, 17 strains belonged to ST 1, 1 to ST 20, 63 to ST 22, 1 to ST 146, 6 to ST 578, and 2 to ST 1086. Specific peaks present in each MSPs spectrum, which are considered type-specific biomarkers, ranged from 2 to 11; more concretely, MSP for ST 1 identification shows 2 specific peaks; MSP for ST 20 identification: 9 specific peaks; MSP for ST 22 and ST 36 identification: 11 specific peaks; MSP for ST 146 identification: 5 specific peaks; and MSP for ST 578 and ST 1086 identification: 3 specific peaks. Using the validation set (nine strains belonging to ST 22 and five to ST 1), MALDI-TOF assigned accurately the ST in 30 min per tested strain with a full match. CONCLUSIONS The ST of L. pneumophila can be identified and reported in few minutes directly from colonies grown on BCYE agar using MALDI-TOF.
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López-Ramos I, Hernández M, Rodríguez-Lázaro D, Gutiérrez MP, Zarzosa P, Orduña A, March GA. Quick identification and epidemiological characterization of Francisella tularensis by MALDI-TOF mass spectrometry. J Microbiol Methods 2020; 177:106055. [PMID: 32918935 DOI: 10.1016/j.mimet.2020.106055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 09/07/2020] [Accepted: 09/07/2020] [Indexed: 11/17/2022]
Abstract
INTRODUCTION Currently, Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry (MALDI-TOF MS) is being evaluated for its efficacy as a fast bacterial typing tool due to its great speed compared to other molecular methods. In this study, we evaluated MALDI-TOF as a tool for quick identification and typing of Francisella tularensis. MATERIALS AND METHODS This study encompassed 86 strains from two different geographical origins (Spain and the Czech Republic), which were previously characterised by Pulsed-Field Gel Electrophoresis (PFGE) and Multiple-Locus Variable Number Tandem Repeat Analysis (MLVA). The direct colony method was used for microbial identification. High-quality spectra of the 86 strains were obtained and their main spectra profiles (MSPs) were created for epidemiological typing using MALDI-TOF. Based on the MSPs, principal components were generated and a dendrogram was constructed. An in-house MALDI-TOF library entry was created for each group of PFGE and MLVA strains based on their high-quality spectra. Two dendrograms were obtained using these entries and the unique peaks in each entry were searched. RESULTS All strains were correctly identified to the species level. No clear divisions were found in the 86-strain dendrogram; however, Spanish and Czech strains appeared separately in dendrograms created using MLVA and PFGE entries. Entries from our in-house MALDI-TOF library revealed 2-4 biomarker peaks for the detection of the five PFGE groups and 1-12 biomarker peaks for the detection of the seven MLVA groups. Finally, two and one specific biomarkers were found in the Czech and Spanish strains, respectively. CONCLUSION MALDI-TOF can be used to accurately identify F. tularensis strains in less than 15 min. Moreover, data on geographical origin and PFGE and MLVA groups could be obtained in less than one hour after colony growing.
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Affiliation(s)
- Irene López-Ramos
- Servicio de Análisis Clínicos, Departamento de Microbiología, Complejo Asistencial Universitario de Palencia, Avenida Donantes de Sangre s/n, 34005 Palencia, Spain.
| | - Marta Hernández
- Laboratorio de Biología Molecular y Microbiología, Instituto Tecnológico Agrario de Castilla y León, 47071 Valladolid, Spain; Área de Microbiología, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, 09001 Burgos, Spain
| | - David Rodríguez-Lázaro
- Laboratorio de Biología Molecular y Microbiología, Instituto Tecnológico Agrario de Castilla y León, 47071 Valladolid, Spain; Área de Microbiología, Facultad de Ciencias, Universidad de Burgos, Plaza Misael Bañuelos s/n, 09001 Burgos, Spain
| | - María P Gutiérrez
- Área de Microbiología, Facultad de Medicina, Av. Ramón y Cajal, s/n, 47003 Valladolid, Spain
| | - Pilar Zarzosa
- Área de Microbiología, Facultad de Medicina, Av. Ramón y Cajal, s/n, 47003 Valladolid, Spain
| | - Antonio Orduña
- Área de Microbiología, Facultad de Medicina, Av. Ramón y Cajal, s/n, 47003 Valladolid, Spain; Servicio de Microbiología e Inmunología, Hospital Clínico Universitario de Valladolid, Av. Ramón y Cajal, 3, 47003 Valladolid, Spain
| | - Gabriel A March
- Servicio de Microbiología e Inmunología, Hospital Clínico Universitario de Valladolid, Av. Ramón y Cajal, 3, 47003 Valladolid, Spain
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Kyritsi MA, Kristo I, Hadjichristodoulou C. Serotyping and detection of pathogenecity loci of environmental isolates of Legionella pneumophila using MALDI-TOF MS. Int J Hyg Environ Health 2020; 224:113441. [DOI: 10.1016/j.ijheh.2019.113441] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2019] [Revised: 12/19/2019] [Accepted: 12/20/2019] [Indexed: 02/05/2023]
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Martak D, Valot B, Sauget M, Cholley P, Thouverez M, Bertrand X, Hocquet D. Fourier-Transform InfraRed Spectroscopy Can Quickly Type Gram-Negative Bacilli Responsible for Hospital Outbreaks. Front Microbiol 2019; 10:1440. [PMID: 31293559 PMCID: PMC6606786 DOI: 10.3389/fmicb.2019.01440] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 06/07/2019] [Indexed: 12/19/2022] Open
Abstract
The typing of epidemic bacterial pathogens in hospitals relies on DNA-based, expensive, and time-consuming techniques, that are often limited to retrospective studies. However, the quick identification of epidemic pathogens in the routine of the microbiology laboratories would expedite infection control procedures that limit the contamination of new patients. IR Biotyper (Bruker Daltonics GmbH) is a new typing machine based on Fourier-transform infrared (FTIR) spectroscopy which generates spectra, aiming at typing the micro-organisms within 3 h. This technique discriminates the isolates by exploring the differences of the surface cell polysaccharides. In this work, we evaluated the ability of the FTIR spectroscopy to recognize Gram-negative bacilli clones responsible for hospital outbreaks. Isolates of Pseudomonas aeruginosa (n = 100), Klebsiella pneumoniae (n = 16), Enterobacter cloacae (n = 23), and Acinetobacter baumannii (n = 20) were typed by the reference methods Multi-Locus Sequence Typing (defining sequence types – STs) along with or without pulsed field gel electrophoresis (PFGE) (defining pulsotypes), and by FTIR spectroscopy. The congruence of FTIR spectroscopy clustering was compared to those of MLST and PFGE by Adjusted Rand index and Adjusted Wallace coefficient. We found that FTIR spectroscopy accurately clustered P. aeruginosa, K. pneumoniae, and E. cloacae isolates belonging to the same ST. The performance of the FTIR spectroscopy was slightly lower for A. baumannii. Furthermore, FTIR spectroscopy also correctly clustered P. aeruginosa isolates having a similar pulsotype. Overall, the IR Biotyper can quickly (in less than 3 h) detect the spread of clones of P. aeruginosa, K. pneumoniae, E. cloacae, and A. baumannii. The use of this technique by clinical microbiology laboratories may help to tackle the spread of epidemic clones by the quick implementation of infection control measures.
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Affiliation(s)
- Daniel Martak
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France
| | - Benoît Valot
- UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France
| | - Marlène Sauget
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France.,Centre de Ressources Biologiques - Filière Microbiologique de Besançon, Centre Hospitalier Régional Universitaire, Besançon, France
| | - Pascal Cholley
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France
| | - Michelle Thouverez
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France
| | - Xavier Bertrand
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France
| | - Didier Hocquet
- Laboratoire d'Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France.,UMR 6249, Laboratoire Chrono-Environnement, Centre National de la Recherche Scientifique-Université de Franche-Comté, Besançon, France.,Centre de Ressources Biologiques - Filière Microbiologique de Besançon, Centre Hospitalier Régional Universitaire, Besançon, France
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13
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Typing and Species Identification of Clinical Klebsiella Isolates by Fourier Transform Infrared Spectroscopy and Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry. J Clin Microbiol 2018; 56:JCM.00843-18. [PMID: 30135233 DOI: 10.1128/jcm.00843-18] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 08/19/2018] [Indexed: 12/18/2022] Open
Abstract
Klebsiella pneumoniae and related species are frequent causes of nosocomial infections and outbreaks. Therefore, quick and reliable strain typing is crucial for the detection of transmission routes in the hospital. The aim of this study was to evaluate Fourier transform infrared spectroscopy (FTIR) and matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) as rapid methods for typing clinical Klebsiella isolates in comparison to whole-genome sequencing (WGS), which was considered the gold standard for typing and identification. Here, 68 clinical Klebsiella strains were analyzed by WGS, FTIR, and MALDI-TOF MS. FTIR showed high discriminatory power in comparison to the WGS reference, whereas MALDI-TOF MS exhibited a low ability to type the isolates. MALDI-TOF mass spectra were further analyzed for peaks that showed high specificity for different Klebsiella species. Phylogenetic analysis revealed that the Klebsiella isolates comprised three different species: K. pneumoniae, K. variicola, and K. quasipneumoniae Genome analysis showed that MALDI-TOF MS can be used to distinguish K. pneumoniae from K. variicola due to shifts of certain mass peaks. The peaks were tentatively identified as three ribosomal proteins (S15p, L28p, L31p) and one stress response protein (YjbJ), which exhibit amino acid differences between the two species. Overall, FTIR has high discriminatory power to recognize the clonal relationship of isolates, thus representing a valuable tool for rapid outbreak analysis and for the detection of transmission events due to fast turnaround times and low costs per sample. Furthermore, specific amino acid substitutions allow the discrimination of K. pneumoniae and K. variicola by MALDI-TOF MS.
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14
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Identification and Characterization of Clostridium difficile Sequence Type 37 Genotype by Matrix-Assisted Laser Desorption Ionization -Time of Flight Mass Spectrometry. J Clin Microbiol 2018; 56:JCM.01990-17. [PMID: 29467194 DOI: 10.1128/jcm.01990-17] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2017] [Accepted: 02/15/2018] [Indexed: 01/05/2023] Open
Abstract
Clostridium difficile multilocus sequence type 37 (ST37), which mainly corresponds to ribotype 017, has been a dominant genotype circulating in China. In this study, we report the use of matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) to analyze and characterize 204 C. difficile clinical isolates, including 49 ST37 and 155 non-ST37 isolates collected in China and other countries. The distributions of two major protein peaks (m/z 3,242 and 3,286) were significantly different between ST37 and non-ST37 prototype strains and clinical isolates. This difference was reproducible when analysis was performed on different colonies in different runs. This finding was repeated and confirmed by both bioMérieux Vitek MS and Bruker Microflex LT systems on isolates recovered from a variety of geographic regions worldwide. The combination of the two peaks was present in 47 of 49 ST37 isolates, resulting in a sensitivity of 95.9%. In contrast, the peak combination was absent in 153 of 155 non-ST37 isolates, resulting in a specificity of 98.7%. Our results suggest that MALDI-TOF MS is a rapid and reliable tool to identify C. difficile genotype ST37. Work is in progress to characterize the two molecules having peaks at m/z 3,242 and 3,286, which appear to be specific to C. difficile genotype ST37.
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Kostrzewa M. Application of the MALDI Biotyper to clinical microbiology: progress and potential. Expert Rev Proteomics 2018; 15:193-202. [DOI: 10.1080/14789450.2018.1438193] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Markus Kostrzewa
- Microbiology and Diagnostics, Bruker Daltonik GmbH, Bremen, Germany
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16
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Sauget M, Valot B, Bertrand X, Hocquet D. Can MALDI-TOF Mass Spectrometry Reasonably Type Bacteria? Trends Microbiol 2017; 25:447-455. [PMID: 28094091 DOI: 10.1016/j.tim.2016.12.006] [Citation(s) in RCA: 123] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Revised: 11/29/2016] [Accepted: 12/13/2016] [Indexed: 10/20/2022]
Abstract
Bacterial typing is crucial to tackle the spread of bacterial pathogens but current methods are time-consuming and costly. Matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) has been recently integrated into the microbiology laboratory workflow for a quick and low-cost microbial species identification. Independent research groups have successfully redirected the original function of this technology from their primary purpose to discriminate subgroups within pathogen species. However, identical bacterial subgroups could be identified by unrelated peaks by independent methods, thus limiting their robustness and exportability. We propose several guidelines that could improve the performance of MALDI-TOF MS-based typing methods for use as a first-line epidemiological tool.
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Affiliation(s)
- Marlène Sauget
- Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France; Centre de Ressources Biologiques - Filière Microbiologie de Besançon, Centre Hospitalier Régional Universitaire, Besançon, France; UMR CNRS 6249 Chrono-environnement, Université de Bourgogne Franche-Comté, Besançon, France.
| | - Benoît Valot
- UMR CNRS 6249 Chrono-environnement, Université de Bourgogne Franche-Comté, Besançon, France
| | - Xavier Bertrand
- Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France; Centre de Ressources Biologiques - Filière Microbiologie de Besançon, Centre Hospitalier Régional Universitaire, Besançon, France; UMR CNRS 6249 Chrono-environnement, Université de Bourgogne Franche-Comté, Besançon, France
| | - Didier Hocquet
- Hygiène Hospitalière, Centre Hospitalier Régional Universitaire, Besançon, France; Centre de Ressources Biologiques - Filière Microbiologie de Besançon, Centre Hospitalier Régional Universitaire, Besançon, France; UMR CNRS 6249 Chrono-environnement, Université de Bourgogne Franche-Comté, Besançon, France
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17
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Rodrigues C, Novais Â, Sousa C, Ramos H, Coque TM, Cantón R, Lopes JA, Peixe L. Elucidating constraints for differentiation of major human Klebsiella pneumoniae clones using MALDI-TOF MS. Eur J Clin Microbiol Infect Dis 2016; 36:379-386. [PMID: 27812805 DOI: 10.1007/s10096-016-2812-8] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Accepted: 10/10/2016] [Indexed: 11/29/2022]
Abstract
The establishment of matrix-assisted laser desorption time-of-flight mass spectrometry (MALDI-TOF MS) in routine microbial identification boosted many developments towards high-throughput applications, including bacterial typing. However, results are still controversial for different bacterial species. We aim to evaluate the suitability of MALDI-TOF MS for typing clinically relevant multidrug resistant (MDR) Klebsiella pneumoniae subsp. pneumoniae clones using routine conditions and a previously validated chemometric analysis workflow. Mass spectra of 83 K. pneumoniae clinical isolates representing major human MDR clones [11 sequence types (STs), 22 PFGE-types] recovered in Portugal and Spain during outbreaks and non-outbreak situations (2003-2012) were obtained from cell extracts (CE) and intact cells (IC), and analysed with different chemometric tools. We observed a highly consistent peak pattern among isolates from different clones either with CE or IC, suggesting a high degree of conservation of biomolecules analysed (a large part corresponding to ribosomal proteins). Moreover, the low degree of agreement between MALDI-TOF MS and other methods (from 34.9 % to 43.4 % of correct assignments for CE and from 40.8 % to 70.1 % for IC) corroborates the low discriminatory potential of the technique at infraspecies level. Our results suggest a low discriminatory power of MALDI-TOF MS for clinically relevant MDR K. pneumoniae clones and highlight the need of developing tools for high-resolution typing in this species.
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Affiliation(s)
- C Rodrigues
- UCIBIO-REQUIMTE, Laboratório de Microbiologia, Faculdade de Farmácia, Universidade do Porto, Rua Jorge de Viterbo Ferreira, n. 228, 4050-313, Porto, Portugal
| | - Â Novais
- UCIBIO-REQUIMTE, Laboratório de Microbiologia, Faculdade de Farmácia, Universidade do Porto, Rua Jorge de Viterbo Ferreira, n. 228, 4050-313, Porto, Portugal
| | - C Sousa
- LAQV-REQUIMTE, Departamento de Ciências Químicas, Faculdade de Farmácia, Universidade do Porto, Porto, Portugal
| | - H Ramos
- Serviço de Microbiologia, Centro Hospitalar do Porto, Porto, Portugal
| | - T M Coque
- Servicio de Microbiologia, Hospital Universitario Ramón y Cajal and Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain.,CIBER Epidemiología y Salud Pública, Madrid, Spain
| | - R Cantón
- Servicio de Microbiologia, Hospital Universitario Ramón y Cajal and Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Madrid, Spain.,Red Española de Investigación en Patología Infecciosa (REIPI), Madrid, Spain
| | - J A Lopes
- Research Institute for Medicines (iMed.ULisboa), Faculdade de Farmácia, Universidade de Lisboa, Lisboa, Portugal
| | - L Peixe
- UCIBIO-REQUIMTE, Laboratório de Microbiologia, Faculdade de Farmácia, Universidade do Porto, Rua Jorge de Viterbo Ferreira, n. 228, 4050-313, Porto, Portugal.
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18
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Sanguinetti M, Posteraro B. Mass spectrometry applications in microbiology beyond microbe identification: progress and potential. Expert Rev Proteomics 2016; 13:965-977. [DOI: 10.1080/14789450.2016.1231578] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
| | - Brunella Posteraro
- Institute of Public Health (Section of Hygiene), Università Cattolica del Sacro Cuore, Rome, Italy
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19
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mcr-1 is borne by highly diverse Escherichia coli isolates since 2004 in food-producing animals in Europe. Clin Microbiol Infect 2016; 23:51.e1-51.e4. [PMID: 27615718 DOI: 10.1016/j.cmi.2016.08.033] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2016] [Revised: 08/30/2016] [Accepted: 08/31/2016] [Indexed: 11/21/2022]
Abstract
OBJECTIVES In November 2015, a plasmid-mediated colistin resistance, MCR-1, was described in animals, food and humans in China, and it was considered as a potential emerging threat to public health. Therefore, we screened for the mcr-1 gene a European collection of colistin-resistant Escherichia coli (n=218) and Salmonella spp. (n=74) isolated from diseased food-producing animals between 2004 and 2014 and characterized the mcr-1-positive clones. METHODS Screening for mcr-1 gene was performed by PCR on isolates for which inhibition diameter was <15 mm around a 50 μg disk of colistin. Positive E. coli isolates were then characterized by phylogrouping, multilocus sequence typing and pulsed-field gel electrophoresis typing. Antibiotic susceptibility was determined by disk diffusion testing or by broth microdilution. RESULTS Among the collection, 42 E. coli and three Salmonella spp. were positive for mcr-1, with continuous detection since 2004 mainly from bovine and swine digestive infections. Most of the mcr-1-positive strains were resistant to amoxicillin and cotrimoxazole but remained susceptible to cephalosporins, carbapenems and piperacillin/tazobactam. All but one isolate were resistant to colistin, with a minimum inhibitory concentration of >2 mg/L. Most of the mcr-1-positive E. coli belonged to the phylogroup A with two prevalent clonal complexes, CC10 and CC165, in which sequence type 10 and sequence type 100 were overrepresented and pulsed-field gel electrophoresis typing revealed a high diversity of pulsotypes. CONCLUSIONS MCR-1 was detected yearly in European food-producing animal since 2004 with a high diversity of pulsotypes supporting the dissemination of mcr-1 via plasmids.
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20
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Calvano CD, Picca RA, Bonerba E, Tantillo G, Cioffi N, Palmisano F. MALDI-TOF mass spectrometry analysis of proteins and lipids in Escherichia coli exposed to copper ions and nanoparticles. JOURNAL OF MASS SPECTROMETRY : JMS 2016; 51:828-840. [PMID: 27476478 DOI: 10.1002/jms.3823] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2016] [Revised: 07/16/2016] [Accepted: 07/25/2016] [Indexed: 06/06/2023]
Abstract
Escherichia coli (E. coli) is one of the most important foodborne pathogens to the food industry responsible for diseases as bloody diarrhea, hemorrhagic colitis and life-threatening hemolytic-uremic syndrome. For controlling and eliminating E. coli, metal nano-antimicrobials (NAMs) are frequently used as bioactive systems for applications in food treatments. Most NAMs provide controlled release of metal ions, eventually slowing down or completely inhibiting the growth of undesired microorganisms. Nonetheless, their antimicrobial action is not totally unraveled and is strongly dependent on metal properties and environmental conditions. In this work, we propose the use of matrix-assisted laser desorption ionization time-of-flight (MALDI TOF) mass spectrometry as a powerful tool for direct, time efficient, plausible identification of the cell membrane damage in bacterial strains exposed to copper-based antimicrobial agents, such as soluble salts (chosen as simplified AM material) and copper nanoparticles. E. coli ATCC 25922 strain was selected as 'training bacterium' to set up some critical experimental parameters (i.e. cell concentration, selection of the MALDI matrix, optimal solvent composition, sample preparation method) for the MS analyses. The resulting procedure was then used to attain both protein and lipid fingerprints from E. coli after exposure to different loadings of Cu salts and NPs. Interestingly, bacteria exposed to copper showed over-expression of copper binding proteins and degradation of lipids when treated with soluble salt. These findings were completed with other investigations, such as microbiological experiments. Copyright © 2016 John Wiley & Sons, Ltd.
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Affiliation(s)
- C D Calvano
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
- Centro di Ricerca Interdipartimentale S.M.A.R.T., Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
| | - R A Picca
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
| | - E Bonerba
- Dipartimento di Medicina Veterinaria, Università degli Studi di Bari, Strada provinciale per Casamassima Km 3, 70100, Valenzano (BA), Italy
| | - G Tantillo
- Dipartimento di Medicina Veterinaria, Università degli Studi di Bari, Strada provinciale per Casamassima Km 3, 70100, Valenzano (BA), Italy
| | - N Cioffi
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
- Centro di Ricerca Interdipartimentale S.M.A.R.T., Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
| | - F Palmisano
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
- Centro di Ricerca Interdipartimentale S.M.A.R.T., Università degli Studi di Bari Aldo Moro, Campus Universitario, Via E. Orabona 4, Bari, 70126, Italy
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Matrix-assisted laser desorption ionization-time of flight Mass spectrometry can detect Staphylococcus aureus clonal complex 398. J Microbiol Methods 2016; 127:20-23. [DOI: 10.1016/j.mimet.2016.05.010] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Revised: 05/13/2016] [Accepted: 05/14/2016] [Indexed: 01/21/2023]
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22
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Comparison of MALDI-TOF MS and AFLP for strain typing of ESBL-producing Escherichia coli. Eur J Clin Microbiol Infect Dis 2016; 35:829-38. [DOI: 10.1007/s10096-016-2604-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Accepted: 02/02/2016] [Indexed: 02/07/2023]
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23
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Cheng K, Chui H, Domish L, Hernandez D, Wang G. Recent development of mass spectrometry and proteomics applications in identification and typing of bacteria. Proteomics Clin Appl 2016; 10:346-57. [PMID: 26751976 PMCID: PMC5067657 DOI: 10.1002/prca.201500086] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Revised: 12/11/2015] [Accepted: 01/04/2016] [Indexed: 11/29/2022]
Abstract
Identification and typing of bacteria occupy a large fraction of time and work in clinical microbiology laboratories. With the certification of some MS platforms in recent years, more applications and tests of MS‐based diagnosis methods for bacteria identification and typing have been created, not only on well‐accepted MALDI‐TOF‐MS‐based fingerprint matches, but also on solving the insufficiencies of MALDI‐TOF‐MS‐based platforms and advancing the technology to areas such as targeted MS identification and typing of bacteria, bacterial toxin identification, antibiotics susceptibility/resistance tests, and MS‐based diagnostic method development on unique bacteria such as Clostridium and Mycobacteria. This review summarizes the recent development in MS platforms and applications in bacteria identification and typing of common pathogenic bacteria.
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Affiliation(s)
- Keding Cheng
- National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada.,Department of Human Anatomy and Cell Sciences, Faculty of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Huixia Chui
- Henan Centre of Disease Control and Prevention, Henan Province, P. R. China
| | - Larissa Domish
- National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Drexler Hernandez
- National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Gehua Wang
- National Microbiology Laboratory, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
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Matsumura Y, Yamamoto M, Nagao M, Tanaka M, Takakura S, Ichiyama S. Detection of Escherichia coli sequence type 131 clonal group among extended-spectrum β-lactamase-producing E. coli using VITEK MS Plus matrix-assisted laser desorption ionization-time of flight mass spectrometry. J Microbiol Methods 2015; 119:7-9. [PMID: 26415529 DOI: 10.1016/j.mimet.2015.09.016] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2015] [Revised: 09/25/2015] [Accepted: 09/25/2015] [Indexed: 10/23/2022]
Abstract
We investigated the performance of the VITEK MS Plus system for the detection of Escherichia coli sequence type 131 (ST131) among extended-spectrum β-lactamase-producing E. coli isolates. The SARAMIS software could discriminate the 67 ST131 isolates from 82 non-ST131 isolates with a sensitivity of 86.6% and a specificity of 95.1%.
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Affiliation(s)
- Yasufumi Matsumura
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
| | - Masaki Yamamoto
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
| | - Miki Nagao
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
| | - Michio Tanaka
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
| | - Shunji Takakura
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
| | - Satoshi Ichiyama
- Department of Clinical Laboratory Medicine, Kyoto University Graduate School of Medicine, 54 Shogoin-kawaharacho, Sakyo-ku, Kyoto 606-8507, Japan.
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25
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Lafolie J, Sauget M, Cabrolier N, Hocquet D, Bertrand X. Detection of Escherichia coli sequence type 131 by matrix-assisted laser desorption ionization time-of-flight mass spectrometry: implications for infection control policies? J Hosp Infect 2015; 90:208-12. [PMID: 25799482 DOI: 10.1016/j.jhin.2014.12.022] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2014] [Accepted: 12/16/2014] [Indexed: 11/30/2022]
Abstract
BACKGROUND Sequence type 131 (ST131) is a predominant lineage among extraintestinal pathogenic Escherichia coli. It plays a major role in the worldwide dissemination of extended-spectrum β-lactamase (ESBL)-producing E. coli. The ST131 pandemic is mainly the result of clonal expansion of the single well-adapted subclone H30-Rx, which is acquired in hospitals more frequently than other ESBL-producing E. coli clones. AIM To develop a rapid method using matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) to identify ST131 for infection control purposes. METHODS Peak biomarkers of ST131 were identified from the mass spectrum profiles of 109 E. coli isolates (including 50 ST131 isolates). FINDINGS The models accurately identified ST131 isolates from mass spectrum profiles obtained with and without protein extraction. CONCLUSIONS The rapid identification of ST131 isolates with MALDI-TOF MS can be easily implemented in the laboratory, and could help to target infection control measures in patients carrying multi-drug-resistant E. coli that are more likely to spread.
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Affiliation(s)
- J Lafolie
- CHU Besançon, Service d'Hygiène Hospitalière, Boulevard Fleming, Besançon, 25030 France
| | - M Sauget
- CHU Besançon, Service d'Hygiène Hospitalière, Boulevard Fleming, Besançon, 25030 France
| | - N Cabrolier
- CHU Besançon, Service d'Hygiène Hospitalière, Boulevard Fleming, Besançon, 25030 France
| | - D Hocquet
- CHU Besançon, Service d'Hygiène Hospitalière, Boulevard Fleming, Besançon, 25030 France
| | - X Bertrand
- CHU Besançon, Service d'Hygiène Hospitalière, Boulevard Fleming, Besançon, 25030 France.
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27
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Matrix-assisted laser desorption ionization-time of flight mass spectrometry identifies Pseudomonas aeruginosa high-risk clones. J Clin Microbiol 2015; 53:1395-8. [PMID: 25653397 DOI: 10.1128/jcm.00210-15] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
We show here that matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) accurately and quickly identified the five high-risk clones of Pseudomonas aeruginosa sequence type 111 (ST111), ST175, ST235, ST253, and ST395. The use of this screening technique by clinical microbiology laboratories may tackle the spread of high-risk clones by the quick implementation of hygiene control procedures for relevant patients.
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