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Ngashangva N, Mukherjee PK, Sharma C, Kalita MC, Sarangthem I. Integrated genomics and proteomics analysis of Paenibacillus peoriae IBSD35 and insights into its antimicrobial characteristics. Sci Rep 2022; 12:18861. [PMID: 36344671 PMCID: PMC9640621 DOI: 10.1038/s41598-022-23613-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 11/02/2022] [Indexed: 11/09/2022] Open
Abstract
Antimicrobial resistance has been developing fast and incurring a loss of human life, and there is a need for new antimicrobial agents. Naturally occurring antimicrobial peptides offer the characteristics to counter AMR because the resistance development is low or no resistance. Antimicrobial peptides from Paenibacillus peoriae IBSD35 cell-free supernatant were salted out and purified using chromatography and characterized with liquid chromatography-tandem-mass spectrometry. The extract has shown a high and broad spectrum of antimicrobial activity. Combining the strain IBSD35 genome sequence with its proteomic data enabled the prediction of biosynthetic gene clusters by connecting the peptide from LC-MS/MS data to the gene that encode. Antimicrobial peptide databases offered a platform for the effective search, prediction, and design of AMPs and expanded the studies on their isolation, structure elucidation, biological evaluation, and pathway engineering. The genome-based taxonomy and comparisons have shown that P. peoriae IBSD35 is closely related to Paenibacillus peoriae FSL J3-0120. P. peoriae IBSD35 harbored endophytic trait genes and nonribosomal peptide synthases biosynthetic gene clusters. The comparative genomics revealed evolutionary insights and facilitated the discovery of novel SMs using proteomics from the extract of P. peoriae IBSD35. It will increase the potential to find novel bio-molecules to counter AMR.
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Affiliation(s)
- Ng Ngashangva
- grid.464584.f0000 0004 0640 0101A National Institute of Department of Biotechnology, Institute of Bioresources and Sustainable Development (IBSD), Govt. of India, Takyelpat, Imphal, Manipur 795001 India
| | - Pulok K. Mukherjee
- grid.464584.f0000 0004 0640 0101A National Institute of Department of Biotechnology, Institute of Bioresources and Sustainable Development (IBSD), Govt. of India, Takyelpat, Imphal, Manipur 795001 India
| | - Chandradev Sharma
- grid.464584.f0000 0004 0640 0101A National Institute of Department of Biotechnology, Institute of Bioresources and Sustainable Development (IBSD), Govt. of India, Takyelpat, Imphal, Manipur 795001 India
| | - Mohan C. Kalita
- grid.411779.d0000 0001 2109 4622Department of Biotechnology, Gauhati University, Jalukbari, Guwahati, Assam 781014 India
| | - Indira Sarangthem
- grid.464584.f0000 0004 0640 0101A National Institute of Department of Biotechnology, Institute of Bioresources and Sustainable Development (IBSD), Govt. of India, Takyelpat, Imphal, Manipur 795001 India
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Nguyen MCT, Nguyen HQ, Jang H, Noh S, Lee SY, Jang KS, Lee J, Sohn Y, Yee K, Jung H, Kim J. Sterilization effects of UV laser irradiation on Bacillus atrophaeus spore viability, structure, and proteins. Analyst 2021; 146:7682-7692. [PMID: 34812439 DOI: 10.1039/d1an01717a] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Bacillus spores are highly resistant to toxic chemicals and extreme environments. Because some Bacillus species threaten public health, spore inactivation techniques have been intensively investigated. We exposed Bacillus atrophaeus spores to a 266 nm Nd:YVO4 laser at a laser power of 1 W and various numbers of scans. As a result, the UV laser reduced the viability of Bacillus atrophaeus spores. Although the outer coat of spores remained intact after UV laser irradiation of 720 scans, damage inside the spores was observed. Spore proteins were identified by matrix-assisted laser desorption/ionization Fourier transform ion cyclotron resonance mass spectrometry during the course of UV laser irradiation. Photochemical and photothermal processes are believed to be involved in the UV laser sterilization of Bacillus spores. Our findings suggest that a UV laser is capable of sterilizing Bacillus atrophaeus spores.
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Affiliation(s)
- My-Chi Thi Nguyen
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Huu-Quang Nguyen
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Hanbyeol Jang
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Sojung Noh
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Seong-Yeon Lee
- Department of Physics and Institute of Quantum Systems, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Kyoung-Soon Jang
- Biomedical Omics Center, Korea Basic Science Institute, Cheongju, Republic of Korea
| | - Jaebeom Lee
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea.,Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Youngku Sohn
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea.,Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Kiju Yee
- Department of Physics and Institute of Quantum Systems, Chungnam National University, Daejeon, 34134, Republic of Korea
| | - Heesoo Jung
- Chem-Bio Technology Center, Agency for Defense Development (ADD), Yuseong P.O. Box 35, Daejeon, 34186, Republic of Korea.
| | - Jeongkwon Kim
- Department of Chemistry, Chungnam National University, Daejeon, 34134, Republic of Korea.,Graduate School of New Drug Discovery and Development, Chungnam National University, Daejeon, Republic of Korea.
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3
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Ryu Y, Hong M, Kim SB, Lee TK, Park W. Raman spectroscopy reveals alteration of spore compositions under different nutritional conditions in Lysinibacillus boronitolerans YS11. J Microbiol 2021; 59:491-499. [PMID: 33779962 DOI: 10.1007/s12275-021-0679-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 01/28/2021] [Accepted: 02/08/2021] [Indexed: 01/01/2023]
Abstract
Little is known about final spores components when bacteria undergo sporulation under different nutrient conditions. Different degrees of resistance and germination rates were observed in the three types of spores of Lysinibacillus boronitolerans YS11 (SD, Spores formed in Difco sporulation medium™; SC and SF, Spores formed in an agricultural byproduct medium with 10 mM CaCl2 and with 10 mM FeSO4, respectively). Stronger UV resistance was recorded for SF with 1.8-2.3-fold greater survival than SC and SD under UV treatment. The three spore types showed similar heat resistances at 80°C, but survival rates of SC and SD were much higher (∼1,000 times) than those of SF at 90°C. However, germination capacity of SF was 20% higher than those of SD and SC on Luria-Bertani agar plates for 24 h. SF germinated more rapidly in a liquid medium with high NaCl concentrations than SC and SD, but became slower under alkaline conditions. Raman spectroscopy was used to analyze the heterogeneities in the three types of vegetative cells and their spores under different nutritional conditions. Exponentially grown-each vegetative cells had different overall Raman peak values. Raman peaks of SC, SD, and SF also showed differences in adenine and amide III compositions and nucleic acid contents. Our data along with Raman spectroscopy provided the evidence that spores formed under under different growth conditions possess very different cellular components, which affected their survival and germination rates.
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Affiliation(s)
- Youngung Ryu
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, 02841, Republic of Korea
| | - Minyoung Hong
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, 02841, Republic of Korea
| | - Soo Bin Kim
- Department of Environmental Engineering, Yonsei University, Wonju, 26493, Republic of Korea
| | - Tae Kwon Lee
- Department of Environmental Engineering, Yonsei University, Wonju, 26493, Republic of Korea
| | - Woojun Park
- Laboratory of Molecular Environmental Microbiology, Department of Environmental Science and Ecological Engineering, Korea University, Seoul, 02841, Republic of Korea.
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4
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Molecular Imprinted Based Quartz Crystal Microbalance Sensors for Bacteria and Spores. CHEMOSENSORS 2020. [DOI: 10.3390/chemosensors8030064] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
A molecular imprinting strategy was combined with mass-sensitive transducers to generate robust and reliable biomimetic sensor systems for the detection of bioparticles. The patterning of polymers with bioanalytes enabled us to detect Escherichia coli (E. coli) bacteria with quartz crystal microbalance (QCM). The QCM sensor results were compared with direct Atomic Force Microscopy (AFM) measurements—bacteria cells adhering to the sensor coatings were counted. The recognition sites generated by Bacillus subtilis (B. subtilis) spores could successfully and reversibly recognize the template analyte and ensured rapid sensing. Cross sensitive measurements clearly showed the advantage of the molecular imprinting strategy, by which spores of Bacillus species (subtilis and thuringiensis) could easily be differentiated and selectively detected. The growth of B. subtilis from its spores was observed at 42 °C in appropriate nutrient solution of glucose and ammonium sulfate over a period of 15 h. Moreover, the growth of B. subtilis bacteria from its respective spores was studied by increasing the glucose concentration until saturation effect of the sensor. The polymeric sensor coatings were patterned to fix the B. subtilis in order to investigate osmotic effects according to a frequency response of 400 Hz by altering the ionic strength of 0.1 M.
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5
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Cortesão M, Fuchs FM, Commichau FM, Eichenberger P, Schuerger AC, Nicholson WL, Setlow P, Moeller R. Bacillus subtilis Spore Resistance to Simulated Mars Surface Conditions. Front Microbiol 2019; 10:333. [PMID: 30863384 PMCID: PMC6399134 DOI: 10.3389/fmicb.2019.00333] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 02/08/2019] [Indexed: 11/13/2022] Open
Abstract
In a Mars exploration scenario, knowing if and how highly resistant Bacillus subtilis spores would survive on the Martian surface is crucial to design planetary protection measures and avoid false positives in life-detection experiments. Therefore, in this study a systematic screening was performed to determine whether B. subtilis spores could survive an average day on Mars. For that, spores from two comprehensive sets of isogenic B. subtilis mutant strains, defective in DNA protection or repair genes, were exposed to 24 h of simulated Martian atmospheric environment with or without 8 h of Martian UV radiation [M(+)UV and M(-)UV, respectively]. When exposed to M(+)UV, spore survival was dependent on: (1) core dehydration maintenance, (2) protection of DNA by α/β-type small acid soluble proteins (SASP), and (3) removal and repair of the major UV photoproduct (SP) in spore DNA. In turn, when exposed to M(-)UV, spore survival was mainly dependent on protection by the multilayered spore coat, and DNA double-strand breaks represent the main lesion accumulated. Bacillus subtilis spores were able to survive for at least a limited time in a simulated Martian environment, both with or without solar UV radiation. Moreover, M(-)UV-treated spores exhibited survival rates significantly higher than the M(+)UV-treated spores. This suggests that on a real Martian surface, radiation shielding of spores (e.g., by dust, rocks, or spacecraft surface irregularities) might significantly extend survival rates. Mutagenesis were strongly dependent on the functionality of all structural components with small acid-soluble spore proteins, coat layers and dipicolinic acid as key protectants and efficiency DNA damage removal by AP endonucleases (ExoA and Nfo), non-homologous end joining (NHEJ), mismatch repair (MMR) and error-prone translesion synthesis (TLS). Thus, future efforts should focus on: (1) determining the DNA damage in wild-type spores exposed to M(+/-)UV and (2) assessing spore survival and viability with shielding of spores via Mars regolith and other relevant materials.
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Affiliation(s)
- Marta Cortesão
- Space Microbiology Research Group, Radiation Biology Department, Institute of Aerospace Medicine, German Aerospace Center, Cologne, Germany
| | - Felix M Fuchs
- Space Microbiology Research Group, Radiation Biology Department, Institute of Aerospace Medicine, German Aerospace Center, Cologne, Germany
| | - Fabian M Commichau
- Department of General Microbiology, Institute for Microbiology and Genetics, University of Göttingen, Göttingen, Germany
| | - Patrick Eichenberger
- Department of Biology, Center for Genomics and Systems Biology, New York University, New York, NY, United States
| | - Andrew C Schuerger
- Department of Plant Pathology, Space Life Sciences Laboratory, University of Florida, Merritt Island, FL, United States
| | - Wayne L Nicholson
- Department of Microbiology and Cell Science, Space Life Sciences Laboratory, University of Florida, Merritt Island, FL, United States
| | - Peter Setlow
- Department of Molecular Biology and Biophysics, University of Connecticut Health Center, Farmington, CT, United States
| | - Ralf Moeller
- Space Microbiology Research Group, Radiation Biology Department, Institute of Aerospace Medicine, German Aerospace Center, Cologne, Germany
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Chen D, Bryden WA, Fenselau C. Microwave supported hydrolysis prepares Bacillus spores for proteomic analysis. INTERNATIONAL JOURNAL OF MASS SPECTROMETRY 2019; 435:227-233. [PMID: 32476986 PMCID: PMC7261595 DOI: 10.1016/j.ijms.2018.10.033] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Rapid identification of Bacillus spores in the environment has depended primarily on a family of small acid soluble proteins (SASPs) as biomarkers. However, SASP sequences and molecular masses are similar or identical in some critical cases. For example, some strains of B. subtilis, and B. thuringiensis cannot be distinguished from strains of B. anthracis based on SASPs. Consequently, additional or alternative biomarkers should be sought. In this study microwave-assisted hot acid hydrolysis was coupled with mass spectrometry as a potentially powerful approach to the rapid automatable characterization of Bacillus spores. Hot acid provides lysis of the spores, Asp-selective hydrolysis of proteins, and peptides compatible with automated analysis of either peptide fingerprints or tandem mass spectra. Peptide biomarkers are compared here for a selection of Bacillus spores, and peptides unique to each spore type are identified.
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Affiliation(s)
- Dapeng Chen
- Department of Chemistry and Biochemistry, University of Maryland, College Park, MD, USA
- Corresponding author. (D. Chen)
| | | | - Catherine Fenselau
- Department of Chemistry and Biochemistry, University of Maryland, College Park, MD, USA
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7
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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.
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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.
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8
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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]
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9
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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.
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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
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10
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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.
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11
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Setlow B, Parish S, Zhang P, Li YQ, Neely WC, Setlow P. Mechanism of killing of spores of Bacillus anthracis in a high-temperature gas environment, and analysis of DNA damage generated by various decontamination treatments of spores of Bacillus anthracis, Bacillus subtilis and Bacillus thuringiensis. J Appl Microbiol 2014; 116:805-14. [PMID: 24344920 DOI: 10.1111/jam.12421] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Revised: 12/07/2013] [Accepted: 12/12/2013] [Indexed: 11/30/2022]
Abstract
AIMS To determine how hydrated Bacillus anthracis spores are killed in a high-temperature gas environment (HTGE), and how spores of several Bacillus species including B. anthracis are killed by UV radiation, dry heat, wet heat and desiccation. METHODS AND RESULTS Hydrated B. anthracis spores were HTGE treated at c. 220°C for 50 ms, and the treated spores were tested for germination, mutagenesis, rupture and loss of dipicolinic acid. Spores of this and other Bacillus species were also examined for mutagenesis by UV, wet and dry heat and desiccation. There was no rupture of HTGE-treated B. anthracis spores killed 90-99·9%, no mutagenesis, and release of DPA and loss of germination were much slower than spore killing. However, killing of spores of B. anthracis, Bacillus thuringiensis and Bacillus subtilis by UV radiation or dry heat, but not wet heat in water or ethanol, was accompanied by mutagenesis. CONCLUSIONS It appears likely that HTGE treatment kills B. anthracis spores by damage to spore core proteins. In addition, various killing regimens inactivate spores of a number of Bacillus species by the same mechanisms. SIGNIFICANCE AND IMPACT OF THE STUDY This work indicates how hydrated spores treated in a HTGE such as might be used to destroy biological warfare agent stocks are killed. The work also indicates that mechanisms whereby different agents kill spores are similar with spores of different Bacillus species.
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Affiliation(s)
- B Setlow
- Department of Molecular, Microbial and Structural Biology, University of Connecticut Health Center, Farmington, CT, USA
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12
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Farquharson S, Shende C, Smith W, Huang H, Inscore F, Sengupta A, Sperry J, Sickler T, Prugh A, Guicheteau J. Selective detection of 1000 B. anthracis spores within 15 minutes using a peptide functionalized SERS assay. Analyst 2014; 139:6366-70. [DOI: 10.1039/c4an01163e] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We developed a SERS assay that allowed selective detection of 1000 B. anthracis Ames spores in less than 15 minutes using dipicolinic acid (DPA) as a biomarker.
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Affiliation(s)
| | | | | | | | | | | | - Jay Sperry
- Department of Cell and Molecular Biology
- University of Rhode Island
- Kingston, USA
| | - Todd Sickler
- US Army Edgewood Chemical Biological Center
- , USA
| | - Amber Prugh
- US Army Edgewood Chemical Biological Center
- , USA
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13
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Chenau J, Fenaille F, Caro V, Haustant M, Diancourt L, Klee SR, Junot C, Ezan E, Goossens PL, Becher F. Identification and validation of specific markers of Bacillus anthracis spores by proteomics and genomics approaches. Mol Cell Proteomics 2013; 13:716-32. [PMID: 24379445 DOI: 10.1074/mcp.m113.032946] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Bacillus anthracis is the causative bacteria of anthrax, an acute and often fatal disease in humans. The infectious agent, the spore, represents a real bioterrorism threat and its specific identification is crucial. However, because of the high genomic relatedness within the Bacillus cereus group, it is still a real challenge to identify B. anthracis spores confidently. Mass spectrometry-based tools represent a powerful approach to the efficient discovery and identification of such protein markers. Here we undertook comparative proteomics analyses of Bacillus anthracis, cereus and thuringiensis spores to identify proteoforms unique to B. anthracis. The marker discovery pipeline developed combined peptide- and protein-centric approaches using liquid chromatography coupled to tandem mass spectrometry experiments using a high resolution/high mass accuracy LTQ-Orbitrap instrument. By combining these data with those from complementary bioinformatics approaches, we were able to highlight a dozen novel proteins consistently observed across all the investigated B. anthracis spores while being absent in B. cereus/thuringiensis spores. To further demonstrate the relevance of these markers and their strict specificity to B. anthracis, the number of strains studied was extended to 55, by including closely related strains such as B. thuringiensis 9727, and above all the B. cereus biovar anthracis CI, CA strains that possess pXO1- and pXO2-like plasmids. Under these conditions, the combination of proteomics and genomics approaches confirms the pertinence of 11 markers. Genes encoding these 11 markers are located on the chromosome, which provides additional targets complementary to the commonly used plasmid-encoded markers. Last but not least, we also report the development of a targeted liquid chromatography coupled to tandem mass spectrometry method involving the selection reaction monitoring mode for the monitoring of the 4 most suitable protein markers. Within a proof-of-concept study, we demonstrate the value of this approach for the further high throughput and specific detection of B. anthracis spores within complex samples.
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Affiliation(s)
- Jérôme Chenau
- CEA, iBiTec-S, Service de Pharmacologie et d'Immunoanalyse, 91191 Gif-sur-Yvette, France
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14
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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.
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Detection of Bacillus anthracis Spores Using Peptide Functionalized SERS-Active Substrates. ACTA ACUST UNITED AC 2012. [DOI: 10.1155/2012/176851] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The need for portable technologies that can rapidly identify biological warfare agents (BWAs) in the field remains an international priority as expressed at the 2011 Biological Weapons Convention. In recent years, the ability of surface-enhanced Raman spectroscopy (SERS) to rapidly detect various BWAs at very low concentrations has been demonstrated. However, in the specific case of Bacillus anthracis, differentiation at the species level is required since other bacilli are common in the environment, representing potential false-positive responses. To overcome this limitation, we describe the use of a peptide attached to the SERS-active metal that selectively binds Bacillus anthracis-Sterne as the target analyte. Using this approach, 109 B. anthracis-Sterne spores/mL produced an intense dipicolinic acid spectrum upon the addition of acetic acid, while the same concentration and treatment of B. cereus and B. subtilis did not.
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Ho YP, Reddy PM. Advances in mass spectrometry for the identification of pathogens. MASS SPECTROMETRY REVIEWS 2011; 30:1203-24. [PMID: 21557290 PMCID: PMC7168406 DOI: 10.1002/mas.20320] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2010] [Revised: 08/06/2010] [Accepted: 08/06/2010] [Indexed: 05/25/2023]
Abstract
Mass spectrometry (MS) has become an important technique to identify microbial biomarkers. The rapid and accurate MS identification of microorganisms without any extensive pretreatment of samples is now possible. This review summarizes MS methods that are currently utilized in microbial analyses. Affinity methods are effective to clean, enrich, and investigate microorganisms from complex matrices. Functionalized magnetic nanoparticles might concentrate traces of target microorganisms from sample solutions. Therefore, nanoparticle-based techniques have a favorable detection limit. MS coupled with various chromatographic techniques, such as liquid chromatography and capillary electrophoresis, reduces the complexity of microbial biomarkers and yields reliable results. The direct analysis of whole pathogenic microbial cells with matrix-assisted laser desorption/ionization MS without sample separation reveals specific biomarkers for taxonomy, and has the advantages of simplicity, rapidity, and high-throughput measurements. The MS detection of polymerase chain reaction (PCR)-amplified microbial nucleic acids provides an alternative to biomarker analysis. This review will conclude with some current applications of MS in the identification of pathogens.
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Affiliation(s)
- Yen-Peng Ho
- Department of Chemistry, National Dong Hwa University, Hualien 97401, Taiwan.
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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.
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Affiliation(s)
- Jérôme Chenau
- Service de Pharmacologie et d'Immunoanalyse, iBiTec-S, CEA, Gif-sur-Yvette Cedex, France
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Šedo O, Sedláček I, Zdráhal Z. Sample preparation methods for MALDI-MS profiling of bacteria. MASS SPECTROMETRY REVIEWS 2011; 30:417-434. [PMID: 21500244 DOI: 10.1002/mas.20287] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2009] [Revised: 11/15/2009] [Accepted: 11/15/2009] [Indexed: 05/30/2023]
Abstract
Direct matrix-assisted laser desorption/ionization mass spectrometry (MALDI-MS) bacterial cell or lysate analysis appears to meet all the criteria required for a rapid and reliable analytical microorganism identification and taxonomical classification tool. Few-minute analytical procedure providing information extending up to sub-species level underlines the potential of the MALDI-MS profiling in comparison with other methods employed in the field. However, the quality of MALDI-MS profiles and consequently the performance of the method are influenced by numerous factors, which involve particular steps of the sample preparation procedure. This review is aimed at advances in development and optimization of the MALDI-MS profiling methodology. Approaches improving the quality of the MALDI-MS profiles and universal feasibility of the method are discussed.
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Affiliation(s)
- Ondrej Šedo
- Department of Functional Genomics and Proteomics, Institute of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czech Republic
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Microorganism Identification Based On MALDI-TOF-MS Fingerprints. NATO SCIENCE FOR PEACE AND SECURITY SERIES A: CHEMISTRY AND BIOLOGY 2011. [DOI: 10.1007/978-90-481-9815-3_7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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Hagan NA, Lin JS, Antoine MD, Cornish TJ, Quizon RS, Collins BF, Feldman AB, Demirev PA. MALDI Mass Spectrometry for Rapid Detection and Characterization of Biological Threats. ACS SYMPOSIUM SERIES 2011. [DOI: 10.1021/bk-2011-1065.ch012] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Nathan A. Hagan
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Jeffrey S. Lin
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Miquel D. Antoine
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Timothy J. Cornish
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Rachel S. Quizon
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Bernard F. Collins
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Andrew B. Feldman
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
| | - Plamen A. Demirev
- Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723
- C&E Research, Columbia, MD 21045
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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: 77] [Impact Index Per Article: 5.5] [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.
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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
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Tabit FT, Buys E. The effects of wet heat treatment on the structural and chemical components of Bacillus sporothermodurans spores. Int J Food Microbiol 2010; 140:207-13. [DOI: 10.1016/j.ijfoodmicro.2010.03.033] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2009] [Revised: 03/12/2010] [Accepted: 03/21/2010] [Indexed: 12/01/2022]
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Nguyen J, Russell SC. Targeted proteomics approach to species-level identification of Bacillus thuringiensis spores by AP-MALDI-MS. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2010; 21:993-1001. [PMID: 20236838 DOI: 10.1016/j.jasms.2010.01.032] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2009] [Revised: 01/28/2010] [Accepted: 01/28/2010] [Indexed: 05/28/2023]
Abstract
Anthrax infections progress at a rapid pace, making rapid detection methods of utmost importance. MALDI-MS proteomics methods focused on Bacillus anthracis detection have targeted chromosomally encoded proteins, which are highly conserved between closely related species, hindering species identification. Presented here is an AP-MALDI-MS method targeting plasmid-borne proteins from Bacillus spores for species-level identification. A bioinformatics analysis revealed that 60.3% and 75.4% of tryptic peptides from plasmid-borne proteins of B. anthracis and B. thuringiensis were species-specific, respectively. Reported here is a method in which plasmid-borne delta-endotoxins were extracted directly from B. thuringiensis spores in 100 mM KOH. The pH was then adjusted to 8 and a 5-min trypsin digestion was performed on the extracted proteins. The resulting tryptic peptides were analyzed by AP-MALDI-MS/MS, which produced a definitive identification the B. thuringiensis species-specific Cry1Ab protein with a MASCOT score of 278 and expect value of 7.5 x 10(-23). This method has demonstrated the detection and identification of B. thuringiensis spores at the species level following a 5-min trypsin digestion. The challenges in applying a similar approach to the detection of plasmid-borne protein toxins from B. anthracis are also discussed.
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Affiliation(s)
- Jennifer Nguyen
- Department of Chemistry, California State University, Stanislaus, Turlock, California 95382-0299, USA
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Salimi-Moosavi H, Lee J, DeSilva B, Doellgast G. Novel approaches using alkaline or acid/guanidine treatment to eliminate therapeutic antibody interference in the measurement of total target ligand. J Pharm Biomed Anal 2010; 51:1128-33. [DOI: 10.1016/j.jpba.2009.11.021] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2009] [Revised: 11/17/2009] [Accepted: 11/23/2009] [Indexed: 10/20/2022]
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25
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Talbot SR, Russmann H, Köhne S, Niederwöhrmeier B, Grote G, Scheper T. Effects of inactivation methods on the analysis of Bacillus atrophaeusendospores using real-time PCR and MALDI-TOF-MS. Eng Life Sci 2010. [DOI: 10.1002/elsc.200800078] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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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%.
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Abstract
Matrix-assisted laser desorption/ionization-time-of-flight mass spectrometry (MALDI-TOF MS) for characterization and analysis of microorganisms, specifically bacteria, is described here as a rapid screening tool. The objective of this technique is not comprehensive protein analysis of a microorganism but rather a rapid screening of the organism and the accessible protein pattern for characterization and distinction. This method is based on the ionization of the readily accessible and easily ionizable portion of the protein profile of an organism that is often characteristic of different bacterial species. The utility of this screening approach is yet to reach its full potential but could be applied to food safety, disease outbreak monitoring in hospitals, culture stock integrity and verification, microbial forensics, or homeland security applications.
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28
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Russell SC. Microorganism characterization by single particle mass spectrometry. MASS SPECTROMETRY REVIEWS 2009; 28:376-387. [PMID: 18949817 DOI: 10.1002/mas.20198] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
In recent years a major effort by several groups has been undertaken to identify bacteria by mass spectrometry at the single cell level. The intent of this review is to highlight the recent progress made in the application of single particle mass spectrometry to the analysis of microorganisms. A large portion of the review highlights improvements in the ionization and mass analysis of bio-aerosols, or particles that contain biologically relevant molecules such as peptides or proteins. While these are not direct applications to bacteria, the results have been central to a progression toward single cell mass spectrometry. Developments in single particle matrix-assisted laser desorption/ionization (MALDI) are summarized. Recent applications of aerosol laser desorption/ionization (LDI) to the analysis of single microorganisms are highlighted. Successful applications of off-line and on-the-fly aerosol MALDI to microorganism detection are discussed. Limitations to current approaches and necessary future achievements are also addressed.
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Affiliation(s)
- Scott C Russell
- Department of Chemistry, California State University, Stanislaus, One University Circle, Turlock, CA 95382, USA.
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Fruetel JA, West JAA, Debusschere BJ, Hukari K, Lane TW, Najm HN, Ortega J, Renzi RF, Shokair I, VanderNoot VA. Identification of Viruses Using Microfluidic Protein Profiling and Bayesian Classification. Anal Chem 2008; 80:9005-12. [DOI: 10.1021/ac801342m] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | | | | | - Kyle Hukari
- Sandia National Laboratories, Livermore California 94551-0969
| | - Todd W. Lane
- Sandia National Laboratories, Livermore California 94551-0969
| | - Habib N. Najm
- Sandia National Laboratories, Livermore California 94551-0969
| | - Jose Ortega
- Sandia National Laboratories, Livermore California 94551-0969
| | - Ronald F. Renzi
- Sandia National Laboratories, Livermore California 94551-0969
| | - Isaac Shokair
- Sandia National Laboratories, Livermore California 94551-0969
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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.
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Affiliation(s)
- Plamen A Demirev
- Applied Physics Laboratory, Johns Hopkins University, Laurel, MD 20723, USA.
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McJimpsey EL, Jackson WM, Lebrilla CB, Tobias H, Bogan MJ, Gard EE, Frank M, Steele PT. Parameters contributing to efficient ion generation in aerosol MALDI mass spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2008; 19:315-324. [PMID: 18155920 DOI: 10.1016/j.jasms.2007.11.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2007] [Revised: 11/14/2007] [Accepted: 11/16/2007] [Indexed: 05/25/2023]
Abstract
The Bioaerosol Mass Spectrometry (BAMS) system was developed for the real-time detection and identification of biological aerosols using laser desorption ionization. Greater differentiation of particle types is desired; consequently MALDI techniques are being investigated. The small sample size ( approximately 1 microm3), lack of substrate, and ability to simultaneously monitor both positive and negative ions provide a unique opportunity to gain new insight into the MALDI process. Several parameters known to influence MALDI molecular ion yield and formation are investigated here in the single particle phase. A comparative study of five matrices (2,6-dihydroxyacetophenone, 2,5-dihydroxybenzoic acid, alpha-cyano-4-hydroxycinnamic acid, ferulic acid, and sinapinic acid) with a single analyte (angiotensin I) is presented and reveals effects of matrix selection, matrix-to-analyte molar ratio, and aerosol particle diameter. The strongest analyte ion signal is found at a matrix-to-analyte molar ratio of 100:1. At this ratio, the matrices yielding the least and greatest analyte molecular ion formation are ferulic acid and alpha-cyano-4-hydroxycinnamic acid, respectively. Additionally, a significant positive correlation is found between aerodynamic particle diameter and analyte molecular ion yield for all matrices. SEM imaging of select aerosol particle types reveals interesting surface morphology and structure.
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Affiliation(s)
- Erica L McJimpsey
- Department of Chemistry, University of California, Davis, Davis, California 95616, USA.
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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
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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.
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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.
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Zourob M, Elwary S, Turner A. Recent Advances in Real-time Mass Spectrometry Detection of Bacteria. PRINCIPLES OF BACTERIAL DETECTION: BIOSENSORS, RECOGNITION RECEPTORS AND MICROSYSTEMS 2008:929-954. [PMCID: PMC7121197 DOI: 10.1007/978-0-387-75113-9_36] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
The analysis of bio-aerosols poses a technology challenge, particularly when sampling and analysis are done in situ. Mass spectrometry laboratory technology has been modified to achieve quick bacteria typing of aerosols in the field. Initially, aerosol material was collected and subjected off-line to minimum sample treatment and mass spectrometry analysis. More recently, sampling and analysis were combined in a single process for the real-time analysis of bio-aerosols in the field. This chapter discusses the development of technology for the mass spectrometry of bio-aerosols, with a focus on bacteria aerosols. Merits and drawbacks of the various technologies and their typing signatures are discussed. The chapter concludes with a brief view of future developments in bio-aerosol mass spectrometry.
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Affiliation(s)
| | - Souna Elwary
- Consultant to Biophage Pharma Inc, Montreal, Canada
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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.
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GLASSMEYER SUSANT, WARE MICHAELW, SCHAEFER FRANKW, SHOEMAKER JODYA, KRYAK DAVIDD. An Improved Method for the Analysis of Cryptosporidium parvum Oocysts by Matrix-Assisted Laser Desorption/Ionization Time of Flight Mass Spectrometry. J Eukaryot Microbiol 2007; 54:479-81. [DOI: 10.1111/j.1550-7408.2007.00287.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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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.
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Affiliation(s)
- Elisangela R Castanha
- Department of Pathology, Microbiology and Immunology, University of South Carolina School of Medicine, Columbia, SC 29208, USA.
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38
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Russell SC, Czerwieniec G, Lebrilla C, Steele P, Riot V, Coffee K, Frank M, Gard EE. Achieving high detection sensitivity (14 zmol) of biomolecular ions in bioaerosol mass spectrometry. Anal Chem 2007; 77:4734-41. [PMID: 16053283 DOI: 10.1021/ac048202r] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Bioaerosol mass spectrometry (BAMS) performs single-cell analysis in real time. However, the specificity of BAMS mass signatures has been limited by low sensitivity at high masses. To increase the mass range and sensitivity of BAMS, a novel design was developed that utilizes a linear flight tube with delayed extraction and an electrostatic ion guide. This study quantifies the sensitivity limits of the novel BAMS design and evaluates the feasibility of BAMS to detect higher mass biomarkers from single cells. All experiments were carried out using MALDI aerosol particles that were nebulized from solution. Sensitivity was assessed by generating particles with decreasing amounts of analyte via serial dilutions. The amount of analyte contained within each particle was calculated based on particle size, density, and molarity of the analyte within solution. A variety of biomolecular ions were studied and signals obtained from particles containing 300 zmol of maltopentaose, 132 zmol of alpha-cyclodextrin, and 14 zmol (approximately 8400 molecules) of gramicidin S are reported. The detection of 14 zmol of gramicidin S is to the best of our knowledge a record in sensitivity for MALDI TOF-MS.
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Affiliation(s)
- Scott C Russell
- Department of Chemistry, University of California, Davis, California 95616, USA
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39
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Castanha ER, Fox A, Fox KF. Rapid discrimination of Bacillus anthracis from other members of the B. cereus group by mass and sequence of “intact” small acid soluble proteins (SASPs) using mass spectrometry. J Microbiol Methods 2006; 67:230-40. [PMID: 16730083 DOI: 10.1016/j.mimet.2006.03.024] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2006] [Accepted: 03/23/2006] [Indexed: 11/28/2022]
Abstract
The intentional contamination of buildings, e.g. anthrax in the bioterrorism attacks of 2001, demonstrated that the population can be affected rapidly and lethally if the appropriate treatment is not provided at the right time. Molecular approaches, primarily involving PCR, have proved useful in characterizing "white powders" used in these attacks as well as isolated organisms. However there is a need for a simpler approach, which does not involve temperamental reagents (e.g. enzymes and primers) which could potentially be used by first responders. It is demonstrated here that small acid-soluble proteins (SASPs), located in the core region of Bacillus spores, are reliable biomarkers for identification. The general strategy used in this study was to measure the molecular weight (MW) of an intact SASP by electrospray ionization mass spectrometry (ESI MS) followed by generation of sequence-specific information by ESI MS/MS (tandem mass spectrometry). A prominent SASP of mass 6679 was present in all B. anthracis strains. For B. cereus and B. thuringiensis strains the SASP had a mass of 6712. This represents a two amino acid substitution (serine to alanine; phenylalanine to tyrosine). The only SASP present in the B. anthracis genome consistent with this sequence is encoded by the gene ssB. This protein has a predicted mass of 6810, presumably post-translational processing leads to loss of methionine (mass 131) generating a SASP of mass 6679. This study showed that intact SASPs can be used as a biomarker for identification of B. anthracis; the protocol is simple and rapid. Extrapolation of this approach might prove important for real-time biodetection.
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Affiliation(s)
- Elisangela R Castanha
- Department of Pathology, Microbiology and Immunology, University of South Carolina School of Medicine, Columbia, SC 29208, United States.
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40
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Budowle B, Johnson MD, Fraser CM, Leighton TJ, Murch RS, Chakraborty R. Genetic analysis and attribution of microbial forensics evidence. Crit Rev Microbiol 2006; 31:233-54. [PMID: 16417203 DOI: 10.1080/10408410500304082] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Because of the availability of pathogenic microorganisms and the relatively low cost of preparing and disseminating bioweapons, there is a continuing threat of biocrime and bioterrorism. Thus, enhanced capabilities are needed that enable the full and robust forensic exploitation and interpretation of microbial evidence from acts of bioterrorism or biocrimes. To respond to the need, greater resources and efforts are being applied to the burgeoning field of microbial forensics. Microbial forensics focuses on the characterization, analysis and interpretation of evidence for attributional purposes from a bioterrorism act, biocrime, hoax or inadvertent agent release. To enhance attribution capabilities, a major component of microbial forensics is the analysis of nucleic acids to associate or eliminate putative samples. The degree that attribution can be addressed depends on the context of the case, the available knowledge of the genetics, phylogeny, and ecology of the target microorganism, and technologies applied. The types of genetic markers and features that can impact statistical inferences of microbial forensic evidence include: single nucleotide polymorphisms, repetitive sequences, insertions and deletions, mobile elements, pathogenicity islands, virulence and resistance genes, house keeping genes, structural genes, whole genome sequences, asexual and sexual reproduction, horizontal gene transfer, conjugation, transduction, lysogeny, gene conversion, recombination, gene duplication, rearrangements, and mutational hotspots. Nucleic acid based typing technologies include: PCR, real-time PCR, MLST, MLVA, whole genome sequencing, and microarrays.
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41
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Swatkoski S, Russell SC, Edwards N, Fenselau C. Rapid Chemical Digestion of Small Acid-Soluble Spore Proteins for Analysis of Bacillus Spores. Anal Chem 2005; 78:181-8. [PMID: 16383326 DOI: 10.1021/ac051521d] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A method for the rapid identification of Bacillus spores is proposed, based on the selective release and chemical digestion of small, acid-soluble spore proteins (SASPs). Microwave-assisted acid hydrolysis of SASPs from B. anthracis str. Sterne and B. subtilis str. 168 was accomplished in a single step requiring only 90 s of heating. The peptide products of the chemical digestion were identified by postsource decay sequencing with a MALDI-TOF-MS equipped with a curved-field reflectron. The specificity of the observed SASP peptides was evaluated using a cross-species sequence search. The incomplete nature of the acid digestion under these conditions allowed detection of the digest products along with the proteins from which they originated, which increased species identification confidence. The feasibility of this approach for the rapid identification of Bacillus species was further demonstrated by analyzing a mixture of B. subtilis str. 168 and B. anthracis str. Sterne spores.
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Affiliation(s)
- Stephen Swatkoski
- Department of Chemistry & Biochemistry, University of Maryland, College Park, Maryland 20742, USA
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42
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Demirev PA, Feldman AB, Kowalski P, Lin JS. Top-Down Proteomics for Rapid Identification of Intact Microorganisms. Anal Chem 2005; 77:7455-61. [PMID: 16285700 DOI: 10.1021/ac051419g] [Citation(s) in RCA: 87] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We apply MALDI-TOF/TOF mass spectrometry for the rapid and high-confidence identification of intact Bacillus spore species. In this method, fragment ion spectra of whole (undigested) protein biomarkers are obtained without the need for biomarker prefractionation, digestion, separation, and cleanup. Laser-induced dissociation (unimolecular decay) of higher mass (>5 kDa) precursor ions in the first TOF analyzer is followed by reacceleration and subsequent high-resolution mass analysis of the resulting sequence-specific fragments in a reflectron TOF analyzer. In-house-developed software compares an experimental MS/MS spectrum with in silico-generated tandem mass spectra from all protein sequences, contained in a proteome database, with masses within a preset range around the precursor ion mass. A p-value, the probability that the observed matches between experimental and in silico-generated fragments occur by chance, is computed and used to rank the database proteins to identify the most plausible precursor protein. By inference, the source microorganism is then identified on the basis of the identification of individual, unique protein biomarker(s). As an example, intact Bacillus atrophaeus and Bacillus cereus spores, either pure or in mixtures, were unambiguously identified by this method after fragmenting and identifying individual small, acid-soluble spore proteins that are specific for each species. Factors such as experimental mass accuracy and number of detected fragment ions, precursor ion charge state, and sequence-specific fragmentation have been evaluated with the objective of extending the approach to other microorganisms. MALDI-TOF/TOF-MS in a lab setting is an efficient tool for in situ confirmation/verification of initial microorganism identification.
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Affiliation(s)
- Plamen A Demirev
- Johns Hopkins University Applied Physics Laboratory, Laurel, Maryland 20723, USA.
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43
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Wunschel DS, Hill EA, McLean JS, Jarman K, Gorby YA, Valentine N, Wahl K. Effects of varied pH, growth rate and temperature using controlled fermentation and batch culture on matrix assisted laser desorption/ionization whole cell protein fingerprints. J Microbiol Methods 2005; 62:259-71. [PMID: 15979749 DOI: 10.1016/j.mimet.2005.04.033] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2004] [Revised: 02/26/2005] [Accepted: 04/04/2005] [Indexed: 10/25/2022]
Abstract
Rapid identification of microorganisms using matrix assisted laser desorption/ionization (MALDI) is a rapidly growing area of research due to the minimal sample preparation, speed of analysis and broad applicability of the technique. This approach relies on expressed biochemical markers, often proteins, to identify microorganisms. Therefore, variations in culture conditions that affect protein expression may limit the ability of MALDI-MS to correctly identify an organism. We have expanded our efforts to investigate the effects of culture conditions on MALDI-MS signatures to specifically examine the effects of pH, growth rate and temperature. Continuous cultures maintained in bioreactors were used to maintain specific growth rates and pH for E. coli HB 101. Despite measurable morphological differences between growth conditions, the MALDI-MS data associated each culture with the appropriate library entry (E. coli HB 101 generated using batch culture on a LB media), independent of pH or growth rate. The lone exception was for a biofilm sample collected from one of the reactors which had no appreciable degree of association with the correct library entry. Within the data set for planktonic organisms, variations in growth rate created the largest variation between fingerprints. The effect of varying growth temperature on Y. enterocolitica was also examined. While the anticipated effects on phenotype were observed, the MALDI-MS technique provided the proper identification.
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Affiliation(s)
- David S Wunschel
- Analytical Chemistry, Pacific Northwest National Laboratory, MS P8-08, PO Box 999, Richland WA 99352, USA.
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44
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Plomp M, Leighton TJ, Wheeler KE, Malkin AJ. Architecture and high-resolution structure of Bacillus thuringiensis and Bacillus cereus spore coat surfaces. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2005; 21:7892-8. [PMID: 16089397 DOI: 10.1021/la050412r] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
We have utilized atomic force microscopy (AFM) to visualize the native surface topography and ultrastructure of Bacillus thuringiensis and Bacillus cereus spores in water and in air. AFM was able to resolve the nanostructure of the exosporium and three distinctive classes of appendages. Removal of the exosporium exposed either a hexagonal honeycomb layer (B. thuringiensis) or a rodlet outer spore coat layer (B. cereus). Removal of the rodlet structure from B. cereus spores revealed an underlying honeycomb layer similar to that observed with B. thuringiensis spores. The periodicity of the rodlet structure on the outer spore coat of B. cereus was approximately 8 nm, and the length of the rodlets was limited to the cross-patched domain structure of this layer to approximately 200 nm. The lattice constant of the honeycomb structures was approximately 9 nm for both B. cereus and B. thuringiensis spores. Both honeycomb structures were composed of multiple, disoriented domains with distinct boundaries. Our results demonstrate that variations in storage and preparation procedures result in architectural changes in individual spore surfaces, which establish AFM as a useful tool for evaluation of preparation and processing "fingerprints" of bacterial spores. These results establish that high-resolution AFM has the capacity to reveal species-specific assembly and nanometer scale structure of spore surfaces. These species-specific spore surface structural variations are correlated with sequence divergences in a spore core structural protein SspE.
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Affiliation(s)
- Marco Plomp
- BioSecurity and NanoSciences Laboratory, Department of Chemistry and Materials Science, Lawrence Livermore National Laboratory, L-234, Livermore, California 94551, USA
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45
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Fagerquist CK, Miller WG, Harden LA, Bates AH, Vensel WH, Wang G, Mandrell RE. Genomic and Proteomic Identification of a DNA-Binding Protein Used in the “Fingerprinting” ofCampylobacterSpecies and Strains by MALDI-TOF-MS Protein Biomarker Analysis. Anal Chem 2005; 77:4897-907. [PMID: 16053303 DOI: 10.1021/ac040193z] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We have identified a prominent approximately 10-kDa protein biomarker observed in the matrix-assisted laser desorption/ionization time-of-flight mass spectra (MALDI-TOF-MS) of cell lysates of five thermophilic species of Campylobacter: jejuni, coli, lari, upsaliensis, and helveticus. The biomarker was unambiguously identified by genomic and proteomic sequencing as a DNA-binding protein HU. We report the amino acid sequence of HU as determined by sequencing the hup gene of four species (12 strains): C. jejuni (2), C. coli (4), C. upsaliensis (4) and C. lari(2). Confirmation of the amino acid sequence was obtained by nanoflow high-performance liquid chromatography-tandem mass spectrometry of the tryptic peptides of the extracted/digested HU protein. Protein identification was also confirmed by comparison of the molecular weight (MW) predicted from the hup gene and the MW of HU as measured by high-resolution mass spectrometry. We found the HU protein to be particularly useful as a biomarker in that it strongly ionizes by MALDI and its MW varies between species and among strains within a species. Intra- and interspecies variation of the HU MW is due to changes in the amino acid sequence of the HU protein and not due to co- or posttranslational modifications. The strong ionization efficiency of HU by MALDI is likely due, in part, to four lysine residues clustered at the carboxyl end of the protein. We also report identification of the HU protein biomarker for a C. helveticus strain, whose hup gene was not sequenced, but whose HU amino acid sequence was partially conserved in C. upsaliensis strains. We have also tentatively assigned a approximately 10.5-kDa protein biomarker of a C. concisus strain as an HU protein.
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Affiliation(s)
- Clifton K Fagerquist
- Western Regional Research Service, Agricultural Research Service, U.S. Department of Agriculture, Albany, California 94710, USA.
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46
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Abstract
A procedure for learning a probabilistic model from mass spectrometry data that accounts for domain specific noise and mitigates the complexity of Bayesian structure learning is presented. We evaluate the algorithm by applying the learned probabilistic model to microorganism detection from mass spectrometry data.
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Affiliation(s)
- Anshu Saksena
- The Johns Hopkins University, Applied Physics Laboratory, Laurel, MD 20723, USA.
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47
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Cornish TJ, Antoine MD, Ecelberger SA, Demirev PA. Arrayed Time-of-Flight Mass Spectrometry for Time-Critical Detection of Hazardous Agents. Anal Chem 2005; 77:3954-9. [PMID: 15987096 DOI: 10.1021/ac0500939] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The design and operation of an arrayed time-of-flight (TOF) mass spectrometer for simultaneous data acquisition from multiple samples is described. Versions of the instrument employ sets of two or four linear or reflectron mass analyzers. They are housed in the same vacuum chamber and utilize the same laser for ion desorption. Instrument performance is illustrated in the example of a two-linear-mass-analyzer array using MALDI-MS for mixtures of commercially available proteins as well as intact microorganisms. We also describe the properties of a novel short delay time (<170 ns) pulsed extraction method for linear TOF analyzers. This configuration allows uniform resolution improvements to be achieved in a wide m/z range. In addition, we present multiplexed sample preparation methods, using different reagents prior to mass analysis in the arrayed system, to increase the overall sensitivity of the MS method and to allow wider and more efficient detection across the entire range of potentially hazardous agents. In addition to the multifold increase in data collection rates, arrayed TOF-MS configurations provide a high degree of redundancy, critical for rapid, high confidence agent identification as well as for reduction in false alarm rates.
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Affiliation(s)
- Timothy J Cornish
- Applied Physics Laboratory, Johns Hopkins University, Mailstop 2-217, 11100 Johns Hopkins Road, Laurel, Maryland 20723-6099, USA.
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48
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Pribil PA, Patton E, Black G, Doroshenko V, Fenselau C. Rapid characterization of Bacillus spores targeting species-unique peptides produced with an atmospheric pressure matrix-assisted laser desorption/ionization source. JOURNAL OF MASS SPECTROMETRY : JMS 2005; 40:464-474. [PMID: 15712356 DOI: 10.1002/jms.816] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
New and improved strategies are eagerly sought for the rapid identification of microorganisms, particularly in mixtures. Mass spectrometry remains a powerful tool for this purpose. Small acid-soluble proteins (SASPs), which are relatively abundant in Bacillus spores, represent potential biomarkers for species characterization. Despite sharing extensive sequence homology, these proteins differ sufficiently in sequence for discrimination between species. This work focuses on the differences in sequence between SASPs from various Bacillus species. Compilation of SASP sequences from protein database searches, followed by in silico trypsin digestion and analysis of the resulting fragments, identified several species-specific peptides that could be targeted for analysis using mass spectrometry. This strategy was tested and found to be successful in the characterization of Bacillus spores both from individual species and in mixtures. Analysis was performed using an ion trap mass spectrometer with an atmospheric pressure MALDI source. This instrumentation offers the advantage of increased speed of analysis and accurate precursor ion selection for tandem mass spectrometric analysis compared with vacuum matrix-assisted laser desorption/ionization and time-of-flight instruments. The identification and targeting of species-specific peptides using this type of instrumentation offers a rapid, efficient strategy for the identification of Bacillus spores and can potentially be applied to different microorganisms.
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Affiliation(s)
- Patrick A Pribil
- Department of Chemistry and Biochemistry, University of Maryland, College Park, Maryland 20742, USA.
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49
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Czerwieniec GA, Russell SC, Tobias HJ, Pitesky ME, Fergenson DP, Steele P, Srivastava A, Horn JM, Frank M, Gard EE, Lebrilla CB. Stable Isotope Labeling of Entire Bacillus atrophaeus Spores and Vegetative Cells Using Bioaerosol Mass Spectrometry. Anal Chem 2005; 77:1081-7. [PMID: 15858989 DOI: 10.1021/ac0488098] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Single vegetative cells and spores of Bacillus atrophaeus, formerly Bacillus subtilis var. niger, were analyzed using bioaerosol mass spectrometry. Key biomarkers were identified from organisms grown in 13C and 15N isotopically enriched media. Spore spectra contain peaks from dicipolinate and amino acids. The results indicate that compounds observed in the spectra correspond to material from the spore's core and not the exosporium. Standard compounds and mixtures were analyzed for comparison. The biomarkers for vegetative cells were clearly different from those of the spores, consisting mainly of phosphate clusters and amino acid fragments.
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Affiliation(s)
- Gregg A Czerwieniec
- Department of Chemistry, University of California, Davis, California 95616, USA
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50
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Verberkmoes NC, Hervey WJ, Shah M, Land M, Hauser L, Larimer FW, Van Berkel GJ, Goeringer DE. Evaluation of “Shotgun” Proteomics for Identification of Biological Threat Agents in Complex Environmental Matrixes: Experimental Simulations. Anal Chem 2005; 77:923-32. [PMID: 15679362 DOI: 10.1021/ac049127n] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
There is currently a great need for rapid detection and positive identification of biological threat agents, as well as microbial species in general, directly from complex environmental samples. This need is most urgent in the area of homeland security, but also extends into medical, environmental, and agricultural sciences. Mass-spectrometry-based analysis is one of the leading technologies in the field with a diversity of different methodologies for biothreat detection. Over the past few years, "shotgun"proteomics has become one method of choice for the rapid analysis of complex protein mixtures by mass spectrometry. Recently, it was demonstrated that this methodology is capable of distinguishing a target species against a large database of background species from a single-component sample or dual-component mixtures with relatively the same concentration. Here, we examine the potential of shotgun proteomics to analyze a target species in a background of four contaminant species. We tested the capability of a common commercial mass-spectrometry-based shotgun proteomics platform for the detection of the target species (Escherichia coli) at four different concentrations and four different time points of analysis. We also tested the effect of database size on positive identification of the four microbes used in this study by testing a small (13-species) database and a large (261-species) database. The results clearly indicated that this technology could easily identify the target species at 20% in the background mixture at a 60, 120, 180, or 240 min analysis time with the small database. The results also indicated that the target species could easily be identified at 20% or 6% but could not be identified at 0.6% or 0.06% in either a 240 min analysis or a 30 h analysis with the small database. The effects of the large database were severe on the target species where detection above the background at any concentration used in this study was impossible, though the three other microbes used in this study were clearly identified above the background when analyzed with the large database. This study points to the potential application of this technology for biological threat agent detection but highlights many areas of needed research before the technology will be useful in real world samples.
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Affiliation(s)
- Nathan C Verberkmoes
- Graduate School of Genome Science and Technology, University of Tennessee--Oak Ridge National Laboratory, 1060 Commerce Park, Oak Ridge, TN 37830-8026, USA
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