1
|
Mappa C, Pible O, Armengaud J, Alpha-Bazin B. Assessing the ratio of Bacillus spores and vegetative cells by shotgun proteomics. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:25107-25115. [PMID: 30302730 DOI: 10.1007/s11356-018-3341-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Accepted: 09/26/2018] [Indexed: 06/08/2023]
Abstract
Mass spectrometry for rapid identification of microorganisms is expanding over the last years because this approach is quick. This methodology provides a decisive interest to fight against bioterrorism as it is applicable whatever the pathogen to be considered and often allows subtyping which may be crucial for confirming a massive and widespread attack with biological agents. Here, we present a methodology based on next-generation proteomics and tandem mass spectrometry for discovering numerous protein biomarkers allowing the discrimination of spores and vegetative cells of Bacillus atrophaeus, a biowarfare simulant. We propose a global quantitative evaluation of the two groups of discriminant biomarkers based on their aggregated normalized spectral abundance factors.
Collapse
Affiliation(s)
- Charlotte Mappa
- Laboratoire Innovations technologiques pour la Détection et le Diagnostic (Li2D), Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, 30207, Bagnols sur Cèze, France
| | - Olivier Pible
- Laboratoire Innovations technologiques pour la Détection et le Diagnostic (Li2D), Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, 30207, Bagnols sur Cèze, France
| | - Jean Armengaud
- Laboratoire Innovations technologiques pour la Détection et le Diagnostic (Li2D), Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, 30207, Bagnols sur Cèze, France.
| | - Béatrice Alpha-Bazin
- Laboratoire Innovations technologiques pour la Détection et le Diagnostic (Li2D), Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, 30207, Bagnols sur Cèze, France
| |
Collapse
|
2
|
Improved Discrimination of Bacillus anthracis from Closely Related Species in the Bacillus cereus Sensu Lato Group Based on Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry. J Clin Microbiol 2018. [PMID: 29514939 DOI: 10.1128/jcm.01900-17] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Discrimination of highly pathogenic bacteria, such as Bacillus anthracis, from closely related species based on molecular biological methods is challenging. We applied matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) to a collection of B. anthracis strains and close relatives in order to significantly improve the statistical confidence of identification results for this group of bacteria. Protein mass spectra of 189 verified and diverse Bacillus strains of the Bacillus cereus sensu lato group were generated using MALDI-TOF MS and subsequently analyzed with supervised and unsupervised statistical methods, such as shrinkage discriminant analysis (SDA) and principal-component analysis (PCA). We aimed at identifying specific biomarkers in the protein spectra of B. anthracis not present in closely related Bacillus species. We could identify 7, 10, 18, and 14 B. anthracis-specific biomarker candidates that were absent in B. cereus, B. mycoides, B. thuringiensis, and B. weihenstephanensis strains, respectively. Main spectra (MSP) of a defined collection of Bacillus strains were compiled using the Bruker Biotyper software and added to an in-house reference library. Reevaluation of this library with 15 hitherto untested strains of B. anthracis and B. cereus yielded improved score values. The B. anthracis strains were identified with score values between 2.33 and 2.55 using the in-house database, while the same strains were identified with scores between 1.94 and 2.37 using the commercial database, and no false-positive identifications occurred using the in-house database.
Collapse
|
3
|
Brauge T, Faille C, Inglebert G, Dubois T, Morieux P, Slomianny C, Midelet-Bourdin G. Comparative evaluation of DNA extraction methods for amplification by qPCR of superficial vs intracellular DNA from Bacillus spores. Int J Food Microbiol 2018; 266:289-294. [DOI: 10.1016/j.ijfoodmicro.2017.12.012] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2017] [Revised: 12/13/2017] [Accepted: 12/14/2017] [Indexed: 11/25/2022]
|
4
|
Shu LJ, Yang YL. Bacillus Classification Based on Matrix-Assisted Laser Desorption Ionization Time-of-Flight Mass Spectrometry-Effects of Culture Conditions. Sci Rep 2017; 7:15546. [PMID: 29138467 PMCID: PMC5686160 DOI: 10.1038/s41598-017-15808-5] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2017] [Accepted: 11/02/2017] [Indexed: 12/15/2022] Open
Abstract
Matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) is a reliable and rapid technique applied widely in the identification and classification of microbes. MALDI-TOF MS has been used to identify many endospore-forming Bacillus species; however, endospores affect the identification accuracy when using MALDI-TOF MS because they change the protein composition of samples. Since culture conditions directly influence endospore formation and Bacillus growth, in this study we clarified how culture conditions influence the classification of Bacillus species by using MALDI-TOF MS. We analyzed members of the Bacillus subtilis group and Bacillus cereus group using different incubation periods, temperatures and media. Incubation period was found to affect mass spectra due to endospores which were observed mixing with vegetative cells after 24 hours. Culture temperature also resulted in different mass spectra profiles depending on the temperature best suited growth and sporulation. Conversely, the four common media for Bacillus incubation, Luria-Bertani agar, nutrient agar, plate count agar and brain-heart infusion agar did not result in any significant differences in mass spectra profiles. Profiles in the range m/z 1000-3000 were found to provide additional data to the standard ribosomal peptide/protein region m/z 3000-15000 profiles to enable easier differentiation of some highly similar species and the identification of new strains under fresh culture conditions. In summary, control of culture conditions is vital for Bacillus identification and classification by MALDI-TOF MS.
Collapse
Affiliation(s)
- Lin-Jie Shu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, 11529, Taiwan
| | - Yu-Liang Yang
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, 11529, Taiwan.
| |
Collapse
|
5
|
Matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) mass spectrometry (MS) for the identification of highly pathogenic bacteria. Trends Analyt Chem 2016. [DOI: 10.1016/j.trac.2016.04.013] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
|
6
|
Avila CC, Almeida FG, Palmisano G. Direct identification of trypanosomatids by matrix-assisted laser desorption ionization-time of flight mass spectrometry (DIT MALDI-TOF MS). JOURNAL OF MASS SPECTROMETRY : JMS 2016; 51:549-557. [PMID: 27659938 DOI: 10.1002/jms.3763] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2015] [Revised: 02/21/2016] [Accepted: 03/07/2016] [Indexed: 06/06/2023]
Abstract
Accurate and rapid determination of trypanosomatids is essential in epidemiological surveillance and therapeutic studies. Matrix-assisted laser desorption ionization/time of flight mass spectrometry (MALDI-TOF MS) has been shown to be a useful and powerful technique to identify bacteria, fungi, metazoa and human intact cells with applications in clinical settings. Here, we developed and optimized a MALDI-TOF MS method to profile trypanosomatids. trypanosomatid cells were deposited on a MALDI target plate followed by addition of matrix solution. The plate was then subjected to MALDI-TOF MS measurement to create reference mass spectra library and unknown samples were identified by pattern matching using the BioTyper software tool. Several m/z peaks reproducibly and uniquely identified trypanosomatids species showing the potentials of direct identification of trypanosomatids by MALDI-TOF MS. Moreover, this method discriminated different life stages of Trypanosoma cruzi, epimastigote and bloodstream trypomastigote and Trypanosoma brucei, procyclic and bloodstream. T. cruzi Discrete Typing Units (DTUs) were also discriminated in three clades. However, it was not possible to achieve enough resolution and software-assisted identification at the strain level. Overall, this study shows the importance of MALDI-TOF MS for the direct identification of trypanosomatids and opens new avenues for mass spectrometry-based detection of parasites in biofluids. Copyright © 2016 John Wiley & Sons, Ltd.
Collapse
Affiliation(s)
- C C Avila
- GlycoProteomics Laboratory, Department of Parasitology, Institute of Biomedical Sciences, University of Sao Paulo, Brazil
| | - F G Almeida
- Institute of Biomedical Sciences, University of Sao Paulo, Brazil
| | - G Palmisano
- GlycoProteomics Laboratory, Department of Parasitology, Institute of Biomedical Sciences, University of Sao Paulo, Brazil
| |
Collapse
|
7
|
Fiedoruk K, Daniluk T, Fiodor A, Drewicka E, Buczynska K, Leszczynska K, Bideshi DK, Swiecicka I. MALDI-TOF MS portrait of emetic and non-emetic Bacillus cereus group members. Electrophoresis 2016; 37:2235-47. [PMID: 27196540 DOI: 10.1002/elps.201500308] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2015] [Revised: 04/25/2016] [Accepted: 05/09/2016] [Indexed: 11/09/2022]
Abstract
The number of foodborne intoxications caused by emetic Bacillus cereus isolates has increased significantly. As such, rapid and reliable methods to identify emetic strains appear to be clinically relevant. In this study, intact cell matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) was used to differentiate emetic and non-emetic bacilli. The phyloproteomic clustering of 34 B. cereus emetic and 88 non-emetic isolates classified as B. cereus, Bacillus thuringiensis, Bacillus weihenstephanensis, and Bacillus mycoides, showed (i) a clear separation of both groups at a similarity level of 43%, and (ii) a high relatedness among the emetic isolates (similarity of 78%). Specifically, 83 mass peak classes were recognized in the spectral window range between m/z 4000 and 12 000 that were tentatively assigned to 41 protein variants based on a bioinformatic approach. Mass variation between the emetic and the non-emetic subsets was recorded for 27 of them, including ten ribosomal subunit proteins, for which inter-strain polymorphism was confirmed by gene sequencing. Additional peaks were assigned to other proteins such as small acid soluble proteins, cold shock proteins and hypothetical proteins, e.g., carbohydrate kinase. Moreover, the results were supported by in silico analysis of the biomarkers in 259 members of B. cereus group, including Bacillus anthracis, based on their whole-genome sequences. In conclusion, the proteomic profiling by MALDI-TOF MS is a promising and rapid method for pre-screening B. cereus to identify medically relevant isolates and for epidemiologic purposes.
Collapse
Affiliation(s)
- Krzysztof Fiedoruk
- Department of Microbiology, Medical University of Bialystok, Bialystok, Poland
| | - Tamara Daniluk
- Department of Microbiology, Medical University of Bialystok, Bialystok, Poland
| | - Angelika Fiodor
- Department of Microbiology, University of Bialystok, Bialystok, Poland
| | - Ewa Drewicka
- Department of Microbiology, University of Bialystok, Bialystok, Poland
| | | | | | - Dennis Ken Bideshi
- Department of Natural and Mathematical Science, California Baptist University, Riverside, USA.,Department of Entomology, University of California, Riverside, USA
| | - Izabela Swiecicka
- Department of Microbiology, University of Bialystok, Bialystok, Poland.,Laboratory of Applied Microbiology, University of Bialystok, Bialystok, Poland
| |
Collapse
|
8
|
Lo CI, Fall B, Sambe-Ba B, Diawara S, Gueye MW, Mediannikov O, Sokhna C, Faye N, Diemé Y, Wade B, Raoult D, Fenollar F. MALDI-TOF Mass Spectrometry: A Powerful Tool for Clinical Microbiology at Hôpital Principal de Dakar, Senegal (West Africa). PLoS One 2015; 10:e0145889. [PMID: 26716681 PMCID: PMC4696746 DOI: 10.1371/journal.pone.0145889] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2015] [Accepted: 12/09/2015] [Indexed: 12/26/2022] Open
Abstract
Our team in Europe has developed the routine clinical laboratory identification of microorganisms by matrix-assisted laser desorption ionization time-of-flight (MALDI-TOF) mass spectrometry (MS). To evaluate the utility of MALDI-TOF MS in tropical Africa in collaboration with local teams, we installed an apparatus in the Hôpital Principal de Dakar (Senegal), performed routine identification of isolates, and confirmed or completed their identification in France. In the case of discordance or a lack of identification, molecular biology was performed. Overall, 153/191 (80.1%) and 174/191 (91.1%) isolates yielded an accurate and concordant identification for the species and genus, respectively, with the 2 different MALDI-TOF MSs in Dakar and Marseille. The 10 most common bacteria, representing 94.2% of all bacteria routinely identified in the laboratory in Dakar (Escherichia coli, Klebsiella pneumoniae, Streptococcus agalactiae, Acinetobacter baumannii, Pseudomonas aeruginosa, Staphylococcus aureus, Staphylococcus haemolyticus, Enterobacter cloacae, Enterococcus faecalis, and Staphylococcus epidermidis) were accurately identified with the MALDI-TOF MS in Dakar. The most frequent misidentification in Dakar was at the species level for Achromobacter xylosoxidans, which was inaccurately identified as Achromobacter denitrificans, and the bacteria absent from the database, such as Exiguobacterium aurientacum or Kytococcus schroeteri, could not be identified. A few difficulties were observed with MALDI-TOF MS for Bacillus sp. or oral streptococci. 16S rRNA sequencing identified a novel bacterium, “Necropsobacter massiliensis.” The robust identification of microorganisms by MALDI-TOF MS in Dakar and Marseille demonstrates that MALDI-TOF MS can be used as a first-line tool in clinical microbiology laboratories in tropical countries.
Collapse
Affiliation(s)
- Cheikh I. Lo
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UM63, CNRS7278, IRD198, InsermU1095, Institut Hospitalo-Universitaire Méditerranée-Infection, Aix-Marseille Université, Marseille, France and Dakar, Senegal
| | | | | | | | | | - Oleg Mediannikov
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UM63, CNRS7278, IRD198, InsermU1095, Institut Hospitalo-Universitaire Méditerranée-Infection, Aix-Marseille Université, Marseille, France and Dakar, Senegal
| | - Cheikh Sokhna
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UM63, CNRS7278, IRD198, InsermU1095, Institut Hospitalo-Universitaire Méditerranée-Infection, Aix-Marseille Université, Marseille, France and Dakar, Senegal
| | - Ngor Faye
- Université Cheikh Anta Diop, Dakar, Senegal
| | - Yaya Diemé
- Hôpital Principal de Dakar, Dakar, Senegal
| | | | - Didier Raoult
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UM63, CNRS7278, IRD198, InsermU1095, Institut Hospitalo-Universitaire Méditerranée-Infection, Aix-Marseille Université, Marseille, France and Dakar, Senegal
| | - Florence Fenollar
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UM63, CNRS7278, IRD198, InsermU1095, Institut Hospitalo-Universitaire Méditerranée-Infection, Aix-Marseille Université, Marseille, France and Dakar, Senegal
- * E-mail:
| |
Collapse
|
9
|
Identification of Highly Pathogenic Microorganisms by Matrix-Assisted Laser Desorption Ionization-Time of Flight Mass Spectrometry: Results of an Interlaboratory Ring Trial. J Clin Microbiol 2015; 53:2632-40. [PMID: 26063856 DOI: 10.1128/jcm.00813-15] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Accepted: 06/01/2015] [Indexed: 02/02/2023] Open
Abstract
In the case of a release of highly pathogenic bacteria (HPB), there is an urgent need for rapid, accurate, and reliable diagnostics. MALDI-TOF mass spectrometry is a rapid, accurate, and relatively inexpensive technique that is becoming increasingly important in microbiological diagnostics to complement classical microbiology, PCR, and genotyping of HPB. In the present study, the results of a joint exercise with 11 partner institutions from nine European countries are presented. In this exercise, 10 distinct microbial samples, among them five HPB, Bacillus anthracis, Brucella canis, Burkholderia mallei, Burkholderia pseudomallei, and Yersinia pestis, were characterized under blinded conditions. Microbial strains were inactivated by high-dose gamma irradiation before shipment. Preparatory investigations ensured that this type of inactivation induced only subtle spectral changes with negligible influence on the quality of the diagnosis. Furthermore, pilot tests on nonpathogenic strains were systematically conducted to ensure the suitability of sample preparation and to optimize and standardize the workflow for microbial identification. The analysis of the microbial mass spectra was carried out by the individual laboratories on the basis of spectral libraries available on site. All mass spectra were also tested against an in-house HPB library at the Robert Koch Institute (RKI). The averaged identification accuracy was 77% in the first case and improved to >93% when the spectral diagnoses were obtained on the basis of the RKI library. The compilation of complete and comprehensive databases with spectra from a broad strain collection is therefore considered of paramount importance for accurate microbial identification.
Collapse
|
10
|
Schumann P, Maier T. MALDI-TOF Mass Spectrometry Applied to Classification and Identification of Bacteria. METHODS IN MICROBIOLOGY 2014. [DOI: 10.1016/bs.mim.2014.06.002] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
11
|
Rapid identification of Bacillus anthracis spores in suspicious powder samples by using matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS). Appl Environ Microbiol 2013; 79:5372-83. [PMID: 23811517 DOI: 10.1128/aem.01724-13] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Rapid and reliable identification of Bacillus anthracis spores in suspicious powders is important to mitigate the safety risks and economic burdens associated with such incidents. The aim of this study was to develop and validate a rapid and reliable laboratory-based matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) analysis method for identifying B. anthracis spores in suspicious powder samples. A reference library containing 22 different Bacillus sp. strains or hoax materials was constructed and coupled with a novel classification algorithm and standardized processing protocol for various powder samples. The method's limit of B. anthracis detection was determined to be 2.5 × 10(6) spores, equivalent to a 55-μg sample size of the crudest B. anthracis-containing powder discovered during the 2001 Amerithrax incidents. The end-to-end analysis method was able to successfully discriminate among samples containing B. anthracis spores, closely related Bacillus sp. spores, and commonly encountered hoax materials. No false-positive or -negative classifications of B. anthracis spores were observed, even when the analysis method was challenged with a wide range of other bacterial agents. The robustness of the method was demonstrated by analyzing samples (i) at an external facility using a different MALDI-TOF MS instrument, (ii) using an untrained operator, and (iii) using mixtures of Bacillus sp. spores and hoax materials. Taken together, the observed performance of the analysis method developed demonstrates its potential applicability as a rapid, specific, sensitive, robust, and cost-effective laboratory-based analysis tool for resolving incidents involving suspicious powders in less than 30 min.
Collapse
|
12
|
Mass spectrometry and tandem mass spectrometry characterization of protein patterns, protein markers and whole proteomes for pathogenic bacteria. J Microbiol Methods 2013; 92:381-6. [DOI: 10.1016/j.mimet.2013.01.004] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2012] [Revised: 01/03/2013] [Accepted: 01/04/2013] [Indexed: 11/17/2022]
|
13
|
Jain N, Merwyn S, Rai GP, Agarwal GS. Real-time polymerase chain reaction assay for rapid and sensitive detection of anthrax spores in spiked soil and talcum powder. Folia Microbiol (Praha) 2012; 57:237-42. [PMID: 22528297 DOI: 10.1007/s12223-012-0117-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2011] [Accepted: 03/19/2012] [Indexed: 11/26/2022]
Abstract
Real-time polymerase chain reaction (real-time PCR) is a laboratory technique based on PCR. This technique is able to detect sequence-specific PCR products as they accumulate in "real time" during the PCR amplification, and also to quantify the number of substrates present in the initial PCR mixture before amplification begins. In the present study, real-time PCR assay was employed for rapid and real-time detection of Bacillus anthracis spores spiked in 0.1 g of soil and talcum powder ranging from 5 to 10(7) spores. DNA was isolated from spiked soil and talcum powder, using PBS containing 1 % Triton-X-100, followed by heat treatment. The isolated DNA was used as template for real-time PCR and PCR. Real-time PCR amplification was obtained in 60 min under the annealing condition at 60°C by employing primers targeting the pag gene of B. anthracis. In the present study, the detection limit of real-time PCR assay in soil was 10(3) spores and 10(2) spores in talcum powder, respectively, whereas PCR could detect 10(4) spores in soil and 10(3) spores in talcum powder, respectively.
Collapse
Affiliation(s)
- Neha Jain
- Division of High Containment Facility, Defence Research & Development Establishment, Gwalior, MP, India
| | | | | | | |
Collapse
|
14
|
Rugged single domain antibody detection elements for Bacillus anthracis spores and vegetative cells. PLoS One 2012; 7:e32801. [PMID: 22412927 PMCID: PMC3295763 DOI: 10.1371/journal.pone.0032801] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2011] [Accepted: 02/04/2012] [Indexed: 11/19/2022] Open
Abstract
Significant efforts to develop both laboratory and field-based detection assays for an array of potential biological threats started well before the anthrax attacks of 2001 and have continued with renewed urgency following. While numerous assays and methods have been explored that are suitable for laboratory utilization, detection in the field is often complicated by requirements for functionality in austere environments, where limited cold-chain facilities exist. In an effort to overcome these assay limitations for Bacillus anthracis, one of the most recognizable threats, a series of single domain antibodies (sdAbs) were isolated from a phage display library prepared from immunized llamas. Characterization of target specificity, affinity, and thermal stability was conducted for six sdAb families isolated from rounds of selection against the bacterial spore. The protein target for all six sdAb families was determined to be the S-layer protein EA1, which is present in both vegetative cells and bacterial spores. All of the sdAbs examined exhibited a high degree of specificity for the target bacterium and its spore, with affinities in the nanomolar range, and the ability to refold into functional antigen-binding molecules following several rounds of thermal denaturation and refolding. This research demonstrates the capabilities of these sdAbs and their potential for integration into current and developing assays and biosensors.
Collapse
|
15
|
Chenau J, Fenaille F, Ezan E, Morel N, Lamourette P, Goossens PL, Becher F. Sensitive detection of Bacillus anthracis spores by immunocapture and liquid chromatography-tandem mass spectrometry. Anal Chem 2011; 83:8675-82. [PMID: 21961787 DOI: 10.1021/ac2020992] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Bacillus anthracis is one of the most dangerous agents of the bioterrorism threat. We present here a sensitive immuno-liquid chromatography-tandem mass spectrometry (immuno-LC-MS/MS) approach to spore detection in complex environmental samples. It is based on the combined specificity and sensitivity of two techniques: immunocapture and targeted mass spectrometry. The immunocapture step, realized directly on the intact spores, is essential for their selective isolation and concentration from complex environmental samples. After parallel trypsin and Glu-C digestions, proteotypic peptides corresponding to small acid-soluble spore protein-B (SASP-B) are specifically monitored in the multiple reaction monitoring (MRM) mass spectrometry mode. Peptide ratio is carefully monitored and provides an additional level of specificity, which is shown to be highly useful for distinguishing closely related samples and avoiding false-positive/negative results. Sensitivity at the level of the infectious dose is demonstrated, with limits of detection of 7 × 10(3) spores/mL of milk or 10 mg of soil. This mass spectrometry approach is thus complementary to polymerase chain reaction (PCR) techniques.
Collapse
Affiliation(s)
- Jérôme Chenau
- Service de Pharmacologie et d'Immunoanalyse, iBiTec-S, CEA, Gif-sur-Yvette Cedex, France
| | | | | | | | | | | | | |
Collapse
|
16
|
Fox K, Fox A, Rose J, Walla M. Speciation of coagulase negative staphylococci, isolated from indoor air, using SDS page gel bands of expressed proteins followed by MALDI TOF MS and MALDI TOF-TOF MS-MS analysis of tryptic peptides. J Microbiol Methods 2011; 84:243-50. [DOI: 10.1016/j.mimet.2010.12.007] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2010] [Revised: 11/18/2010] [Accepted: 12/02/2010] [Indexed: 10/18/2022]
|
17
|
Jabbour RE, Deshpande SV, Stanford MF, Wick CH, Zulich AW, Snyder AP. A protein processing filter method for bacterial identification by mass spectrometry-based proteomics. J Proteome Res 2010; 10:907-12. [PMID: 21126090 DOI: 10.1021/pr101086a] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A "one-pot" alternative method for processing proteins and isolating peptide mixtures from bacterial samples is presented for liquid chromatography-tandem mass spectrometry (LC-MS/MS) analysis and data reduction. The conventional in-solution digestion of the protein contents of bacteria is compared to a small disposable filter unit placed inside a centrifuge vial for processing and digestion of bacterial proteins. Each processing stage allows filtration of excess reactants and unwanted byproduct while retaining the proteins. Upon addition of trypsin, the peptide mixture solution is passed through the filter while retaining the trypsin enzyme. The peptide mixture is then analyzed by LC-MS/MS with an in-house BACid algorithm for a comparison of the experimental unique peptides to a constructed proteome database of bacterial genus, specie, and strain entries. The concentration of bacteria was varied from 10 × 10(7) to 3.3 × 10(3) cfu/mL for analysis of the effect of concentration on the ability of the sample processing, LC-MS/MS, and data analysis methods to identify bacteria. The protein processing method and dilution procedure result in reliable identification of pure suspensions and mixtures at high and low bacterial concentrations.
Collapse
|
18
|
Ayyadurai S, Flaudrops C, Raoult D, Drancourt M. Rapid identification and typing of Yersinia pestis and other Yersinia species by matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) mass spectrometry. BMC Microbiol 2010; 10:285. [PMID: 21073689 PMCID: PMC2992509 DOI: 10.1186/1471-2180-10-285] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2010] [Accepted: 11/12/2010] [Indexed: 11/25/2022] Open
Abstract
Background Accurate identification is necessary to discriminate harmless environmental Yersinia species from the food-borne pathogens Yersinia enterocolitica and Yersinia pseudotuberculosis and from the group A bioterrorism plague agent Yersinia pestis. In order to circumvent the limitations of current phenotypic and PCR-based identification methods, we aimed to assess the usefulness of matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) protein profiling for accurate and rapid identification of Yersinia species. As a first step, we built a database of 39 different Yersinia strains representing 12 different Yersinia species, including 13 Y. pestis isolates representative of the Antiqua, Medievalis and Orientalis biotypes. The organisms were deposited on the MALDI-TOF plate after appropriate ethanol-based inactivation, and a protein profile was obtained within 6 minutes for each of the Yersinia species. Results When compared with a 3,025-profile database, every Yersinia species yielded a unique protein profile and was unambiguously identified. In the second step of analysis, environmental and clinical isolates of Y. pestis (n = 2) and Y. enterocolitica (n = 11) were compared to the database and correctly identified. In particular, Y. pestis was unambiguously identified at the species level, and MALDI-TOF was able to successfully differentiate the three biotypes. Conclusion These data indicate that MALDI-TOF can be used as a rapid and accurate first-line method for the identification of Yersinia isolates.
Collapse
Affiliation(s)
- Saravanan Ayyadurai
- Unité de Recherche sur les Maladies Infectieuses et Tropicales Emergentes, UMR CNRS 6236-IRD 198, Faculté de Médecine, IFR48, Université de la Méditerranée, Marseille, France
| | | | | | | |
Collapse
|
19
|
Greenberg DL, Busch JD, Keim P, Wagner DM. Identifying experimental surrogates for Bacillus anthracis spores: a review. INVESTIGATIVE GENETICS 2010; 1:4. [PMID: 21092338 PMCID: PMC2988482 DOI: 10.1186/2041-2223-1-4] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2010] [Accepted: 09/01/2010] [Indexed: 01/05/2023]
Abstract
Bacillus anthracis, the causative agent of anthrax, is a proven biological weapon. In order to study this threat, a number of experimental surrogates have been used over the past 70 years. However, not all surrogates are appropriate for B. anthracis, especially when investigating transport, fate and survival. Although B. atrophaeus has been widely used as a B. anthracis surrogate, the two species do not always behave identically in transport and survival models. Therefore, we devised a scheme to identify a more appropriate surrogate for B. anthracis. Our selection criteria included risk of use (pathogenicity), phylogenetic relationship, morphology and comparative survivability when challenged with biocides. Although our knowledge of certain parameters remains incomplete, especially with regards to comparisons of spore longevity under natural conditions, we found that B. thuringiensis provided the best overall fit as a non-pathogenic surrogate for B. anthracis. Thus, we suggest focusing on this surrogate in future experiments of spore fate and transport modelling.
Collapse
Affiliation(s)
- David L Greenberg
- Center for Microbial Genetics and Genomics, Northern Arizona University, Flagstaff, AZ 86011-4073, USA
| | - Joseph D Busch
- Center for Microbial Genetics and Genomics, Northern Arizona University, Flagstaff, AZ 86011-4073, USA
| | | | - David M Wagner
- Center for Microbial Genetics and Genomics, Northern Arizona University, Flagstaff, AZ 86011-4073, USA
| |
Collapse
|
20
|
Detection technologies for Bacillus anthracis: Prospects and challenges. J Microbiol Methods 2010; 82:1-10. [DOI: 10.1016/j.mimet.2010.04.005] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2010] [Revised: 04/09/2010] [Accepted: 04/12/2010] [Indexed: 01/20/2023]
|
21
|
Jabbour RE, Wade MM, Deshpande SV, Stanford MF, Wick CH, Zulich AW, Snyder AP. Identification of Yersinia pestis and Escherichia coli Strains by Whole Cell and Outer Membrane Protein Extracts with Mass Spectrometry-Based Proteomics. J Proteome Res 2010; 9:3647-55. [DOI: 10.1021/pr100402y] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Rabih E. Jabbour
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - Mary Margaret Wade
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - Samir V. Deshpande
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - Michael F. Stanford
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - Charles H. Wick
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - Alan W. Zulich
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| | - A. Peter Snyder
- SAIC, Aberdeen Proving Ground, Maryland 21010, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and Science and Technology Corporation, Edgewood, Maryland 21040
| |
Collapse
|
22
|
Feltens R, Görner R, Kalkhof S, Gröger-Arndt H, von Bergen M. Discrimination of different species from the genus Drosophila by intact protein profiling using matrix-assisted laser desorption ionization mass spectrometry. BMC Evol Biol 2010; 10:95. [PMID: 20374617 PMCID: PMC2858148 DOI: 10.1186/1471-2148-10-95] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2009] [Accepted: 04/07/2010] [Indexed: 02/08/2023] Open
Abstract
Background The use of molecular biology-based methods for species identification and establishing phylogenetic relationships has supplanted traditional methods relying on morphological characteristics. While PCR-based methods are now the commonly accepted gold standards for these types of analysis, relatively high costs, time-consuming assay development or the need for a priori information about species-specific sequences constitute major limitations. In the present study, we explored the possibility to differentiate between 13 different species from the genus Drosophila via a molecular proteomic approach. Results After establishing a simple protein extraction procedure and performing matrix-assisted laser desorption/ionization (MALDI) mass spectrometry (MS) with intact proteins and peptides, we could show that most of the species investigated reproducibly yielded mass spectra that were adequate for species classification. Furthermore, a dendrogram generated by cluster analysis of total protein patterns agrees reasonably well with established phylogenetic relationships. Conclusion Considering the intra- and interspecies similarities and differences between spectra obtained for specimens of closely related Drosophila species, we estimate that species typing of insects and possibly other multicellular organisms by intact protein profiling (IPP) can be established successfully for species that diverged from a common ancestor about 3 million years ago.
Collapse
Affiliation(s)
- Ralph Feltens
- Department of Dermatology, Venerology and Allergology, Medical Faculty of the Leipzig University, Leipzig, Germany.
| | | | | | | | | |
Collapse
|
23
|
Dworzanski JP, Dickinson DN, Deshpande SV, Snyder AP, Eckenrode BA. Discrimination and Phylogenomic Classification of Bacillus anthracis-cereus-thuringiensis Strains Based on LC-MS/MS Analysis of Whole Cell Protein Digests. Anal Chem 2009; 82:145-55. [DOI: 10.1021/ac9015648] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jacek P. Dworzanski
- Science Applications International Corporation, Aberdeen Proving Ground, Maryland 21010-0068, Northrop Grumman Electronic Systems, Baltimore, Maryland 21203, Science and Technology Corporation, Edgewood, Maryland 21040, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and FBI Counterterrorism and Forensic Science Research Unit, Quantico, Virginia 22135
| | - Danielle N. Dickinson
- Science Applications International Corporation, Aberdeen Proving Ground, Maryland 21010-0068, Northrop Grumman Electronic Systems, Baltimore, Maryland 21203, Science and Technology Corporation, Edgewood, Maryland 21040, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and FBI Counterterrorism and Forensic Science Research Unit, Quantico, Virginia 22135
| | - Samir V. Deshpande
- Science Applications International Corporation, Aberdeen Proving Ground, Maryland 21010-0068, Northrop Grumman Electronic Systems, Baltimore, Maryland 21203, Science and Technology Corporation, Edgewood, Maryland 21040, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and FBI Counterterrorism and Forensic Science Research Unit, Quantico, Virginia 22135
| | - A. Peter Snyder
- Science Applications International Corporation, Aberdeen Proving Ground, Maryland 21010-0068, Northrop Grumman Electronic Systems, Baltimore, Maryland 21203, Science and Technology Corporation, Edgewood, Maryland 21040, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and FBI Counterterrorism and Forensic Science Research Unit, Quantico, Virginia 22135
| | - Brian A. Eckenrode
- Science Applications International Corporation, Aberdeen Proving Ground, Maryland 21010-0068, Northrop Grumman Electronic Systems, Baltimore, Maryland 21203, Science and Technology Corporation, Edgewood, Maryland 21040, U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland 21010-5424, and FBI Counterterrorism and Forensic Science Research Unit, Quantico, Virginia 22135
| |
Collapse
|
24
|
Wang DB, Yang R, Zhang ZP, Bi LJ, You XY, Wei HP, Zhou YF, Yu Z, Zhang XE. Detection of B. anthracis spores and vegetative cells with the same monoclonal antibodies. PLoS One 2009; 4:e7810. [PMID: 19915677 PMCID: PMC2773009 DOI: 10.1371/journal.pone.0007810] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2009] [Accepted: 10/18/2009] [Indexed: 11/18/2022] Open
Abstract
Bacillus anthracis, the causative agent of anthrax disease, could be used as a biothreat reagent. It is vital to develop a rapid, convenient method to detect B. anthracis. In the current study, three high affinity and specificity monoclonal antibodies (mAbs, designated 8G3, 10C6 and 12F6) have been obtained using fully washed B. anthracis spores as an immunogen. These mAbs, confirmed to direct against EA1 protein, can recognize the surface of B. anthracis spores and intact vegetative cells with high affinity and species-specificity. EA1 has been well known as a major S-layer component of B. anthracis vegetative cells, and it also persistently exists in the spore preparations and bind tightly to the spore surfaces even after rigorous washing. Therefore, these mAbs can be used to build a new and rapid immunoassay for detection of both life forms of B. anthracis, either vegetative cells or spores.
Collapse
Affiliation(s)
- Dian-Bing Wang
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
- State Key Laboratory of Agromicrobiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Ruifu Yang
- State Key Laboratory of Pathogen and Biosecurity, Institute of Microbiology and Epidemiology, Academy of Military Medical Sciences, Beijing, China
| | - Zhi-Ping Zhang
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
| | - Li-Jun Bi
- State Key Laboratory of Macromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing, China
| | - Xiang-Yu You
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
| | - Hong-Ping Wei
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
| | - Ya-Feng Zhou
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
| | - Ziniu Yu
- State Key Laboratory of Agromicrobiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Xian-En Zhang
- State Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
- * E-mail:
| |
Collapse
|
25
|
Identification of Bacillus anthracis by using matrix-assisted laser desorption ionization-time of flight mass spectrometry and artificial neural networks. Appl Environ Microbiol 2009; 75:7229-42. [PMID: 19767470 DOI: 10.1128/aem.00857-09] [Citation(s) in RCA: 109] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
This report demonstrates the applicability of a combination of matrix-assisted laser desorption ionization-time of flight (MALDI-TOF) mass spectrometry (MS) and chemometrics for rapid and reliable identification of vegetative cells of the causative agent of anthrax, Bacillus anthracis. Bacillus cultures were prepared under standardized conditions and inactivated according to a recently developed MS-compatible inactivation protocol for highly pathogenic microorganisms. MALDI-TOF MS was then employed to collect spectra from the microbial samples and to build up a database of bacterial reference spectra. This database comprised mass peak profiles of 374 strains from Bacillus and related genera, among them 102 strains of B. anthracis and 121 strains of B. cereus. The information contained in the database was investigated by means of visual inspection of gel view representations, univariate t tests for biomarker identification, unsupervised hierarchical clustering, and artificial neural networks (ANNs). Analysis of gel views and independent t tests suggested B. anthracis- and B. cereus group-specific signals. For example, mass spectra of B. anthracis exhibited discriminating biomarkers at 4,606, 5,413, and 6,679 Da. A systematic search in proteomic databases allowed tentative assignment of some of the biomarkers to ribosomal protein or small acid-soluble proteins. Multivariate pattern analysis by unsupervised hierarchical cluster analysis further revealed a subproteome-based taxonomy of the genus Bacillus. Superior classification accuracy was achieved when supervised ANNs were employed. For the identification of B. anthracis, independent validation of optimized ANN models yielded a diagnostic sensitivity of 100% and a specificity of 100%.
Collapse
|
26
|
Kuiper JM, Pluta R, Huibers WHC, Fusetti F, Geertsma ER, Poolman B. A method for site-specific labeling of multiple protein thiols. Protein Sci 2009; 18:1033-41. [PMID: 19388048 DOI: 10.1002/pro.113] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
We present a generic method for the site-specific and differential labeling of multiple cysteine residues in one protein. Phenyl arsenic oxide has been employed as a protecting group of two closely spaced thiols, allowing first labeling of a single thiol. Subsequently, the protecting group is removed, making available a reactive dithiol site for labeling with a second probe. For proof-of-principle, single and triple Cys mutants of the sulphate binding protein of an ABC transporter were constructed. The closely spaced thiols were engineered on the basis of the crystal structure of the protein and placed in different types of secondary structure elements and at different spacing. We show that phenyl arsenic oxide is a good protecting group for thiols spaced 6.3-7.3 A. Proteins were labeled with two different fluorescent labels and the labeling ratios were determined with UV-Vis spectroscopy and MALDI-Tof mass spectrometry. The average labeling efficiency was approximately 80% for the single thiol and 65-90% for the dithiol site.
Collapse
Affiliation(s)
- Johanna M Kuiper
- Department of Biochemistry, Groningen Biomolecular Science and Biotechnology Institute & Zernike Institute for Advanced Materials, University of Groningen, 9747 AG Groningen, The Netherlands
| | | | | | | | | | | |
Collapse
|
27
|
Callahan C, Fox K, Fox A. The small acid soluble proteins (SASP alpha and SASP beta) of Bacillus weihenstephanensis and Bacillus mycoides group 2 are the most distinct among the Bacillus cereus group. Mol Cell Probes 2009; 23:291-7. [PMID: 19616612 DOI: 10.1016/j.mcp.2009.07.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2009] [Revised: 07/11/2009] [Accepted: 07/11/2009] [Indexed: 11/18/2022]
Abstract
The Bacillus cereus group includes Bacillus anthracis, B. cereus, Bacillus thuringiensis, Bacillus mycoides and Bacillus weihenstephanensis. The small acid soluble spore protein (SASP) beta has been previously demonstrated to be among the biomarkers differentiating B. anthracis and B. cereus; SASP beta of B. cereus most commonly exhibits one or two amino acid substitutions when compared to B. anthracis. SASP alpha is conserved in sequence among these two species. Neither SASP alpha nor beta for B. thuringiensis, B. mycoides and B. weihenstephanensis have been previously characterized as taxonomic discriminators. In the current work molecular weight (MW) variation of these SASPs were determined by matrix assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) for representative strains of the 5 species within the B. cereus group. The measured MWs also correlate with calculated MWs of translated amino acid sequences generated from whole genome sequencing projects. SASP alpha and beta demonstrated consistent MW among B. cereus, B. thuringiensis, and B. mycoides strains (group 1). However B. mycoides (group 2) and B. weihenstephanensis SASP alpha and beta were quite distinct making them unique among the B. cereus group. Limited sequence changes were observed in SASP alpha (at most 3 substitutions and 2 deletions) indicating it is a more conserved protein than SASP beta (up to 6 substitutions and a deletion). Another even more conserved SASP, SASP alpha-beta type, was described here for the first time.
Collapse
Affiliation(s)
- Courtney Callahan
- Department of Pathology, Microbiology and Immunology, School of Medicine, University of South Carolina, Columbia, SC 29208, USA
| | | | | |
Collapse
|
28
|
Filion G, Laflamme C, Turgeon N, Ho J, Duchaine C. Permeabilization and hybridization protocols for rapid detection of Bacillus spores using fluorescence in situ hybridization. J Microbiol Methods 2009; 77:29-36. [DOI: 10.1016/j.mimet.2008.12.009] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2008] [Revised: 12/19/2008] [Accepted: 12/19/2008] [Indexed: 11/17/2022]
|
29
|
Demirev PA, Fenselau C. Mass spectrometry in biodefense. JOURNAL OF MASS SPECTROMETRY : JMS 2008; 43:1441-57. [PMID: 18720458 DOI: 10.1002/jms.1474] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Potential agents for biological attacks include both microorganisms and toxins. In mass spectrometry (MS), rapid identification of potential bioagents is achieved by detecting the masses of unique biomarkers, correlated to each agent. Currently, proteins are the most reliable biomarkers for detection and characterization of both microorganisms and toxins, and MS-based proteomics is particularly well suited for biodefense applications. Confident identification of an organism can be achieved by top-down proteomics following identification of individual protein biomarkers from their tandem mass spectra. In bottom-up proteomics, rapid digestion of intact protein biomarkers is again followed by MS/MS to provide unambiguous bioagent identification and characterization. Bioinformatics obviates the need for culturing and rigorous control of experimental variables to create and use MS fingerprint libraries for various classes of bioweapons. For specific applications, MS methods, instruments and algorithms have also been developed for identification based on biomarkers other than proteins and peptides.
Collapse
Affiliation(s)
- Plamen A Demirev
- Applied Physics Laboratory, Johns Hopkins University, Laurel, MD 20723, USA.
| | | |
Collapse
|
30
|
Vanlaere E, Sergeant K, Dawyndt P, Kallow W, Erhard M, Sutton H, Dare D, Devreese B, Samyn B, Vandamme P. Matrix-assisted laser desorption ionisation-time-of of-flight mass spectrometry of intact cells allows rapid identification of Burkholderia cepacia complex. J Microbiol Methods 2008; 75:279-86. [DOI: 10.1016/j.mimet.2008.06.016] [Citation(s) in RCA: 78] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2008] [Revised: 06/17/2008] [Accepted: 06/20/2008] [Indexed: 11/27/2022]
|
31
|
Differentiation of Streptococcus pneumoniae conjunctivitis outbreak isolates by matrix-assisted laser desorption ionization-time of flight mass spectrometry. Appl Environ Microbiol 2008; 74:5891-7. [PMID: 18708515 DOI: 10.1128/aem.00791-08] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Streptococcus pneumoniae (pneumococcus [Pnc]) is a causative agent of many infectious diseases, including pneumonia, septicemia, otitis media, and conjunctivitis. There have been documented conjunctivitis outbreaks in which nontypeable (NT), nonencapsulated Pnc has been identified as the etiological agent. The use of mass spectrometry to comparatively and differentially analyze protein and peptide profiles of whole-cell microorganisms remains somewhat uncharted. In this report, we discuss a comparative proteomic analysis between NT S. pneumoniae conjunctivitis outbreak strains (cPnc) and other known typeable or NT pneumococcal and streptococcal isolates (including Pnc TIGR4 and R6, Streptococcus oralis, Streptococcus mitis, Streptococcus pseudopneumoniae, and Streptococcus pyogenes) and nonstreptococcal isolates (including Escherichia coli, Enterococcus faecalis, and Staphylococcus aureus) as controls. cPnc cells and controls were grown to mid-log phase, harvested, and subsequently treated with a 10% trifluoroacetic acid-sinapinic acid matrix mixture. Protein and peptide fragments of the whole-cell bacterial isolate-matrix combinations ranging in size from 2 to 14 kDa were evaluated by matrix-assisted laser desorption ionization-time of flight mass spectrometry. Additionally Random Forest analytical tools and dendrogramic representations (Genesis) suggested similarities and clustered the isolates into distinct clonal groups, respectively. Also, a peak list of protein and peptide masses was obtained and compared to a known Pnc protein mass library, in which a peptide common and unique to cPnc isolates was tentatively identified. Information gained from this study will lead to the identification and validation of proteins that are commonly and exclusively expressed in cPnc strains which could potentially be used as a biomarker in the rapid diagnosis of pneumococcal conjunctivitis.
Collapse
|
32
|
Degenkolb T, von Döhren H, Fog Nielsen K, Samuels G, Brückner H. Recent Advances and Future Prospects in Peptaibiotics, Hydrophobin, and Mycotoxin Research, and Their Importance for Chemotaxonomy ofTrichoderma andHypocrea. Chem Biodivers 2008; 5:671-80. [DOI: 10.1002/cbdv.200890064] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
|
33
|
Lasch P, Nattermann H, Erhard M, Stämmler M, Grunow R, Bannert N, Appel B, Naumann D. MALDI-TOF Mass Spectrometry Compatible Inactivation Method for Highly Pathogenic Microbial Cells and Spores. Anal Chem 2008; 80:2026-34. [DOI: 10.1021/ac701822j] [Citation(s) in RCA: 113] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Peter Lasch
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Herbert Nattermann
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Marcel Erhard
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Maren Stämmler
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Roland Grunow
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Norbert Bannert
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Bernd Appel
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| | - Dieter Naumann
- P25, ZBS2, and ZBS4, Robert Koch-Institut, Nordufer 20, 13353 Berlin, Germany, and AnagnosTec GmbH, Gesellschaft für Analytische Biochemie und Diagnostik mbH, Am Mühlenberg 11, D-14476 Potsdam-Golm, Germany
| |
Collapse
|
34
|
Callahan C, Castanha ER, Fox KF, Fox A. The Bacillus cereus containing sub-branch most closely related to Bacillus anthracis, have single amino acid substitutions in small acid-soluble proteins, while remaining sub-branches are more variable. Mol Cell Probes 2008; 22:207-11. [PMID: 18439962 DOI: 10.1016/j.mcp.2007.11.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2007] [Accepted: 11/21/2007] [Indexed: 10/22/2022]
Abstract
Hoffmaster et al. [Hoffmaster AR, Ravel J, Rasko DA, Chapman GD, Chute MD, Marston CK, et al. Identification of anthrax toxin genes in Bacillus cereus associated with illness resembling inhalation anthrax. Proc Natl Acad Sci U S A 2004;101:8449-54; Hoffmaster AR, Hill KK, Gee JE, Marston CK, De BK, Popovic T, et al. Characterization of Bacillus cereus isolates associated with fatal pneumonias: strains are closely related to Bacillus anthracis and harbor B. anthracis virulence genes. J Clin Microbiol 2006;44:3352-60] phylogenetically divided Bacillus cereus strains into 10 branches by amplified fragment length polymorphism (AFLP) with Branch F including all Bacillus anthracis strains and pneumonia-causing strains of B. cereus. There are four sub-branches within Branch F, referred to here as F1-A, F1-B, F2-A and F2-B. The B. anthracis strains are found within sub-branch F1-B. Concerning, the currently available B. cereus pneumonia-causing isolates, one was found to categorize within sub-branch F1-B and two within F2-B. In the following work the sequence variation between B. cereus strains was determined by MALDI-TOF MS and MS-MS for each strain of B. cereus in Branch F. ESI-MS was performed on selected strains for confirmation. Small acid-soluble proteins (SASPs) of B. cereus strains found in F1-B showed a single amino acid substitution, while strains in the other three sub-branches were more variable generally showing one or two amino acid substitutions. The single substitutions always occurred in the C-terminus. Double substitutions occurred in both N and C termini. Of the pneumonia-causing strains, one exhibited a single amino acid substitution, while the other two exhibited a two amino acid substitution.
Collapse
Affiliation(s)
- Courtney Callahan
- Department of Pathology, Microbiology and Immunology, University of South Carolina School of Medicine, 6311 Garners Ferry Road, Columbia, SC 29208, USA.
| | | | | | | |
Collapse
|
35
|
Demirev PA, Fenselau C. Mass spectrometry for rapid characterization of microorganisms. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2008; 1:71-93. [PMID: 20636075 DOI: 10.1146/annurev.anchem.1.031207.112838] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Advances in instrumentation, proteomics, and bioinformatics have contributed to the successful applications of mass spectrometry (MS) for detection, identification, and classification of microorganisms. These MS applications are based on the detection of organism-specific biomarker molecules, which allow differentiation between organisms to be made. Intact proteins, their proteolytic peptides, and nonribosomal peptides have been successfully utilized as biomarkers. Sequence-specific fragments for biomarkers are generated by tandem MS of intact proteins or proteolytic peptides, obtained after, for instance, microwave-assisted acid hydrolysis. In combination with proteome database searching, individual biomarker proteins are unambiguously identified from their tandem mass spectra, and from there the source microorganism is also identified. Such top-down or bottom-up proteomics approaches permit rapid, sensitive, and confident characterization of individual microorganisms in mixtures and are reviewed here. Examples of MS-based functional assays for detection of targeted microorganisms, e.g., Bacillus anthracis, in environmental or clinically relevant backgrounds are also reviewed.
Collapse
|
36
|
Cell wall carbohydrate compositions of strains from the Bacillus cereus group of species correlate with phylogenetic relatedness. J Bacteriol 2007; 190:112-21. [PMID: 17981984 DOI: 10.1128/jb.01292-07] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Members of the Bacillus cereus group contain cell wall carbohydrates that vary in their glycosyl compositions. Recent multilocus sequence typing (MLST) refined the relatedness of B. cereus group members by separating them into clades and lineages. Based on MLST, we selected several B. anthracis, B. cereus, and B. thuringiensis strains and compared their cell wall carbohydrates. The cell walls of different B. anthracis strains (clade 1/Anthracis) were composed of glucose (Glc), galactose (Gal), N-acetyl mannosamine (ManNAc), and N-acetylglucosamine (GlcNAc). In contrast, the cell walls from clade 2 strains (B. cereus type strain ATCC 14579 and B. thuringiensis strains) lacked Gal and contained N-acetylgalactosamine (GalNAc). The B. cereus clade 1 strains had cell walls that were similar in composition to B. anthracis in that they all contained Gal. However, the cell walls from some clade 1 strains also contained GalNAc, which was not present in B. anthracis cell walls. Three recently identified clade 1 strains of B. cereus that caused severe pneumonia, i.e., strains 03BB102, 03BB87, and G9241, had cell wall compositions that closely resembled those of the B. anthracis strains. It was also observed that B. anthracis strains cell wall glycosyl compositions differed from one another in a plasmid-dependent manner. When plasmid pXO2 was absent, the ManNAc/Gal ratio decreased, while the Glc/Gal ratio increased. Also, deletion of atxA, a global regulatory gene, from a pXO2- strain resulted in cell walls with an even greater level of Glc.
Collapse
|
37
|
Castanha ER, Vestal M, Hattan S, Fox A, Fox KF, Dickinson D. Bacillus cereus strains fall into two clusters (one closely and one more distantly related) to Bacillus anthracis according to amino acid substitutions in small acid-soluble proteins as determined by tandem mass spectrometry. Mol Cell Probes 2007; 21:190-201. [PMID: 17197155 DOI: 10.1016/j.mcp.2006.11.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2006] [Revised: 11/10/2006] [Accepted: 11/10/2006] [Indexed: 10/23/2022]
Abstract
Small acid-soluble proteins (SASPs) are located in the core region of Bacillus spores and have been previously demonstrated as reliable biomarkers for differentiating Bacillus anthracis and Bacillus cereus. Using MS and MS-MS analysis of SASPs further phylogenetic correlations among B. anthracis and B. cereus strains are described here. ESI was demonstrated to be a more comprehensive method, allowing for the analysis of intact proteins in both MS and MS-MS mode, thus providing molecular weight (MW) and sequence information in a single analysis, and requiring almost no sample preparation. MALDI MS was used for determination of MW of intact proteins; however, MS-MS analysis can only be achieved after enzymatic digestion of these proteins. It was demonstrated that the combination of the two different approaches provides confirmatory and complementary information, allowing for unambiguous protein characterization and sequencing. This study established that B. cereus strains fall into two clusters (one closely and one more distantly related) to B. anthracis as exhibited by amino acid substitutions. The closely related cluster was characterized by a beta-SASP with a single amino acid substitution, localized either close to the C terminus (phenylalanine-->tyrosine, 16 masses change) or close to the N terminus (serine-->alanine serine, also 16 masses change). The more distantly related cluster displayed both amino acid substitutions (32 masses change). One strain of B. cereus isolated from a patient with severe pneumonia (an anthrax-like disease) fell into the more distantly related cluster implying that pathogenicity and phylogenicity are not necessarily correlated features. Unlike PCR and DNA sequencing, protein sequence variation assessed by ESI MS-MS, essentially occurs in real-time, and involves simply extracting the protein and injecting into the instrument for analysis.
Collapse
Affiliation(s)
- Elisangela R Castanha
- Department of Pathology, Microbiology and Immunology, University of South Carolina School of Medicine, Columbia, SC 29208, USA.
| | | | | | | | | | | |
Collapse
|
38
|
Fenselau C, Russell S, Swatkoski S, Edwards N. Proteomic strategies for rapid characterization of micro-organisms. EUROPEAN JOURNAL OF MASS SPECTROMETRY (CHICHESTER, ENGLAND) 2007; 13:35-9. [PMID: 17878536 DOI: 10.1255/ejms.845] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Bioinformatic considerations are offered to illustrate strengths and limitations of the characterization of Bacillus spores based on proteomic interpretation of matrix-assisted laser desorption/ionization spectra. In particular, species-specific biomarkers are evaluated in the context of both experimental access and uniqueness in silico.
Collapse
Affiliation(s)
- C Fenselau
- University of Maryland, Deptartment of Chemistry and Biochemistry, Center for Bioinformatics and Computational Biology, College Park, MD 20742, USA
| | | | | | | |
Collapse
|
39
|
Fox A. Mass spectrometry for species or strain identification after culture or without culture: Past, present, and future. J Clin Microbiol 2006; 44:2677-80. [PMID: 16891477 PMCID: PMC1594639 DOI: 10.1128/jcm.00971-06] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Alvin Fox
- Department of Pathology, Microbiology and Immunology, University of South Carolina, School of Medicine, Columbia, SC 29223, USA.
| |
Collapse
|