1
|
Yang TL, Chen CW, Bakar NHA, Pan PC, Cheng PH, Chen YC. Enrichment and characterization of foodborne fungal spores by ferric ion-based surface-assisted laser desorption/ionization mass spectrometry. Food Chem 2024; 467:142301. [PMID: 39647381 DOI: 10.1016/j.foodchem.2024.142301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 11/18/2024] [Accepted: 11/29/2024] [Indexed: 12/10/2024]
Abstract
We developed a novel surface-assisted laser desorption/ionization mass spectrometry (SALDI-MS) method to detect fungal spores, which is a critical concern in food safety. A combination of Fe3+ and trifluoroacetic acid (TFA) was initially confirmed as an effective light absorber, facilitating the desorption and ionization of small organics in SALDI-MS. This approach was then successfully applied to the analysis of small organics derived from Aspergillus niger, aflatoxigenic Aspergillus flavus, and non-aflatoxigenic A. flavus, enabling the differentiation of closely related species and strains. Additionally, Fe3+ and Gd3+ were used as magnetic probes to trap and concentrate spores from sample solutions, and TFA-mediated lysis and SALDI-MS analysis were performed. We demonstrated that the proposed method can be used to trap trace amounts of fungal spores in a peanut extract and complement Fe3+-SALDI MS analysis. The limit of detection of the method against fungal spores was as low as ∼104 spores mL-1.
Collapse
Affiliation(s)
- Tzu-Ling Yang
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Chih-Wei Chen
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | | | - Pin-Chen Pan
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Po-Hung Cheng
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Yu-Chie Chen
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan; International College of Semiconductor Technology, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan.
| |
Collapse
|
2
|
Alves G, Ogurtsov AY, Porterfield H, Maity T, Jenkins LM, Sacks DB, Yu YK. Multiplexing the Identification of Microorganisms via Tandem Mass Tag Labeling Augmented by Interference Removal through a Novel Modification of the Expectation Maximization Algorithm. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2024; 35:1138-1155. [PMID: 38740383 PMCID: PMC11157548 DOI: 10.1021/jasms.3c00445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 04/12/2024] [Accepted: 04/17/2024] [Indexed: 05/16/2024]
Abstract
Having fast, accurate, and broad spectrum methods for the identification of microorganisms is of paramount importance to public health, research, and safety. Bottom-up mass spectrometer-based proteomics has emerged as an effective tool for the accurate identification of microorganisms from microbial isolates. However, one major hurdle that limits the deployment of this tool for routine clinical diagnosis, and other areas of research such as culturomics, is the instrument time required for the mass spectrometer to analyze a single sample, which can take ∼1 h per sample, when using mass spectrometers that are presently used in most institutes. To address this issue, in this study, we employed, for the first time, tandem mass tags (TMTs) in multiplex identifications of microorganisms from multiple TMT-labeled samples in one MS/MS experiment. A difficulty encountered when using TMT labeling is the presence of interference in the measured intensities of TMT reporter ions. To correct for interference, we employed in the proposed method a modified version of the expectation maximization (EM) algorithm that redistributes the signal from ion interference back to the correct TMT-labeled samples. We have evaluated the sensitivity and specificity of the proposed method using 94 MS/MS experiments (covering a broad range of protein concentration ratios across TMT-labeled channels and experimental parameters), containing a total of 1931 true positive TMT-labeled channels and 317 true negative TMT-labeled channels. The results of the evaluation show that the proposed method has an identification sensitivity of 93-97% and a specificity of 100% at the species level. Furthermore, as a proof of concept, using an in-house-generated data set composed of some of the most common urinary tract pathogens, we demonstrated that by using the proposed method the mass spectrometer time required per sample, using a 1 h LC-MS/MS run, can be reduced to 10 and 6 min when samples are labeled with TMT-6 and TMT-10, respectively. The proposed method can also be used along with Orbitrap mass spectrometers that have faster MS/MS acquisition rates, like the recently released Orbitrap Astral mass spectrometer, to further reduce the mass spectrometer time required per sample.
Collapse
Affiliation(s)
- Gelio Alves
- National
Center for Biotechnology Information, National Library of Medicine,
National Institutes of Health, Bethesda, Maryland 20894, United States
| | - Aleksey Y. Ogurtsov
- National
Center for Biotechnology Information, National Library of Medicine,
National Institutes of Health, Bethesda, Maryland 20894, United States
| | - Harry Porterfield
- Department
of Laboratory Medicine, Clinical Center, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Tapan Maity
- Laboratory
of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Lisa M. Jenkins
- Laboratory
of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - David B. Sacks
- Department
of Laboratory Medicine, Clinical Center, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Yi-Kuo Yu
- National
Center for Biotechnology Information, National Library of Medicine,
National Institutes of Health, Bethesda, Maryland 20894, United States
| |
Collapse
|
3
|
Ma WH, Chang CC, Lin TS, Chen YC. Distinguishing methicillin-resistant Staphylococcus aureus from methicillin-sensitive strains by combining Fe 3O 4 magnetic nanoparticle-based affinity mass spectrometry with a machine learning strategy. Mikrochim Acta 2024; 191:273. [PMID: 38635063 PMCID: PMC11026280 DOI: 10.1007/s00604-024-06342-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 03/30/2024] [Indexed: 04/19/2024]
Abstract
Pathogenic bacteria, including drug-resistant variants such as methicillin-resistant Staphylococcus aureus (MRSA), can cause severe infections in the human body. Early detection of MRSA is essential for clinical diagnosis and proper treatment, considering the distinct therapeutic strategies for methicillin-sensitive S. aureus (MSSA) and MRSA infections. However, the similarities between MRSA and MSSA properties present a challenge in promptly and accurately distinguishing between them. This work introduces an approach to differentiate MRSA from MSSA utilizing matrix-assisted laser desorption ionization mass spectrometry (MALDI-MS) in conjunction with a neural network-based classification model. Four distinct strains of S. aureus were utilized, comprising three MSSA strains and one MRSA strain. The classification accuracy of our model ranges from ~ 92 to ~ 97% for each strain. We used deep SHapley Additive exPlanations to reveal the unique feature peaks for each bacterial strain. Furthermore, Fe3O4 MNPs were used as affinity probes for sample enrichment to eliminate the overnight culture and reduce the time in sample preparation. The limit of detection of the MNP-based affinity approach toward S. aureus combined with our machine learning strategy was as low as ~ 8 × 103 CFU mL-1. The feasibility of using the current approach for the identification of S. aureus in juice samples was also demonstrated.
Collapse
Affiliation(s)
- Wei-Hsiang Ma
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
| | - Che-Chia Chang
- Department of Applied Mathematics, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
- Institute of Artificial Intelligence Innovation, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan
| | - Te-Sheng Lin
- Department of Applied Mathematics, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
- National Center for Theoretical Sciences, National Taiwan University, Taipei, 10617, Taiwan.
| | - Yu-Chie Chen
- Department of Applied Chemistry, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
- International College of Semiconductor Technology, National Yang Ming Chiao Tung University, Hsinchu, 300, Taiwan.
| |
Collapse
|
4
|
Pan M, Zhao Y, Qiao J, Meng X. Electrochemical biosensors for pathogenic microorganisms detection based on recognition elements. Folia Microbiol (Praha) 2024; 69:283-304. [PMID: 38367165 DOI: 10.1007/s12223-024-01144-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 01/29/2024] [Indexed: 02/19/2024]
Abstract
The worldwide spread of pathogenic microorganisms poses a significant risk to human health. Electrochemical biosensors have emerged as dependable analytical tools for the point-of-care detection of pathogens and can effectively compensate for the limitations of conventional techniques. Real-time analysis, high throughput, portability, and rapidity make them pioneering tools for on-site detection of pathogens. Herein, this work comprehensively reviews the recent advances in electrochemical biosensors for pathogen detection, focusing on those based on the classification of recognition elements, and summarizes their principles, current challenges, and prospects. This review was conducted by a systematic search of PubMed and Web of Science databases to obtain relevant literature and construct a basic framework. A total of 171 publications were included after online screening and data extraction to obtain information of the research advances in electrochemical biosensors for pathogen detection. According to the findings, the research of electrochemical biosensors in pathogen detection has been increasing yearly in the past 3 years, which has a broad development prospect, but most of the biosensors have performance or economic limitations and are still in the primary stage. Therefore, significant research and funding are required to fuel the rapid development of electrochemical biosensors. The overview comprehensively evaluates the recent advances in different types of electrochemical biosensors utilized in pathogen detection, with a view to providing insights into future research directions in biosensors.
Collapse
Affiliation(s)
- Mengting Pan
- School of Medical Laboratory, Weifang Medical University, Weifang, 261053, Shandong, China
| | - Yurui Zhao
- School of Medical Laboratory, Weifang Medical University, Weifang, 261053, Shandong, China
| | - Jinjuan Qiao
- School of Medical Laboratory, Weifang Medical University, Weifang, 261053, Shandong, China
| | - Xiangying Meng
- School of Medical Laboratory, Weifang Medical University, Weifang, 261053, Shandong, China.
| |
Collapse
|
5
|
Yuan Q, Gu B, Liu W, Wen X, Wang J, Tang J, Usman M, Liu S, Tang Y, Wang L. Rapid discrimination of four Salmonella enterica serovars: A performance comparison between benchtop and handheld Raman spectrometers. J Cell Mol Med 2024; 28:e18292. [PMID: 38652116 PMCID: PMC11037414 DOI: 10.1111/jcmm.18292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 03/18/2024] [Accepted: 03/25/2024] [Indexed: 04/25/2024] Open
Abstract
Foodborne illnesses, particularly those caused by Salmonella enterica with its extensive array of over 2600 serovars, present a significant public health challenge. Therefore, prompt and precise identification of S. enterica serovars is essential for clinical relevance, which facilitates the understanding of S. enterica transmission routes and the determination of outbreak sources. Classical serotyping methods via molecular subtyping and genomic markers currently suffer from various limitations, such as labour intensiveness, time consumption, etc. Therefore, there is a pressing need to develop new diagnostic techniques. Surface-enhanced Raman spectroscopy (SERS) is a non-invasive diagnostic technique that can generate Raman spectra, based on which rapid and accurate discrimination of bacterial pathogens could be achieved. To generate SERS spectra, a Raman spectrometer is needed to detect and collect signals, which are divided into two types: the expensive benchtop spectrometer and the inexpensive handheld spectrometer. In this study, we compared the performance of two Raman spectrometers to discriminate four closely associated S. enterica serovars, that is, S. enterica subsp. enterica serovar dublin, enteritidis, typhi and typhimurium. Six machine learning algorithms were applied to analyse these SERS spectra. The support vector machine (SVM) model showed the highest accuracy for both handheld (99.97%) and benchtop (99.38%) Raman spectrometers. This study demonstrated that handheld Raman spectrometers achieved similar prediction accuracy as benchtop spectrometers when combined with machine learning models, providing an effective solution for rapid, accurate and cost-effective identification of closely associated S. enterica serovars.
Collapse
Affiliation(s)
- Quan Yuan
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
| | - Bin Gu
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
| | - Wei Liu
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
| | - Xin‐Ru Wen
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
| | - Ji‐Liang Wang
- Department of Laboratory MedicineShengli Oilfield Central HospitalDongyingChina
| | - Jia‐Wei Tang
- Laboratory Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Muhammad Usman
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
| | - Su‐Ling Liu
- Laboratory Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
| | - Yu‐Rong Tang
- Department of Laboratory MedicineShengli Oilfield Central HospitalDongyingChina
| | - Liang Wang
- School of Medical Informatics and EngineeringXuzhou Medical UniversityXuzhouChina
- Laboratory Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences)Southern Medical UniversityGuangzhouChina
- Division of Microbiology and Immunology, School of Biomedical SciencesThe University of Western AustraliaCrawleyWestern AustraliaAustralia
- School of Agriculture and Food SustainabilityUniversity of QueenslandBrisbaneQueenslandAustralia
- Centre for Precision Health, School of Medical and Health SciencesEdith Cowan UniversityPerthWestern AustraliaAustralia
| |
Collapse
|
6
|
Iyengar SN, Robinson JP. Spectral analysis and sorting of microbial organisms using a spectral sorter. Methods Cell Biol 2024; 186:189-212. [PMID: 38705599 DOI: 10.1016/bs.mcb.2024.02.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
This chapter discusses the problems related to the application of conventional flow cytometers to microbiology. To address some of those limitations, the concept of spectral flow cytometry is introduced and the advantages over conventional flow cytometry for bacterial sorting are presented. We demonstrate by using ThermoFisher's Bigfoot spectral sorter where the spectral signatures of different stains for staining bacteria are demonstrated with an example of performing unmixing on spectral datasets. In addition to the Bigfoot's spectral analysis, the special biosafety features of this instrument are discussed. Utilizing these biosafety features, the sorting and patterning at the single cell level is optimized using non-pathogenic bacteria. Finally, the chapter is concluded by presenting a novel, label free, non-destructive, and rapid phenotypic method called Elastic Light Scattering (ELS) technology for identification of the patterned bacterial cells based on their unique colony scatter patterns.
Collapse
Affiliation(s)
- Sharath Narayana Iyengar
- Department of Basic Medical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN, United States
| | - J Paul Robinson
- Department of Basic Medical Sciences, College of Veterinary Medicine, Purdue University, West Lafayette, IN, United States; Weldon School of Biomedical Engineering, College of Engineering, Purdue University, West Lafayette, IN, United States.
| |
Collapse
|
7
|
Peng J, Sun J, Yang MI, Gibson RM, Arts EJ, Olabode AS, Poon AFY, Wang X, Wheeler AR, Edwards EA, Peng H. Early Warning Measurement of SARS-CoV-2 Variants of Concern in Wastewaters by Mass Spectrometry. ENVIRONMENTAL SCIENCE & TECHNOLOGY LETTERS 2022; 9:638-644. [PMID: 37552744 PMCID: PMC9236213 DOI: 10.1021/acs.estlett.2c00280] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 06/07/2022] [Accepted: 06/15/2022] [Indexed: 05/24/2023]
Abstract
Wastewater surveillance has rapidly emerged as an early warning tool to track COVID-19. However, the early warning measurement of new SARS-CoV-2 variants of concern (VOCs) in wastewaters remains a major challenge. We herein report a rapid analytical strategy for quantitative measurement of VOCs, which couples nested polymerase chain reaction and liquid chromatography-mass spectrometry (nPCR-LC-MS). This method showed a greater selectivity than the current allele-specific quantitative PCR (AS-qPCR) for tracking new VOC and allowed the detection of multiple signature mutations in a single measurement. By measuring the Omicron variant in wastewaters across nine Ontario wastewater treatment plants serving over a three million population, the nPCR-LC-MS method demonstrated a better quantification accuracy than next-generation sequencing (NGS), particularly at the early stage of community spreading of Omicron. This work addresses a major challenge for current SARS-CoV-2 wastewater surveillance by rapidly and accurately measuring VOCs in wastewaters for early warning.
Collapse
Affiliation(s)
- Jiaxi Peng
- Department of Chemistry, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
- Donnelly Centre for Cellular and Biomolecular
Research, University of Toronto, 160 College Street, Toronto,
Ontario M5S 3E1, Canada
- Institute of Biomedical Engineering,
University of Toronto, 164 College Street, Toronto, Ontario
M5S 3G9, Canada
| | - Jianxian Sun
- Department of Chemistry, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
| | - Minqing Ivy Yang
- Department of Chemical Engineering and Applied
Chemistry, University of Toronto, 200 College Street, Toronto,
Ontario M5S 3E5, Canada
| | - Richard M. Gibson
- Department of Microbiology and Immunology,
Western University, 1151 Richmond Street, London, Ontario N6A
5C1, Canada
| | - Eric J. Arts
- Department of Microbiology and Immunology,
Western University, 1151 Richmond Street, London, Ontario N6A
5C1, Canada
| | - Abayomi S. Olabode
- Department of Microbiology and Immunology,
Western University, 1151 Richmond Street, London, Ontario N6A
5C1, Canada
| | - Art F. Y. Poon
- Department of Microbiology and Immunology,
Western University, 1151 Richmond Street, London, Ontario N6A
5C1, Canada
| | - Xianyao Wang
- Department of Chemistry, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
| | - Aaron R. Wheeler
- Department of Chemistry, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
- Donnelly Centre for Cellular and Biomolecular
Research, University of Toronto, 160 College Street, Toronto,
Ontario M5S 3E1, Canada
- Institute of Biomedical Engineering,
University of Toronto, 164 College Street, Toronto, Ontario
M5S 3G9, Canada
| | - Elizabeth A. Edwards
- Department of Chemical Engineering and Applied
Chemistry, University of Toronto, 200 College Street, Toronto,
Ontario M5S 3E5, Canada
| | - Hui Peng
- Department of Chemistry, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
- School of the Environment, University of
Toronto, 80 St George Street, Toronto, Ontario M5S 3H6,
Canada
| |
Collapse
|
8
|
Park JH, Cho YW, Kim TH. Recent Advances in Surface Plasmon Resonance Sensors for Sensitive Optical Detection of Pathogens. BIOSENSORS 2022; 12:180. [PMID: 35323450 PMCID: PMC8946561 DOI: 10.3390/bios12030180] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/09/2022] [Accepted: 03/11/2022] [Indexed: 05/06/2023]
Abstract
The advancement of science and technology has led to the recent development of highly sensitive pathogen biosensing techniques. The effective treatment of pathogen infections requires sensing technologies to not only be sensitive but also render results in real-time. This review thus summarises the recent advances in optical surface plasmon resonance (SPR) sensor technology, which possesses the aforementioned advantages. Specifically, this technology allows for the detection of specific pathogens by applying nano-sized materials. This review focuses on various nanomaterials that are used to ensure the performance and high selectivity of SPR sensors. This review will undoubtedly accelerate the development of optical biosensing technology, thus allowing for real-time diagnosis and the timely delivery of appropriate treatments as well as preventing the spread of highly contagious pathogens.
Collapse
Affiliation(s)
| | | | - Tae-Hyung Kim
- School of Integrative Engineering, Chung-Ang University, 84 Heukseuk-ro, Dongjak-gu, Seoul 06974, Korea; (J.-H.P.); (Y.-W.C.)
| |
Collapse
|
9
|
Garza KY, Silva AAR, Rosa JR, Keating MF, Povilaitis SC, Spradlin M, Sanches PHG, Varão Moura A, Marrero Gutierrez J, Lin JQ, Zhang J, DeHoog RJ, Bensussan A, Badal S, Cardoso de Oliveira D, Dias Garcia PH, Dias de Oliveira Negrini L, Antonio MA, Canevari TC, Eberlin MN, Tibshirani R, Eberlin LS, Porcari AM. Rapid Screening of COVID-19 Directly from Clinical Nasopharyngeal Swabs Using the MasSpec Pen. Anal Chem 2021; 93:12582-12593. [PMID: 34432430 PMCID: PMC8409149 DOI: 10.1021/acs.analchem.1c01937] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 08/06/2021] [Indexed: 12/25/2022]
Abstract
The outbreak of COVID-19 has created an unprecedent global crisis. While the polymerase chain reaction (PCR) is the gold standard method for detecting active SARS-CoV-2 infection, alternative high-throughput diagnostic tests are of a significant value to meet universal testing demands. Here, we describe a new design of the MasSpec Pen technology integrated to electrospray ionization (ESI) for direct analysis of clinical swabs and investigate its use for COVID-19 screening. The redesigned MasSpec Pen system incorporates a disposable sampling device refined for uniform and efficient analysis of swab tips via liquid extraction directly coupled to an ESI source. Using this system, we analyzed nasopharyngeal swabs from 244 individuals including symptomatic COVID-19 positive, symptomatic negative, and asymptomatic negative individuals, enabling rapid detection of rich lipid profiles. Two statistical classifiers were generated based on the lipid information acquired. Classifier 1 was built to distinguish symptomatic PCR-positive from asymptomatic PCR-negative individuals, yielding a cross-validation accuracy of 83.5%, sensitivity of 76.6%, and specificity of 86.6%, and validation set accuracy of 89.6%, sensitivity of 100%, and specificity of 85.3%. Classifier 2 was built to distinguish symptomatic PCR-positive patients from negative individuals including symptomatic PCR-negative patients with moderate to severe symptoms and asymptomatic individuals, yielding a cross-validation accuracy of 78.4%, specificity of 77.21%, and sensitivity of 81.8%. Collectively, this study suggests that the lipid profiles detected directly from nasopharyngeal swabs using MasSpec Pen-ESI mass spectrometry (MS) allow fast (under a minute) screening of the COVID-19 disease using minimal operating steps and no specialized reagents, thus representing a promising alternative high-throughput method for screening of COVID-19.
Collapse
Affiliation(s)
- Kyana Y. Garza
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Alex Ap. Rosini Silva
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - Jonas R. Rosa
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - Michael F. Keating
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Sydney C. Povilaitis
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Meredith Spradlin
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Pedro H. Godoy Sanches
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - Alexandre Varão Moura
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - Junier Marrero Gutierrez
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - John Q. Lin
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Jialing Zhang
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Rachel J. DeHoog
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Alena Bensussan
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Sunil Badal
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Danilo Cardoso de Oliveira
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | - Pedro Henrique Dias Garcia
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| | | | - Marcia Ap. Antonio
- Integrated Unit of Pharmacology and
Gastroenterology, UNIFAG, Bragança Paulista, Sao Paulo 12916-900,
Brazil
| | - Thiago C. Canevari
- School of Material Engineering and Nanotechnology,
MackMass Laboratory, Mackenzie Presbyterian University,
São Paulo, SP 01302-907, Brazil
| | - Marcos N. Eberlin
- School of Material Engineering and Nanotechnology,
MackMass Laboratory, Mackenzie Presbyterian University,
São Paulo, SP 01302-907, Brazil
| | - Robert Tibshirani
- Department of Biomedical Data Science, Stanford
University, Stanford, California 94305, United
States
| | - Livia S. Eberlin
- Department of Chemistry, The University
of Texas at Austin, Austin, Texas 78712, United
States
| | - Andreia M. Porcari
- MS4Life Laboratory of Mass Spectrometry, Health
Sciences Postgraduate Program, São Francisco University,
Bragança Paulista, São Paulo 12916-900, Brazil
| |
Collapse
|
10
|
Cheon DH, Lee S, Yang WS, Hwang S, Jang H, Kim MJ, Baek JH. Optimization of a lysis method to isolate periplasmic proteins from Gram-negative bacteria for clinical mass spectrometry. Proteomics Clin Appl 2021; 15:e2100044. [PMID: 34370896 DOI: 10.1002/prca.202100044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 08/06/2021] [Accepted: 08/08/2021] [Indexed: 11/12/2022]
Abstract
PURPOSE Clinical mass spectrometry requires a simple step process for sample preparation. This study aims to optimize the method for isolating periplasmic protein from Gram-negative bacteria and apply to clinical mass spectrometry. EXPERIMENTAL DESIGN The Klebsiella pneumoniae carbapenemase (KPC)-producing E. coli standard cells were used for optimizing the osmotic shock (OS) lysis method. The supernatant from OS lysis was analysed by LC-MS/MS and MALDI-TOF MS. The effectiveness of the OS lysis method for KPC-2-producing Enterobacteriaceae clinical isolates were then confirmed by MALDI-TOF MS. RESULTS The optimized OS lysis using KPC-2 producing E. coli standard cells showed a high yield of KPC-2 protein and enriches periplasmic proteins. Compared with other lysis methods, the detection sensitivity of KPC-2 protein significantly increased in MALDI-TOF MS analysis. Nineteen clinical isolates were validated by MALDI-TOF MS using the OS method, which also showed higher detection sensitivity compared to other lysis method (e.g., 1.5% n-octyl-β-D-glucopyranoside) (p < 0.001). CONCLUSIONS AND CLINICAL RELEVANCE This study provides a straightforward, rapid, affordable, and detergent-free method for the analysis of periplasmic proteins from Enterobacteriaceae clinical isolates. This approach may contribute to MS-based clinical diagnostics.
Collapse
Affiliation(s)
- Dong Huey Cheon
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Saeyoung Lee
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Won Suk Yang
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Seohyun Hwang
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Heejung Jang
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Min Jin Kim
- Department of Laboratory Medicine, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| | - Je-Hyun Baek
- R&D Center for Clinical Mass Spectrometry, Seegene Medical Foundation, Seongdong-gu, Seoul, Korea
| |
Collapse
|
11
|
Ayhan K, Coşansu S, Orhan-Yanıkan E, Gülseren G. Advance methods for the qualitative and quantitative determination of microorganisms. Microchem J 2021. [DOI: 10.1016/j.microc.2021.106188] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
|
12
|
Selective Capture and Identification of Methicillin-Resistant Staphylococcus aureus by Combining Aptamer-Modified Magnetic Nanoparticles and Mass Spectrometry. Int J Mol Sci 2021; 22:ijms22126571. [PMID: 34207373 PMCID: PMC8234742 DOI: 10.3390/ijms22126571] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 06/15/2021] [Accepted: 06/16/2021] [Indexed: 11/16/2022] Open
Abstract
A nucleic acid aptamer that specifically recognizes methicillin-resistant Staphylococcus aureus (MRSA) has been immobilized on magnetic nanoparticles to capture the target bacteria prior to mass spectrometry analysis. After the MRSA species were captured, they were further eluted from the nanoparticles and identified using matrix-assisted laser desorption ionization mass spectrometry (MALDI-MS). The combination of aptamer-based capture/enrichment and MS analysis of microorganisms took advantage of the selectivity of both techniques and should enhance the accuracy of MRSA identification. The capture and elution efficiencies for MRSA were optimized by examining factors such as incubation time, temperature, and elution solvents. The aptamer-modified magnetic nanoparticles showed a capture rate of more than 90% under the optimized condition, whereas the capture rates were less than 11% for non-target bacteria. The as-prepared nanoparticles exhibited only a 5% decrease in the capture rate and a 9% decrease in the elution rate after 10 successive cycles of utilization. Most importantly, the aptamer-modified nanoparticles revealed an excellent selectivity towards MRSA in bacterial mixtures. The capture of MRSA at a concentration of 102 CFU/mL remained at a good percentage of 82% even when the other two species were at 104 times higher concentration (106 CFU/mL). Further, the eluted MRSA bacteria were successfully identified using MALDI mass spectrometry.
Collapse
|
13
|
Rentschler S, Kaiser L, Deigner HP. Emerging Options for the Diagnosis of Bacterial Infections and the Characterization of Antimicrobial Resistance. Int J Mol Sci 2021; 22:E456. [PMID: 33466437 PMCID: PMC7796476 DOI: 10.3390/ijms22010456] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 12/21/2020] [Accepted: 12/29/2020] [Indexed: 02/06/2023] Open
Abstract
Precise and rapid identification and characterization of pathogens and antimicrobial resistance patterns are critical for the adequate treatment of infections, which represent an increasing problem in intensive care medicine. The current situation remains far from satisfactory in terms of turnaround times and overall efficacy. Application of an ineffective antimicrobial agent or the unnecessary use of broad-spectrum antibiotics worsens the patient prognosis and further accelerates the generation of resistant mutants. Here, we provide an overview that includes an evaluation and comparison of existing tools used to diagnose bacterial infections, together with a consideration of the underlying molecular principles and technologies. Special emphasis is placed on emerging developments that may lead to significant improvements in point of care detection and diagnosis of multi-resistant pathogens, and new directions that may be used to guide antibiotic therapy.
Collapse
Affiliation(s)
- Simone Rentschler
- Institute of Precision Medicine, Furtwangen University, Jakob-Kienzle-Straße 17, 78054 VS-Schwenningen, Germany; (S.R.); (L.K.)
- Department of Pharmaceutical and Medicinal Chemistry, Institute of Pharmaceutical Sciences, Eberhard Karls University Tübingen, Auf der Morgenstelle 8, 72076 Tübingen, Germany
| | - Lars Kaiser
- Institute of Precision Medicine, Furtwangen University, Jakob-Kienzle-Straße 17, 78054 VS-Schwenningen, Germany; (S.R.); (L.K.)
- Institute of Pharmaceutical Sciences, University of Freiburg, Albertstraße 25, 79104 Freiburg i. Br., Germany
| | - Hans-Peter Deigner
- Institute of Precision Medicine, Furtwangen University, Jakob-Kienzle-Straße 17, 78054 VS-Schwenningen, Germany; (S.R.); (L.K.)
- EXIM Department, Fraunhofer Institute IZI (Leipzig), Schillingallee 68, 18057 Rostock, Germany
- Faculty of Science, Tuebingen University, Auf der Morgenstelle 8, 72076 Tübingen, Germany
| |
Collapse
|
14
|
Review on matrix-assisted laser desorption/ionization time-of-flight mass spectrometry for the rapid screening of microbial species: A promising bioanalytical tool. Microchem J 2020. [DOI: 10.1016/j.microc.2020.105387] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
15
|
Saylan Y, Akgönüllü S, Denizli A. Plasmonic Sensors for Monitoring Biological and Chemical Threat Agents. BIOSENSORS-BASEL 2020; 10:bios10100142. [PMID: 33076308 PMCID: PMC7602421 DOI: 10.3390/bios10100142] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 10/09/2020] [Accepted: 10/11/2020] [Indexed: 02/07/2023]
Abstract
Sensors are excellent options owing to their ability to figure out a large number of problems and challenges in several areas, including homeland security, defense, medicine, pharmacology, industry, environment, agriculture, food safety, and so on. Plasmonic sensors are used as detection devices that have important properties, such as rapid recognition, real-time analysis, no need labels, sensitive and selective sensing, portability, and, more importantly, simplicity in identifying target analytes. This review summarizes the state-of-art molecular recognition of biological and chemical threat agents. For this purpose, the principle of the plasmonic sensor is briefly explained and then the use of plasmonic sensors in the monitoring of a broad range of biological and chemical threat agents is extensively discussed with different types of threats according to the latest literature. A conclusion and future perspectives are added at the end of the review.
Collapse
|
16
|
Laser-assisted rapid evaporative ionisation mass spectrometry (LA-REIMS) as a metabolomics platform in cervical cancer screening. EBioMedicine 2020; 60:103017. [PMID: 32980699 PMCID: PMC7522750 DOI: 10.1016/j.ebiom.2020.103017] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 08/31/2020] [Accepted: 09/08/2020] [Indexed: 12/12/2022] Open
Abstract
Background The introduction of high-risk human papillomavirus (hrHPV) testing as part of primary cervical screening is anticipated to improve sensitivity, but also the number of women who will screen positive. Reflex cytology is the preferred triage test in most settings but has limitations including moderate diagnostic accuracy, lack of automation, inter-observer variability and the need for clinician-collected sample. Novel, objective and cost-effective approaches are needed. Methods In this study, we assessed the potential use of an automated metabolomic robotic platform, employing the principle of laser-assisted Rapid Evaporative Ionisation Mass Spectrometry (LA-REIMS) in cervical cancer screening. Findings In a population of 130 women, LA-REIMS achieved 94% sensitivity and 83% specificity (AUC: 91.6%) in distinguishing women testing positive (n = 65) or negative (n = 65) for hrHPV. We performed further analysis according to disease severity with LA-REIMS achieving sensitivity and specificity of 91% and 73% respectively (AUC: 86.7%) in discriminating normal from high-grade pre-invasive disease. Interpretation This automated high-throughput technology holds promise as a low-cost and rapid test for cervical cancer screening and triage. The use of platforms like LA-REIMS has the potential to further improve the accuracy and efficiency of the current national screening programme. Funding Work was funded by the MRC Imperial Confidence in Concept Scheme, Imperial College Healthcare Charity, British Society for Colposcopy and Cervical Pathology, National Research Development and Innovation Office of Hungary, Waters corporation and NIHR BRC.
Collapse
|
17
|
Simoska O, Stevenson KJ. Electrochemical sensors for rapid diagnosis of pathogens in real time. Analyst 2020; 144:6461-6478. [PMID: 31603150 DOI: 10.1039/c9an01747j] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Microbial infections remain the principal cause for high morbidity and mortality rates. While approximately 1400 human pathogens have been recognized, the majority of healthcare-associated infectious diseases are caused by only a few opportunistic pathogens (e.g., Pseudomonas aeruginosa, Staphylococcus aureus, Escherichia coli), which are associated with increased antibiotic and antimicrobial resistance. Rapid detection, reliable identification and real-time monitoring of these pathogens remain not only a scientific problem but also a practical challenge of vast importance, especially in tailoring effective treatment strategies. Although the development of vaccinations and antibacterial drug treatments are the leading research, progress, and implementation of early warning, quantitative systems indicative of confirming pathogen presence are necessary. Over the years, various approaches, such as conventional culturing, straining, molecular methods (e.g., polymerase chain reaction and immunological assays), microscopy-based and mass spectrometry techniques, have been employed to identify and quantify pathogenic agents. While being sensitive in some cases, these procedures are costly, time-consuming, mostly qualitative, and are indirect detection methods. A great challenge is therefore to develop rapid, highly sensitive, specific devices with adequate figures of merit to corroborate the presence of microbes and enable dynamic real-time measurements of metabolism. As an alternative, electrochemical sensor platforms have been developed as powerful quantitative tools for label-free detection of infection-related biomarkers with high sensitivity. This minireview is focused on the latest electrochemical-based approaches for pathogen sensing, putting them into the context of standard sensing methods, such as cell culturing, mass spectrometry, and fluorescent-based approaches. Description of the latest, impactful electrochemical sensors for pathogen detection will be presented. Recent breakthroughs will be highlighted, including the use of micro- and nano-electrode arrays for real-time detection of bacteria in polymicrobial infections and microfluidic devices for pathogen separation analysis. We will conclude with perspectives and outlooks to understand shortcomings in designing future sensing schemes. The need for high sensitivity and selectivity, low-cost implementation, fast detection, and screening increases provides an impetus for further development in electrochemical detectors for microorganisms and biologically relevant targets.
Collapse
Affiliation(s)
- Olja Simoska
- Department of Chemistry, University of Texas at Austin, 1 University Station, Stop A5300, Austin, TX 78712, USA
| | | |
Collapse
|
18
|
Velichko NV, Pinevich AV. Classification and Identification Tasks in Microbiology: Mass Spectrometric Methods Coming to the Aid. Microbiology (Reading) 2019. [DOI: 10.1134/s0026261719050151] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
|
19
|
Chen CT, Yu JW, Ho YP. Identification of bacteria in juice/lettuce using magnetic nanoparticles and selected reaction monitoring mass spectrometry. J Food Drug Anal 2019; 27:575-584. [PMID: 30987729 PMCID: PMC9296202 DOI: 10.1016/j.jfda.2018.09.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 09/20/2018] [Accepted: 09/26/2018] [Indexed: 11/26/2022] Open
Abstract
Ensuring food safety requires a rapid and reliable method for detecting food-borne pathogens. Mass spectrometry has been demonstrated as a powerful tool to classify pure bacterial species. However, matrix interference from food backgrounds may lead to false results because of the suppression of microbial signals. It is useful to develop a method for bacterial enrichment and marker identification in food samples. Magnetic zirconia nanoparticles were used to concentrate spiked microorganisms from apple juice/lettuce under specific conditions (pH 4.5). Bacterial identification was achieved using nanoLC-MS. Selected reaction monitoring of bacteria-related peptides was applied for the first time to identify bacteria including Staphylococcus aureus and Escherichia coli. This study presents an accurate means for bacterial identification in food matrixes using MS. The analysis time is less than 90 min and the minimum concentration of E. coli detected was 5 × 103 CFU/mL. The interaction between bacteria and the magnetic nanoparticles was electrostatic and nonspecific, in contrast to immunoassays which require specific antibodies. The targeted peptide analysis focuses on the bacterial markers, thus significantly simplifying the analysis and leading to an accurate identification of bacteria.
Collapse
Affiliation(s)
- Cheng-Tung Chen
- Department of Chemistry, National Dong Hwa University, Hualien,
Taiwan
| | - Je-Wei Yu
- Department of Chemistry, National Dong Hwa University, Hualien,
Taiwan
| | - Yen-Peng Ho
- Department of Chemistry, National Dong Hwa University, Hualien,
Taiwan
| |
Collapse
|
20
|
Identification of Pathogenic Bacteria from Public Libraries via Proteomics Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16060912. [PMID: 30875719 PMCID: PMC6466425 DOI: 10.3390/ijerph16060912] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Revised: 02/25/2019] [Accepted: 03/12/2019] [Indexed: 12/14/2022]
Abstract
Hazardous organisms may thrive on surfaces that are often exposed to human contact, including children’s library books. In this study, swab samples were taken from 42 children’s books collected from four public libraries in Texas and California. Samples were then cultivated in brain–heart infusion (BHI) medium and then in Luria broth (LB) medium containing either ampicillin or kanamycin. All 42 samples (100%) were positive for bacterial growth in normal BHI medium. Furthermore, 35 samples (83.3%) and 20 samples (47.6%) in total were positive in LB medium containing ampicillin or kanamycin, respectively. Bacterial populations were then identified in samples using an Orbitrap Fusion™ Tribrid ™ mass spectrometer, a state-of-the-art proteomic analysis tool. Identified bacterial species grown in ampicillin included Bacillus, Acinetobacter, Pseudomonas, Staphylococcus, Enterobacter, Klebsiella, Serratia, Streptococcus, Escherichia, Salmonella, and Enterococcus. In contrast, identified bacteria grown in kanamycin included Staphylococcus, Streptococcus, Enterococcus, and Bacillus. The presences of pathogenic bacteria species were also confirmed. The results of this study warrant follow up studies to assess the potential health risks of identified pathogens. This study demonstrates the utility of proteomics in identifying environmental pathogenic bacteria for specific public health risk evaluations.
Collapse
|
21
|
Mobed A, Hasanzadeh M, Aghazadeh M, Saadati A, Hassanpour S, Mokhtarzadeh A. The bioconjugation of DNA with gold nanoparticles towards the spectrophotometric genosensing of pathogenic bacteria. ANALYTICAL METHODS 2019; 11:4289-4298. [DOI: 10.1039/c9ay01339c] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/07/2023]
Abstract
The investigation of important bio-molecular events such as expression of special genes has shown promise with the advent of nanotechnology.
Collapse
Affiliation(s)
- Ahmad Mobed
- Student Research Committee
- Department of Microbiology
- Faculty of Medicine
- Tabriz University of Medical Sciences
- Iran
| | - Mohammad Hasanzadeh
- Pharmaceutical Analysis Research Center
- Tabriz University of Medical Sciences
- Tabriz
- Iran
| | - Mohammad Aghazadeh
- Student Research Committee
- Department of Microbiology
- Faculty of Medicine
- Tabriz University of Medical Sciences
- Iran
| | - Arezoo Saadati
- Drug Applied Research Center
- Tabriz University of Medical Sciences
- Tabriz
- Iran
| | | | - Ahad Mokhtarzadeh
- Immunology Research Center
- Tabriz University of Medical Sciences
- Tabriz
- Iran
| |
Collapse
|
22
|
Hameed S, Xie L, Ying Y. Conventional and emerging detection techniques for pathogenic bacteria in food science: A review. Trends Food Sci Technol 2018. [DOI: 10.1016/j.tifs.2018.05.020] [Citation(s) in RCA: 124] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
|
23
|
Walper SA, Lasarte Aragonés G, Sapsford KE, Brown CW, Rowland CE, Breger JC, Medintz IL. Detecting Biothreat Agents: From Current Diagnostics to Developing Sensor Technologies. ACS Sens 2018; 3:1894-2024. [PMID: 30080029 DOI: 10.1021/acssensors.8b00420] [Citation(s) in RCA: 93] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Although a fundamental understanding of the pathogenicity of most biothreat agents has been elucidated and available treatments have increased substantially over the past decades, they still represent a significant public health threat in this age of (bio)terrorism, indiscriminate warfare, pollution, climate change, unchecked population growth, and globalization. The key step to almost all prevention, protection, prophylaxis, post-exposure treatment, and mitigation of any bioagent is early detection. Here, we review available methods for detecting bioagents including pathogenic bacteria and viruses along with their toxins. An introduction placing this subject in the historical context of previous naturally occurring outbreaks and efforts to weaponize selected agents is first provided along with definitions and relevant considerations. An overview of the detection technologies that find use in this endeavor along with how they provide data or transduce signal within a sensing configuration follows. Current "gold" standards for biothreat detection/diagnostics along with a listing of relevant FDA approved in vitro diagnostic devices is then discussed to provide an overview of the current state of the art. Given the 2014 outbreak of Ebola virus in Western Africa and the recent 2016 spread of Zika virus in the Americas, discussion of what constitutes a public health emergency and how new in vitro diagnostic devices are authorized for emergency use in the U.S. are also included. The majority of the Review is then subdivided around the sensing of bacterial, viral, and toxin biothreats with each including an overview of the major agents in that class, a detailed cross-section of different sensing methods in development based on assay format or analytical technique, and some discussion of related microfluidic lab-on-a-chip/point-of-care devices. Finally, an outlook is given on how this field will develop from the perspective of the biosensing technology itself and the new emerging threats they may face.
Collapse
Affiliation(s)
- Scott A. Walper
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| | - Guillermo Lasarte Aragonés
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- College of Science, George Mason University Fairfax, Virginia 22030, United States
| | - Kim E. Sapsford
- OMPT/CDRH/OIR/DMD Bacterial Respiratory and Medical Countermeasures Branch, U.S. Food and Drug Administration, Silver Spring, Maryland 20993, United States
| | - Carl W. Brown
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- College of Science, George Mason University Fairfax, Virginia 22030, United States
| | - Clare E. Rowland
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
- National Research Council, Washington, D.C. 20036, United States
| | - Joyce C. Breger
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| | - Igor L. Medintz
- Center for Bio/Molecular Science and Engineering, Code 6900, U.S. Naval Research Laboratory, Washington, D.C. 20375, United States
| |
Collapse
|
24
|
The use of SWATH to analyse the dynamic changes of bacterial proteome of carbapanemase-producing Escherichia coli under antibiotic pressure. Sci Rep 2018; 8:3871. [PMID: 29497067 PMCID: PMC5832786 DOI: 10.1038/s41598-018-21984-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Accepted: 02/06/2018] [Indexed: 11/24/2022] Open
Abstract
Antibiotic resistance associated with the clinically significant carbapenemases KPC, NDM and OXA-48 in Enterobacteriaceae is emerging as worldwide. In Australia, IMP-producing Enterobacteriaceae are the most prevalent carbapenemase-producing Enterobacteriaceae (CPE). Genomic characteristics of such CPE are well described, but the corresponding proteome is poorly characterised. We have thus developed a method to analyse dynamic changes in the proteome of CPE under antibiotic pressure. Specifically, we have investigated the effect of meropenem at sub-lethal concentrations to develop a better understanding of how antibiotic pressure leads to resistance. Escherichia coli strains producing either NDM-, IMP- or KPC-type carbapenemases were included in this study, and their proteomes were analysed in growth conditions with or without meropenem. The most significant difference in the bacterial proteomes upon the addition of meropenem was triggered amongst NDM-producers and to a lower extent amongst KPC-producers. In particular, HU DNA-binding proteins, the GroEL/GroES chaperonin complex and GrpE proteins were overexpressed. These proteins may thus contribute to the better adaptability of NDM- and KPC-producers to meropenem. A significant meropenem-induced increase in the expression of the outer membrane protein A was only observed in IMP-producers, thus demonstrating that carbapenemase-mediated resistance relies on far more complex mechanisms than simple inactivation of the antibiotic.
Collapse
|
25
|
Kuleš J, Potocnakova L, Bhide K, Tomassone L, Fuehrer HP, Horvatić A, Galan A, Guillemin N, Nižić P, Mrljak V, Bhide M. The Challenges and Advances in Diagnosis of Vector-Borne Diseases: Where Do We Stand? Vector Borne Zoonotic Dis 2017; 17:285-296. [PMID: 28346867 DOI: 10.1089/vbz.2016.2074] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Vector-borne diseases (VBD) are of major importance to human and animal health. In recent years, VBD have been emerging or re-emerging in many geographical areas, alarming new disease threats and economic losses. The precise diagnosis of many of these diseases still remains a major challenge because of the lack of comprehensive data available on accurate and reliable diagnostic methods. Here, we conducted a systematic and in-depth review of the former, current, and upcoming techniques employed for the diagnosis of VBD.
Collapse
Affiliation(s)
- Josipa Kuleš
- 1 ERA Chair Team, Faculty of Veterinary Medicine, University of Zagreb , Zagreb, Croatia
| | - Lenka Potocnakova
- 2 Laboratory of Biomedical Microbiology and Immunology of University of Veterinary Medicine and Pharmacy , Kosice, Slovakia
| | - Katarina Bhide
- 2 Laboratory of Biomedical Microbiology and Immunology of University of Veterinary Medicine and Pharmacy , Kosice, Slovakia
| | - Laura Tomassone
- 3 Department of Veterinary Science, University of Torino , Grugliasco, Italy
| | - Hans-Peter Fuehrer
- 4 Department of Pathobiology, Institute of Parasitology, University of Veterinary Medicine , Vienna, Austria
| | - Anita Horvatić
- 1 ERA Chair Team, Faculty of Veterinary Medicine, University of Zagreb , Zagreb, Croatia
| | - Asier Galan
- 1 ERA Chair Team, Faculty of Veterinary Medicine, University of Zagreb , Zagreb, Croatia
| | - Nicolas Guillemin
- 1 ERA Chair Team, Faculty of Veterinary Medicine, University of Zagreb , Zagreb, Croatia
| | - Petra Nižić
- 5 Faculty of Veterinary Medicine, Internal Diseases Clinic, University of Zagreb , Zagreb, Croatia
| | - Vladimir Mrljak
- 5 Faculty of Veterinary Medicine, Internal Diseases Clinic, University of Zagreb , Zagreb, Croatia
| | - Mangesh Bhide
- 1 ERA Chair Team, Faculty of Veterinary Medicine, University of Zagreb , Zagreb, Croatia .,2 Laboratory of Biomedical Microbiology and Immunology of University of Veterinary Medicine and Pharmacy , Kosice, Slovakia .,6 Institute of Neuroimmunology , Slovak Academy of Sciences, Bratislava, Slovakia
| |
Collapse
|
26
|
Miniaturized Digestion and Extraction of Surface Proteins from Candida albicans following Treatment with Histatin 5 for Mass Spectrometry Analysis. INTERNATIONAL JOURNAL OF PROTEOMICS 2017; 2016:9812829. [PMID: 28044106 PMCID: PMC5156812 DOI: 10.1155/2016/9812829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Revised: 10/25/2016] [Accepted: 10/31/2016] [Indexed: 11/17/2022]
Abstract
A common approach to isolate surface proteins from fungal and bacterial cells is to perform a proteolytic cleavage of proteins on the surface of intact cells suspended in solution. This paper describes miniaturization of this technique, in which cells are adhered on glass surfaces, and all sample treatments are conducted at μL volumes. Specifically, Candida albicans cells were attached onto HSA-coated glass slides. By depositing the appropriate reagent solutions on the adhered cells, we successfully performed cell washing, treatment with antifugal peptide, Histatin 5, and a proteolysis on intact cells with trypsin. The resulting peptides were subsequently analysed by mass spectrometry. In general, the data obtained was similar to that collected with suspended cells in much larger sample volumes. However, our miniaturized workflow offers the benefit of greatly reducing the consumption of cells and reagents.
Collapse
|
27
|
Kuo FY, Lin WL, Chen YC. Affinity capture using peptide-functionalized magnetic nanoparticles to target Staphylococcus aureus. NANOSCALE 2016; 8:9217-9225. [PMID: 27087258 DOI: 10.1039/c6nr00368k] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Staphylococcus aureus, a commonly found pathogen, can cause food poisoning and infections. Thus, it is necessary to develop analytical methods for the rapid screening of S. aureus in suspicious samples. Magnetic nanoparticles (MNPs) are widely used as affinity probes to selectively enrich target species from complex samples because of their high specific surface area and magnetic properties. The MNP surface should be functionalized to have the capability to target specific species. We herein propose a straightforward method to functionalize aluminum oxide-coated iron oxide (Fe3O4@Al2O3) MNPs with the peptide HHHHHHDEEGLFVD (D). The peptide D was comprised of three domains: polyhistidine (H6) used as the linker, DEE added as the spacer, and GLFVD used for targeting S. aureus. D was immobilized on the surface of Fe3O4@Al2O3 MNPs through H6-Al chelation. Our results showed that the D-functionalized Fe3O4@Al2O3 MNPs (D-Fe3O4 MNPs) possess the capability to target S. aureus. The selective trapping experiments were conducted under microwave-heating for only 60 s, and sufficient bacterial cells were trapped by the MNPs to be identified by matrix-assisted laser desorption/ionization mass spectrometry (MALDI-MS). We demonstrated that the D-Fe3O4@Al2O3 MNPs combined with MALDI-MS can be used to rapidly characterize trace amounts of S. aureus in complex juice and egg samples.
Collapse
Affiliation(s)
- Fang-Yin Kuo
- Department of Applied Chemistry, National Chiao Tung University, Hsinchu 300, Taiwan.
| | - Wei-Lien Lin
- Institute of Molecular Science, National Chiao Tung University, Hsinchu 300, Taiwan
| | - Yu-Chie Chen
- Department of Applied Chemistry, National Chiao Tung University, Hsinchu 300, Taiwan. and Institute of Molecular Science, National Chiao Tung University, Hsinchu 300, Taiwan
| |
Collapse
|
28
|
|
29
|
Alves G, Wang G, Ogurtsov AY, Drake SK, Gucek M, Suffredini AF, Sacks DB, Yu YK. Identification of Microorganisms by High Resolution Tandem Mass Spectrometry with Accurate Statistical Significance. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2016; 27:194-210. [PMID: 26510657 PMCID: PMC4723618 DOI: 10.1007/s13361-015-1271-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2015] [Revised: 09/04/2015] [Accepted: 09/05/2015] [Indexed: 05/13/2023]
Abstract
Correct and rapid identification of microorganisms is the key to the success of many important applications in health and safety, including, but not limited to, infection treatment, food safety, and biodefense. With the advance of mass spectrometry (MS) technology, the speed of identification can be greatly improved. However, the increasing number of microbes sequenced is challenging correct microbial identification because of the large number of choices present. To properly disentangle candidate microbes, one needs to go beyond apparent morphology or simple 'fingerprinting'; to correctly prioritize the candidate microbes, one needs to have accurate statistical significance in microbial identification. We meet these challenges by using peptidome profiles of microbes to better separate them and by designing an analysis method that yields accurate statistical significance. Here, we present an analysis pipeline that uses tandem MS (MS/MS) spectra for microbial identification or classification. We have demonstrated, using MS/MS data of 81 samples, each composed of a single known microorganism, that the proposed pipeline can correctly identify microorganisms at least at the genus and species levels. We have also shown that the proposed pipeline computes accurate statistical significances, i.e., E-values for identified peptides and unified E-values for identified microorganisms. The proposed analysis pipeline has been implemented in MiCId, a freely available software for Microorganism Classification and Identification. MiCId is available for download at http://www.ncbi.nlm.nih.gov/CBBresearch/Yu/downloads.html . Graphical Abstract ᅟ.
Collapse
Affiliation(s)
- Gelio Alves
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, 20894, USA
| | - Guanghui Wang
- Proteomics Core, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Aleksey Y Ogurtsov
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, 20894, USA
| | - Steven K Drake
- Critical Care Medicine Department, Clinical Center, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Marjan Gucek
- Proteomics Core, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Anthony F Suffredini
- Critical Care Medicine Department, Clinical Center, National Institutes of Health, Bethesda, MD, 20892, USA
| | - David B Sacks
- Department of Laboratory Medicine, Clinical Center, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Yi-Kuo Yu
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, 20894, USA.
| |
Collapse
|
30
|
Erban T, Harant K, Hubalek M, Vitamvas P, Kamler M, Poltronieri P, Tyl J, Markovic M, Titera D. In-depth proteomic analysis of Varroa destructor: Detection of DWV-complex, ABPV, VdMLV and honeybee proteins in the mite. Sci Rep 2015; 5:13907. [PMID: 26358842 PMCID: PMC4566121 DOI: 10.1038/srep13907] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2015] [Accepted: 08/10/2015] [Indexed: 11/09/2022] Open
Abstract
We investigated pathogens in the parasitic honeybee mite Varroa destructor using nanoLC-MS/MS (TripleTOF) and 2D-E-MS/MS proteomics approaches supplemented with affinity-chromatography to concentrate trace target proteins. Peptides were detected from the currently uncharacterized Varroa destructor Macula-like virus (VdMLV), the deformed wing virus (DWV)-complex and the acute bee paralysis virus (ABPV). Peptide alignments revealed detection of complete structural DWV-complex block VP2-VP1-VP3, VDV-1 helicase and single-amino-acid substitution A/K/Q in VP1, the ABPV structural block VP1-VP4-VP2-VP3 including uncleaved VP4/VP2, and VdMLV coat protein. Isoforms of viral structural proteins of highest abundance were localized via 2D-E. The presence of all types of capsid/coat proteins of a particular virus suggested the presence of virions in Varroa. Also, matches between the MWs of viral structural proteins on 2D-E and their theoretical MWs indicated that viruses were not digested. The absence/scarce detection of non-structural proteins compared with high-abundance structural proteins suggest that the viruses did not replicate in the mite; hence, virions accumulate in the Varroa gut via hemolymph feeding. Hemolymph feeding also resulted in the detection of a variety of honeybee proteins. The advantages of MS-based proteomics for pathogen detection, false-positive pathogen detection, virus replication, posttranslational modifications, and the presence of honeybee proteins in Varroa are discussed.
Collapse
Affiliation(s)
| | - Karel Harant
- Laboratory of Mass Spectrometry, Charles University in Prague, Faculty of Science, Prague 2, Czechia
| | - Martin Hubalek
- Institute of Organic Chemistry and Biochemistry, Prague 6, Czechia
| | | | - Martin Kamler
- Bee Research Institute at Dol, Libcice nad Vltavou, Czechia
| | | | - Jan Tyl
- Bee Research Institute at Dol, Libcice nad Vltavou, Czechia
| | | | - Dalibor Titera
- Bee Research Institute at Dol, Libcice nad Vltavou, Czechia
| |
Collapse
|
31
|
Lai HZ, Wang SG, Wu CY, Chen YC. Detection of Staphylococcus aureus by functional gold nanoparticle-based affinity surface-assisted laser desorption/ionization mass spectrometry. Anal Chem 2015; 87:2114-20. [PMID: 25587929 DOI: 10.1021/ac503097v] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Staphylococcus aureus is one of the common pathogenic bacteria responsible for bacterial infectious diseases and food poisoning. This study presents an analytical method based on the affinity nanoprobe-based mass spectrometry that enables detection of S. aureus in aqueous samples. A peptide aptamer DVFLGDVFLGDEC (DD) that can recognize S. aureus and methicillin-resistant S. aureus (MRSA) was used as the reducing agent and protective group to generate DD-immobilized gold nanoparticles (AuNPs@DD) from one-pot reactions. The thiol group from cysteine in the peptide aptamer, i.e., DD, can interact with gold ions to generate DD-immobilized AuNPs in an alkaline solution. The generated AuNPs@DD has an absorption maximum at ∼518 nm. The average particle size is 7.6 ± 1.2 nm. Furthermore, the generated AuNPs@DD can selectively bind with S. aureus and MRSA. The conjugates of the target bacteria with AuNPs were directly analyzed by surface-assisted laser desorption/ionization mass spectrometry (SALDI-MS). The gold ions generated from the AuNPs@DD anchored on the target bacteria were monitored. Gold ions (m/z 197 and 394) were only generated from the conjugates of the target bacterium-AuNP@DD in the SALDI process. Thus, the gold ions could be used as the indicators for the presence of the target bacteria. The detection limit of S. aureus using this method is in the order of a few tens of cells. The low detection limit is due to the ease of generation of gold cluster ion derived from AuNPs under irradiation with a 355 nm laser beam. Apple juice mixed with S. aureus was used as the sample to demonstrate the suitability of the method for real-world application. Because of its low detection limit, this approach can potentially be used to screen the presence of S. aureus in complex samples.
Collapse
Affiliation(s)
- Hong-Zheng Lai
- Department of Applied Chemistry, National Chiao Tung University , Hsinchu 300, Taiwan
| | | | | | | |
Collapse
|
32
|
Padró-Miquel A, Candás-Estébanez B. Meeting report: present state of molecular genetics in clinical laboratories. Report on the VII European Symposium on Clinical Laboratory and In Vitro Diagnostic Industry in Barcelona. Clin Chem Lab Med 2015; 53:199-204. [DOI: 10.1515/cclm-2014-0799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2014] [Accepted: 09/09/2014] [Indexed: 11/15/2022]
Abstract
AbstractThe VII European Symposium of the Clinical Laboratory and In Vitro Diagnostic Industry, co-organized between the Catalan Association for Clinical Laboratory Sciences (ACCLC) and the Catalan Society of Biology, was held on May 28th–29th, 2013 in Barcelona (Catalonia, Spain) under the IFCC auspices and the IUPAC sponsorship. The subject of the present Symposium was “Molecular Genetics in the Clinical Laboratory” and began with an opening conference that was a stroll through the history of molecular genetics in the context of the clinical laboratory. The scientific program was structured in several 2-h length roundtables that dealt with the following topics: recent advances in molecular genetics for clinical microbiology, latest evidences and real applicability of pharmacogenetics in the clinical practice, quality assurance of a molecular genetics laboratory, and latest trends in prenatal genetic diagnosis. The aim of the Symposium was the discussion of the transformation that molecular genetics has generated on clinical laboratories in terms of organization, specialization, interpretation of results and fast technical and knowledge evolution. High-qualified professionals from several countries together with in-country experts formed the roundtables. Attendants participated actively in the debates, increasing the overall interest.
Collapse
|
33
|
Durighello E, Bellanger L, Ezan E, Armengaud J. Proteogenomic Biomarkers for Identification of Francisella Species and Subspecies by Matrix-Assisted Laser Desorption Ionization-Time-of-Flight Mass Spectrometry. Anal Chem 2014; 86:9394-8. [DOI: 10.1021/ac501840g] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Emie Durighello
- CEA Marcoule, DSV, IBEB, Laboratoire de Biochimie
des Systèmes Perturbés, Bagnols-sur-Cèze, F-30207, France
| | - Laurent Bellanger
- CEA Marcoule, DSV, IBEB, Laboratoire d'Ingénierie
Cellulaire et Biotechnologie, Bagnols-sur-Cèze, F-30207, France
| | - Eric Ezan
- CEA Marcoule, DSV, IBEB, Laboratoire de Biochimie
des Systèmes Perturbés, Bagnols-sur-Cèze, F-30207, France
- CEA Marcoule, DSV, IBEB, Laboratoire d'Ingénierie
Cellulaire et Biotechnologie, Bagnols-sur-Cèze, F-30207, France
| | - Jean Armengaud
- CEA Marcoule, DSV, IBEB, Laboratoire de Biochimie
des Systèmes Perturbés, Bagnols-sur-Cèze, F-30207, France
| |
Collapse
|
34
|
Kailasa SK, Mehta VN, Wu HF. Recent developments of liquid-phase microextraction techniques directly combined with ESI- and MALDI-mass spectrometric techniques for organic and biomolecule assays. RSC Adv 2014. [DOI: 10.1039/c3ra47347c] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
|
35
|
Gedda G, Abdelhamid HN, Khan MS, Wu HF. ZnO nanoparticle-modified polymethyl methacrylate-assisted dispersive liquid–liquid microextraction coupled with MALDI-MS for rapid pathogenic bacteria analysis. RSC Adv 2014. [DOI: 10.1039/c4ra03391d] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
A new, fast nano-based approach to extract pathogenic bacteria lysates from aqueous samples is reported.
Collapse
Affiliation(s)
- Gangaraju Gedda
- Doctoral Degree Program in Marine Biotechnology
- National Sun Yat-Sen University and Academia Sinica
- Kaohsiung, Taiwan
| | - Hani Nasser Abdelhamid
- Department of Chemistry
- National Sun Yat-Sen University
- Kaohsiung, Taiwan
- Department of Chemistry
- Assuit University
| | - M. Shahnawaz Khan
- Doctoral Degree Program in Marine Biotechnology
- National Sun Yat-Sen University and Academia Sinica
- Kaohsiung, Taiwan
| | - Hui-Fen Wu
- Department of Chemistry
- National Sun Yat-Sen University
- Kaohsiung, Taiwan
- Doctoral Degree Program in Marine Biotechnology
- National Sun Yat-Sen University and Academia Sinica
| |
Collapse
|
36
|
Recovery and identification of bacterial DNA from illicit drugs. Forensic Sci Int 2013; 235:78-85. [PMID: 24447454 DOI: 10.1016/j.forsciint.2013.12.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2013] [Accepted: 12/06/2013] [Indexed: 11/22/2022]
Abstract
Bacterial infections, including Bacillus anthracis (anthrax), are a common risk associated with illicit drug use, particularly among injecting drug users. There is, therefore, an urgent need to survey illicit drugs used for injection for the presence of bacteria and provide valuable information to health and forensic authorities. The objectives of this study were to develop a method for the extraction of bacterial DNA from illicit drugs and conduct a metagenomic survey of heroin and methamphetamine seized in the Australian Capital Territory during 2002-2011 for the presence of pathogens. Trends or patterns in drug contamination and their health implications for injecting drug users were also investigated. Methods based on the ChargeSwitch(®)gDNA mini kit (Invitrogen), QIAamp DNA extraction mini kit (QIAGEN) with and without bead-beating, and an organic phenol/chloroform extraction with ethanol precipitation were assessed for the recovery efficiency of both free and cellular bacterial DNA. Bacteria were identified using polymerase chain reaction and electrospray ionization-mass spectrometry (PCR/ESI-MS). An isopropanol pre-wash to remove traces of the drug and diluents, followed by a modified ChargeSwitch(®) method, was found to efficiently lyse cells and extract free and cellular DNA from Gram-positive and Gram-negative bacteria in heroin and methamphetamine which could then be identified by PCR/ESI-MS. Analysis of 12 heroin samples revealed the presence of DNA from species of Comamonas, Weissella, Bacillus, Streptococcus and Arthrobacter. No organisms were detected in the nine methamphetamine samples analysed. This study develops a method to extract and identify Gram-positive and Gram-negative bacteria from illicit drugs and demonstrates the presence of a range of bacterial pathogens in seized drug samples. These results will prove valuable for future work investigating trends or patterns in drug contamination and their health implications for injecting drug users as well as enabling forensic links between seizures to be examined.
Collapse
|
37
|
Ceria nanocubic-ultrasonication assisted dispersive liquid-liquid microextraction coupled with matrix assisted laser desorption/ionization mass spectrometry for pathogenic bacteria analysis. Talanta 2013; 120:208-17. [PMID: 24468361 DOI: 10.1016/j.talanta.2013.11.078] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2013] [Revised: 11/24/2013] [Accepted: 11/27/2013] [Indexed: 11/23/2022]
Abstract
A new ceria (CeO2) nanocubic modified surfactant is used as the basis of a novel nano-based microextraction technique for highly sensitive detection of pathogenic bacteria (Pseudomonas aeruginosa and Staphylococcus aureus). The technique uses ultrasound enhanced surfactant-assisted dispersive liquid-liquid microextraction (UESA-DLLME) with and without ceria (CeO2) followed by matrix assisted laser desorption/ionization mass spectrometry (MALDI-MS). In order to achieve high separation efficiency, we investigated the influential parameters, including extraction time of ultrasonication, type and volume of the extraction solvent and surfactant. Among various surfactants, the cationic surfactants can selectively offer better extraction efficiency on bacteria analysis than that of the anionic surfactants due to the negative charges of bacteria cell membranes. Extractions of the bacteria lysate from aqueous samples via UESA-DLLME-MALDI-MS were successfully achieved by using cetyltrimethyl ammonium bromide (CTAB, 10.0 µL, 1.0×10(-3) M) as surfactants in chlorobenzene (10.0 µL) and chloroform (10.0 µL) as the optimal extracting solvent for P. aeruginosa and S. aureus, respectively. Ceria nanocubic was synthesized, and functionalized with CTAB (CeO2@CTAB) and then characterized using transmission electron microscopy (TEM) and optical spectroscopy (UV and FTIR). CeO2@CTAB demonstrates high extraction efficiency, improve peaks ionization, and enhance resolution. The prime reasons for these improvements are due to the large surface area of nanoparticles, and its absorption that coincides with the wavelength of MALDI laser (337 nm, N2 laser). CeO2@CTAB-based microextraction offers lowest detectable concentrations tenfold lower than that of without nanoceria. The present approach has been successfully applied to detect pathogenic bacteria at low concentrations of 10(4)-10(5) cfu/mL (without ceria) and at 10(3)-10(4) cfu/mL (with ceria) from bacteria suspensions. Finally, the current approach was applied for analyzing the pathogenic bacteria in biological samples (blood and serum). Ceria assist surfactant (CeO2@CTAB) liquid-liquid microextraction (LLME) offers better extraction efficiency than that of using the surfactant in LLME alone.
Collapse
|
38
|
Recent advances in diagnosis, prevention, and treatment of human respiratory syncytial virus. Adv Virol 2013; 2013:595768. [PMID: 24382964 PMCID: PMC3872095 DOI: 10.1155/2013/595768] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2013] [Accepted: 09/30/2013] [Indexed: 12/25/2022] Open
Abstract
Human respiratory syncytial virus (RSV) is a common cause of respiratory infection in infants and the elderly, leading to significant morbidity and mortality. The interdisciplinary fields, especially biotechnology and nanotechnology, have facilitated the development of modern detection systems for RSV. Many anti-RSV compounds like fusion inhibitors and RNAi molecules have been successful in laboratory and clinical trials. But, currently, there are no effective drugs for RSV infection even after decades of research. Effective diagnosis can result in effective treatment, but the progress in both of these facets must be concurrent. The development in prevention and treatment measures for RSV is at appreciable pace, but the implementation into clinical practice still seems a challenge. This review attempts to present the promising diverse research approaches and advancements in the area of diagnosis, prevention, and treatment that contribute to RSV management.
Collapse
|
39
|
Ganova-Raeva LM, Khudyakov YE. Application of mass spectrometry to molecular diagnostics of viral infections. Expert Rev Mol Diagn 2013; 13:377-88. [PMID: 23638820 DOI: 10.1586/erm.13.24] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Mass spectrometry (MS) has found numerous applications in life sciences. It has high accuracy, sensitivity and wide dynamic range in addition to medium- to high-throughput capabilities. These features make MS a superior platform for analysis of various biomolecules including proteins, lipids, nucleic acids and carbohydrates. Until recently, MS was applied for protein detection and characterization. During the last decade, however, MS has successfully been used for molecular diagnostics of microbial and viral infections with the most notable applications being identification of pathogens, genomic sequencing, mutation detection, DNA methylation analysis, tracking of transmissions, and characterization of genetic heterogeneity. These new developments vastly expand the MS application from experimental research to public health and clinical fields. Matching of molecular techniques with specific requirements of the major MS platforms has produced powerful technologies for molecular diagnostics, which will further benefit from coupling with computational tools for extracting clinical information from MS-derived data.
Collapse
Affiliation(s)
- Lilia M Ganova-Raeva
- Centers for Disease Control and Prevention, Division of Viral Hepatitis, 1600 Clifton Rd. NE, MS A-33, Atlanta, GA 30329, USA.
| | | |
Collapse
|
40
|
Chan PH, Wong SY, Lin SH, Chen YC. Lysozyme-encapsulated gold nanocluster-based affinity mass spectrometry for pathogenic bacteria. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2013; 27:2143-2148. [PMID: 23996387 DOI: 10.1002/rcm.6674] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2013] [Revised: 05/24/2013] [Accepted: 07/02/2013] [Indexed: 06/02/2023]
Abstract
RATIONALE Bacterial infections can be difficult to treat and can lead to irreversible damage to patients if proper treatment is not provided in time. Additionally, the emerging threat from antibiotic-resistant bacterial strains makes medical treatment even more difficult. Thus, rapid identification of infected bacterial strains is essential to assist diagnostics and medical treatment. METHODS Lysozymes are glycoside hydrolases that can bind with peptidoglycans on bacterial cell walls. In this work, we demonstrated that lysozyme-encapsulated gold nanoclusters (lysozyme-AuNCs) with red photoluminescence can be used as affinity probes to concentrate pathogenic bacteria. After bacteria had been probed by the lysozyme-AuNCs in a sample solution, the lysozyme-AuNC-bacteria conjugates were readily spun down at a low centrifugation speed. The red emission from the AuNCs on the conjugates could be visualized with the naked eye under illumination of ultraviolet light. The bacteria in the conjugates can be identified by matrix-assisted laser desorption/ionization mass spectrometry (MALDI-MS) combined with principal component analysis (PCA). RESULTS We demonstrated that pathogenic bacteria including Escherichia coli, Klebsiella pneumoniae, Pseudomonas aeruginosa, pandrug-resistant Acinetobacter baumannii, Staphylococcus aureus, Enterococcus faecalis, and vancomycin-resistant Enterococcus faecalis (VRE) can be readily concentrated by the lysozyme-AuNCs and distinguished by the results combining MALDI-MS and PCA. Additionally, the possibility of using the current approach to differentiate E. faecalis from VRE was also demonstrated. The lowest detection concentration for E. coli using the current approach is ~10(6) cells/mL. CONCLUSIONS The results indicated that the lysozyme-AuNCs are effective affinity probes for Gram-positive and Gram-negative bacteria. By combining the results from MALDI-MS and PCA, different bacteria can be easily distinguished. The current approach can be potentially used to assist the identification of bacteria from biological fluids.
Collapse
Affiliation(s)
- Po-Han Chan
- Department of Applied Chemistry, National Chiao Tung University, Hsinchu, Taiwan
| | | | | | | |
Collapse
|
41
|
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: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Rapid and reliable identification of Bacillus anthracis spores in suspicious powders is important to mitigate the safety risks and economic burdens associated with such incidents. The aim of this study was to develop and validate a rapid and reliable laboratory-based matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) analysis method for identifying B. anthracis spores in suspicious powder samples. A reference library containing 22 different Bacillus sp. strains or hoax materials was constructed and coupled with a novel classification algorithm and standardized processing protocol for various powder samples. The method's limit of B. anthracis detection was determined to be 2.5 × 10(6) spores, equivalent to a 55-μg sample size of the crudest B. anthracis-containing powder discovered during the 2001 Amerithrax incidents. The end-to-end analysis method was able to successfully discriminate among samples containing B. anthracis spores, closely related Bacillus sp. spores, and commonly encountered hoax materials. No false-positive or -negative classifications of B. anthracis spores were observed, even when the analysis method was challenged with a wide range of other bacterial agents. The robustness of the method was demonstrated by analyzing samples (i) at an external facility using a different MALDI-TOF MS instrument, (ii) using an untrained operator, and (iii) using mixtures of Bacillus sp. spores and hoax materials. Taken together, the observed performance of the analysis method developed demonstrates its potential applicability as a rapid, specific, sensitive, robust, and cost-effective laboratory-based analysis tool for resolving incidents involving suspicious powders in less than 30 min.
Collapse
|
42
|
Automated thermochemolysis reactor for detection of Bacillus anthracis endospores by gas chromatography–mass spectrometry. Anal Chim Acta 2013; 775:67-74. [DOI: 10.1016/j.aca.2013.03.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2013] [Revised: 02/28/2013] [Accepted: 03/03/2013] [Indexed: 11/23/2022]
|
43
|
Evaluating the potential nonthermal microwave effects of microwave-assisted proteolytic reactions. J Proteomics 2013; 80:160-70. [DOI: 10.1016/j.jprot.2013.01.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2012] [Revised: 01/09/2013] [Accepted: 01/09/2013] [Indexed: 11/18/2022]
|
44
|
Chang CJ, Lin JH, Chang KC, Lai MJ, Rohini R, Hu A. Diagnosis of β-Lactam Resistance in Acinetobacter baumannii Using Shotgun Proteomics and LC-Nano-Electrospray Ionization Ion Trap Mass Spectrometry. Anal Chem 2013; 85:2802-8. [DOI: 10.1021/ac303326a] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Chih-Jui Chang
- Department of Molecular Biology and
Human Genetics, Tzu Chi University, Hualien
970, Taiwan
| | - Jyun-Han Lin
- Department
of Laboratory Medicine and Biotechnology, Tzu Chi University, Hualien 970, Taiwan
| | - Kai-Chih Chang
- Department
of Laboratory Medicine and Biotechnology, Tzu Chi University, Hualien 970, Taiwan
- Buddhist Tzu Chi General Hospital, Hualien 970, Taiwan
| | - Meng-Jiun Lai
- Department
of Laboratory Medicine and Biotechnology, Tzu Chi University, Hualien 970, Taiwan
| | - Rondla Rohini
- Department
of Laboratory Medicine and Biotechnology, Tzu Chi University, Hualien 970, Taiwan
| | - Anren Hu
- Department
of Laboratory Medicine and Biotechnology, Tzu Chi University, Hualien 970, Taiwan
| |
Collapse
|
45
|
Kierzkowska M, Majewska A, Kuthan RT, Sawicka-Grzelak A, Młynarczyk G. A comparison of Api 20A vs MALDI-TOF MS for routine identification of clinically significant anaerobic bacterial strains to the species level. J Microbiol Methods 2012; 92:209-12. [PMID: 23262031 DOI: 10.1016/j.mimet.2012.12.007] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2012] [Revised: 12/09/2012] [Accepted: 12/09/2012] [Indexed: 11/25/2022]
Abstract
Adequate identification of anaerobic bacteria still presents a challenge for laboratories conducting microbiological diagnostics. The aim of this study was to compare the use of Api 20A and MALDI-TOF MS techniques for identification of obligate anaerobes. The results indicate that MALDI-TOF MS ensures a rapid and accurate identification of the species isolated from patients.
Collapse
Affiliation(s)
- Marta Kierzkowska
- Chair and Department of Medical Microbiology, The Medical University of Warsaw, 5 Chalubinski Str., 02-004 Warsaw, Poland.
| | | | | | | | | |
Collapse
|
46
|
Mitsuma SF, Mansour MK, Dekker JP, Kim J, Rahman MZ, Tweed-Kent A, Schuetz P. Promising new assays and technologies for the diagnosis and management of infectious diseases. Clin Infect Dis 2012; 56:996-1002. [PMID: 23223587 DOI: 10.1093/cid/cis1014] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
In the first decade of the 21st century, we have seen the completion of the human genome project and marked progress in the human microbiome project. The vast amount of data generated from these efforts combined with advances in molecular and biomedical technologies have led to the development of a multitude of assays and technologies that may be useful in the diagnosis and management of infectious diseases. Here, we identify several new assays and technologies that have recently come into clinical use or have potential for clinical use in the near future. The scope of this review is broad and includes topics such as the serum marker procalcitonin, gene expression profiling, matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS), and nucleic acid aptamers. Principles that underlie each assay or technology, their clinical applications, and potential strengths and limitations are addressed.
Collapse
Affiliation(s)
- S F Mitsuma
- Divisions of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | | | | | | | | | | | | |
Collapse
|
47
|
Chan PH, Chen YC. Human serum albumin stabilized gold nanoclusters as selective luminescent probes for Staphylococcus aureus and methicillin-resistant Staphylococcus aureus. Anal Chem 2012; 84:8952-6. [PMID: 23088348 DOI: 10.1021/ac302417k] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
In this work, human serum albumin (HSA) stabilized gold nanoclusters (HSA-AuNCs) with reddish photoluminescence were used as sensing probes for pathogenic bacteria including Enterobacter cloacae, Escherichia coli J96, Pseudomonas aeruginosa, pandrug-resistant Acinetobacter baumannii (PDRAB), Staphylococcus aureus, methicillin-resistant S. aureus (MRSA), Streptococcus pyogenes, and vancomycin-resistant Enterococcus faecalis (VRE). We discovered that HSA-AuNCs have unique affinity with S. aureus and MRSA. In addition to demonstrating the selective sensing ability of HSA-AuNCs toward S. aureus and MRSA, the binding peptide motifs identified from HSA-AuNCs were characterized by mass spectrometry. The identified binding peptides were further used as the reducing and stabilizing agents for generation of peptide-bound AuNCs (Pep-AuNCs). The generated Pep-AuNCs were demonstrated to have the binding affinities with S. aureus and MRSA.
Collapse
|
48
|
Chalupová J, Sedlářová M, Helmel M, Rehulka P, Marchetti-Deschmann M, Allmaier G, Sebela M. MALDI-based intact spore mass spectrometry of downy and powdery mildews. JOURNAL OF MASS SPECTROMETRY : JMS 2012; 47:978-986. [PMID: 22899506 DOI: 10.1002/jms.3046] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Fast and easy identification of fungal phytopathogens is of great importance in agriculture. In this context, matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) has emerged as a powerful tool for analyzing microorganisms. This study deals with a methodology for MALDI-TOF MS-based identification of downy and powdery mildews representing obligate biotrophic parasites of crop plants. Experimental approaches for the MS analyses were optimized using Bremia lactucae, cause of lettuce downy mildew, and Oidium neolycopersici, cause of tomato powdery mildew. This involved determining a suitable concentration of spores in the sample, selection of a proper MALDI matrix, looking for the optimal solvent composition, and evaluation of different sample preparation methods. Furthermore, using different MALDI target materials and surfaces (stainless steel vs polymer-based) and applying various conditions for sample exposure to the acidic MALDI matrix system were investigated. The dried droplet method involving solvent evaporation at room temperature was found to be the most suitable for the deposition of spores and MALDI matrix on the target and the subsequent crystallization. The concentration of spore suspension was optimal between 2 and 5 × 10(9) spores per ml. The best peptide/protein profiles (in terms of signal-to-noise ratio and number of peaks) were obtained by combining ferulic and sinapinic acids as a mixed MALDI matrix. A pretreatment of the spore cell wall with hydrolases was successfully introduced prior to MS measurements to obtain more pronounced signals. Finally, a novel procedure was developed for direct mass spectra acquisition from infected plant leaves.
Collapse
Affiliation(s)
- Jana Chalupová
- Department of Biochemistry, Palacký University, Šlechtitelů 11, CZ-783 71, Olomouc, Czech Republic
| | | | | | | | | | | | | |
Collapse
|
49
|
Lu JJ, Tsai FJ, Ho CM, Liu YC, Chen CJ. Peptide biomarker discovery for identification of methicillin-resistant and vancomycin-intermediate Staphylococcus aureus strains by MALDI-TOF. Anal Chem 2012; 84:5685-92. [PMID: 22762263 DOI: 10.1021/ac300855z] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Rapid identification of community-associated (CA) methicillin-resistant Staphylococcus aureus (MRSA), hospital-associated (HA) MRSA, and vancomycin-intermediate S. aureus (VISA) is essential for proper therapy and timely intervention of outbreaks. In this study, peptide biomarkers for rapid identification of methicillin-resistant and vancomycin-intermediate S. aureus strains were discovered by matrix-assisted laser desorption ionization time-of-flight mass spectrometry. The results showed that the 1774.1 and 1792.1 m/z peaks corresponding to the phenol-soluble modulin α1 and phenol-soluble modulin α2 peptides, respectively, were present in the majority (95%, 121 of 127) of SCCmec types IV and V isolates, but only in 8% (15 of 185) of SCCmec types I-III isolates. Since SCCmec types I-III isolates are recognized as HA-MRSA and most CA-MRSA isolates belong to SCCmec types IV and V, these two peptides may serve as markers for discrimination between HA-MRSA and CA-MRSA isolates. The 1835.0 and 1863.0 m/z peaks were present in 50% (4 of 8) of heterogeneous VISA and 88% (14 of 16) of VISA isolates. The peptides of these two peaks were identified as proteolytic products of the acyl carrier protein. The results of this study provide the possibility to develop methods for identification of CA-MRSA, HA-MRSA, and vancomycin-resistant S. aureus isolates based on the presence of these peptides.
Collapse
Affiliation(s)
- Jang-Jih Lu
- Department of Laboratory Medicine, Chang-Gung Memorial Hospital, Linkou, Taoyuan 33305, Taiwan
| | | | | | | | | |
Collapse
|
50
|
Palmblad M, Deelder AM. Molecular phylogenetics by direct comparison of tandem mass spectra. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2012; 26:728-732. [PMID: 22368051 DOI: 10.1002/rcm.6162] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
RATIONALE Molecular phylogenetics is the study of evolution and relatedness of organisms or genes. Mass spectrometry is used routinely for bacterial identification and has also been used for phylogenetic analysis, for instance from bone material. Unfortunately, only a small fraction of the acquired tandem mass spectra allow direct interpretation. METHODS We describe a new algorithm and software for molecular phylogenetics using pairwise comparisons of tandem mass spectra from enzymatically digested proteins. The spectra need not be annotated and all acquired data is used in the analysis. To demonstrate the method, we analyzed tryptic digests of sera from four great apes and two other primates. RESULTS The distribution of spectra dot products for thousands of tandem mass spectra collected from two samples provides a measure on the fraction of shared peptides between the two samples. When inverted, this becomes a distance metric. By pairwise comparison between species and averaging over four individuals per species, it was possible to reconstruct the unique correct phylogenetic tree for the great apes and other primates. CONCLUSIONS The new method described here has several attractive features compared with existing methods, among them simplicity, the unbiased use of all acquired data rather than a small subset of spectra, and the potential use of heavily degraded proteins or proteins with a priori unknown modifications.
Collapse
Affiliation(s)
- Magnus Palmblad
- Biomolecular Mass Spectrometry Unit, Department of Parasitology, Leiden University Medical Center, P.O. Box 9600, 2300, RC, Leiden, The Netherlands.
| | | |
Collapse
|