author_facet Xiao, Di
Zhao, Fei
Zhang, Huifang
Meng, Fanliang
Zhang, Jianzhong
Xiao, Di
Zhao, Fei
Zhang, Huifang
Meng, Fanliang
Zhang, Jianzhong
author Xiao, Di
Zhao, Fei
Zhang, Huifang
Meng, Fanliang
Zhang, Jianzhong
spellingShingle Xiao, Di
Zhao, Fei
Zhang, Huifang
Meng, Fanliang
Zhang, Jianzhong
Journal of Clinical Microbiology
Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
Microbiology (medical)
author_sort xiao, di
spelling Xiao, Di Zhao, Fei Zhang, Huifang Meng, Fanliang Zhang, Jianzhong 0095-1137 1098-660X American Society for Microbiology Microbiology (medical) http://dx.doi.org/10.1128/jcm.01265-14 <jats:title>ABSTRACT</jats:title> <jats:p> The typing of <jats:named-content content-type="genus-species">Mycoplasma pneumoniae</jats:named-content> mainly relies on the detection of nucleic acid, which is limited by the use of a single gene target, complex operation procedures, and a lengthy assay time. Here, matrix-assisted laser desorption ionization–time of flight mass spectrometry (MALDI-TOF MS) coupled to ClinProTools was used to discover MALDI-TOF MS biomarker peaks and to generate a classification model based on a genetic algorithm (GA) to differentiate between type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates. Twenty-five <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> strains were used to construct an analysis model, and 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains were used for validation. For the GA typing model, the cross-validation values, which reflect the ability of the model to handle variability among the test spectra and the recognition capability value, which reflects the model's ability to correctly identify its component spectra, were all 100%. This model contained 7 biomarker peaks ( <jats:italic>m</jats:italic> / <jats:italic>z</jats:italic> 3,318.8, 3,215.0, 5,091.8, 5,766.8, 6,337.1, 6,431.1, and 6,979.9) used to correctly identify 31 type 1 and 7 type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates from 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains with a sensitivity and specificity of 100%. The strain distribution map and principle component analysis based on the GA classification model also clearly showed that the type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates can be divided into two categories based on their peptide mass fingerprints. With the obvious advantages of being rapid, highly accurate, and highly sensitive and having a low cost and high throughput, MALDI-TOF MS ClinProTools is a powerful and reliable tool for <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> typing. </jats:p> Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools Journal of Clinical Microbiology
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title Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_unstemmed Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_full Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_fullStr Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_full_unstemmed Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_short Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_sort novel strategy for typing mycoplasma pneumoniae isolates by use of matrix-assisted laser desorption ionization–time of flight mass spectrometry coupled with clinprotools
topic Microbiology (medical)
url http://dx.doi.org/10.1128/jcm.01265-14
publishDate 2014
physical 3038-3043
description <jats:title>ABSTRACT</jats:title> <jats:p> The typing of <jats:named-content content-type="genus-species">Mycoplasma pneumoniae</jats:named-content> mainly relies on the detection of nucleic acid, which is limited by the use of a single gene target, complex operation procedures, and a lengthy assay time. Here, matrix-assisted laser desorption ionization–time of flight mass spectrometry (MALDI-TOF MS) coupled to ClinProTools was used to discover MALDI-TOF MS biomarker peaks and to generate a classification model based on a genetic algorithm (GA) to differentiate between type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates. Twenty-five <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> strains were used to construct an analysis model, and 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains were used for validation. For the GA typing model, the cross-validation values, which reflect the ability of the model to handle variability among the test spectra and the recognition capability value, which reflects the model's ability to correctly identify its component spectra, were all 100%. This model contained 7 biomarker peaks ( <jats:italic>m</jats:italic> / <jats:italic>z</jats:italic> 3,318.8, 3,215.0, 5,091.8, 5,766.8, 6,337.1, 6,431.1, and 6,979.9) used to correctly identify 31 type 1 and 7 type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates from 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains with a sensitivity and specificity of 100%. The strain distribution map and principle component analysis based on the GA classification model also clearly showed that the type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates can be divided into two categories based on their peptide mass fingerprints. With the obvious advantages of being rapid, highly accurate, and highly sensitive and having a low cost and high throughput, MALDI-TOF MS ClinProTools is a powerful and reliable tool for <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> typing. </jats:p>
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author Xiao, Di, Zhao, Fei, Zhang, Huifang, Meng, Fanliang, Zhang, Jianzhong
author_facet Xiao, Di, Zhao, Fei, Zhang, Huifang, Meng, Fanliang, Zhang, Jianzhong, Xiao, Di, Zhao, Fei, Zhang, Huifang, Meng, Fanliang, Zhang, Jianzhong
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description <jats:title>ABSTRACT</jats:title> <jats:p> The typing of <jats:named-content content-type="genus-species">Mycoplasma pneumoniae</jats:named-content> mainly relies on the detection of nucleic acid, which is limited by the use of a single gene target, complex operation procedures, and a lengthy assay time. Here, matrix-assisted laser desorption ionization–time of flight mass spectrometry (MALDI-TOF MS) coupled to ClinProTools was used to discover MALDI-TOF MS biomarker peaks and to generate a classification model based on a genetic algorithm (GA) to differentiate between type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates. Twenty-five <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> strains were used to construct an analysis model, and 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains were used for validation. For the GA typing model, the cross-validation values, which reflect the ability of the model to handle variability among the test spectra and the recognition capability value, which reflects the model's ability to correctly identify its component spectra, were all 100%. This model contained 7 biomarker peaks ( <jats:italic>m</jats:italic> / <jats:italic>z</jats:italic> 3,318.8, 3,215.0, 5,091.8, 5,766.8, 6,337.1, 6,431.1, and 6,979.9) used to correctly identify 31 type 1 and 7 type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates from 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains with a sensitivity and specificity of 100%. The strain distribution map and principle component analysis based on the GA classification model also clearly showed that the type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates can be divided into two categories based on their peptide mass fingerprints. With the obvious advantages of being rapid, highly accurate, and highly sensitive and having a low cost and high throughput, MALDI-TOF MS ClinProTools is a powerful and reliable tool for <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> typing. </jats:p>
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spelling Xiao, Di Zhao, Fei Zhang, Huifang Meng, Fanliang Zhang, Jianzhong 0095-1137 1098-660X American Society for Microbiology Microbiology (medical) http://dx.doi.org/10.1128/jcm.01265-14 <jats:title>ABSTRACT</jats:title> <jats:p> The typing of <jats:named-content content-type="genus-species">Mycoplasma pneumoniae</jats:named-content> mainly relies on the detection of nucleic acid, which is limited by the use of a single gene target, complex operation procedures, and a lengthy assay time. Here, matrix-assisted laser desorption ionization–time of flight mass spectrometry (MALDI-TOF MS) coupled to ClinProTools was used to discover MALDI-TOF MS biomarker peaks and to generate a classification model based on a genetic algorithm (GA) to differentiate between type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates. Twenty-five <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> strains were used to construct an analysis model, and 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains were used for validation. For the GA typing model, the cross-validation values, which reflect the ability of the model to handle variability among the test spectra and the recognition capability value, which reflects the model's ability to correctly identify its component spectra, were all 100%. This model contained 7 biomarker peaks ( <jats:italic>m</jats:italic> / <jats:italic>z</jats:italic> 3,318.8, 3,215.0, 5,091.8, 5,766.8, 6,337.1, 6,431.1, and 6,979.9) used to correctly identify 31 type 1 and 7 type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates from 43 <jats:named-content content-type="genus-species">Mycoplasma</jats:named-content> strains with a sensitivity and specificity of 100%. The strain distribution map and principle component analysis based on the GA classification model also clearly showed that the type 1 and type 2 <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> isolates can be divided into two categories based on their peptide mass fingerprints. With the obvious advantages of being rapid, highly accurate, and highly sensitive and having a low cost and high throughput, MALDI-TOF MS ClinProTools is a powerful and reliable tool for <jats:named-content content-type="genus-species">M. pneumoniae</jats:named-content> typing. </jats:p> Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools Journal of Clinical Microbiology
spellingShingle Xiao, Di, Zhao, Fei, Zhang, Huifang, Meng, Fanliang, Zhang, Jianzhong, Journal of Clinical Microbiology, Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools, Microbiology (medical)
title Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_full Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_fullStr Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_full_unstemmed Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_short Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
title_sort novel strategy for typing mycoplasma pneumoniae isolates by use of matrix-assisted laser desorption ionization–time of flight mass spectrometry coupled with clinprotools
title_unstemmed Novel Strategy for Typing Mycoplasma pneumoniae Isolates by Use of Matrix-Assisted Laser Desorption Ionization–Time of Flight Mass Spectrometry Coupled with ClinProTools
topic Microbiology (medical)
url http://dx.doi.org/10.1128/jcm.01265-14