Exhaled Breath Analysis with a Colorimetric Sensor Array for the Identification and Characterization of Lung Cancer

The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining br...

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Published inJournal of thoracic oncology Vol. 7; no. 1; pp. 137 - 142
Main Authors Mazzone, Peter J., Wang, Xiao-Feng, Xu, Yaomin, Mekhail, Tarek, Beukemann, Mary C., Na, Jie, Kemling, Jonathan W., Suslick, Kenneth S., Sasidhar, Madhu
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 01.01.2012
International Association for the Study of Lung Cancer
Subjects
Online AccessGet full text
ISSN1556-0864
1556-1380
1556-1380
DOI10.1097/JTO.0b013e318233d80f

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Abstract The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining breath biosignatures with clinical risk factors may improve the accuracy of the signature. To develop an exhaled breath biosignature of lung cancer using a colorimetric sensor array and to determine the accuracy of breath biosignatures of lung cancer characteristics with and without the inclusion of clinical risk factors. The exhaled breath of 229 study subjects, 92 with lung cancer and 137 controls, was drawn across a colorimetric sensor array. Logistic prediction models were developed and statistically validated based on the color changes of the sensor. Age, sex, smoking history, and chronic obstructive pulmonary disease were incorporated in the prediction models. The validated prediction model of the combined breath and clinical biosignature was moderately accurate at distinguishing lung cancer from control subjects (C-statistic 0.811). The accuracy improved when the model focused on only one histology (C-statistic 0.825–0.890). Individuals with different histologies could be accurately distinguished from one another (C-statistic 0.864 for adenocarcinoma versus squamous cell carcinoma). Moderate accuracies were noted for validated breath biosignatures of stage and survival (C-statistic 0.785 and 0.693, respectively). A colorimetric sensor array is capable of identifying exhaled breath biosignatures of lung cancer. The accuracy of breath biosignatures can be optimized by evaluating specific histologies and incorporating clinical risk factors.
AbstractList The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining breath biosignatures with clinical risk factors may improve the accuracy of the signature. To develop an exhaled breath biosignature of lung cancer using a colorimetric sensor array and to determine the accuracy of breath biosignatures of lung cancer characteristics with and without the inclusion of clinical risk factors. The exhaled breath of 229 study subjects, 92 with lung cancer and 137 controls, was drawn across a colorimetric sensor array. Logistic prediction models were developed and statistically validated based on the color changes of the sensor. Age, sex, smoking history, and chronic obstructive pulmonary disease were incorporated in the prediction models. The validated prediction model of the combined breath and clinical biosignature was moderately accurate at distinguishing lung cancer from control subjects (C-statistic 0.811). The accuracy improved when the model focused on only one histology (C-statistic 0.825-0.890). Individuals with different histologies could be accurately distinguished from one another (C-statistic 0.864 for adenocarcinoma versus squamous cell carcinoma). Moderate accuracies were noted for validated breath biosignatures of stage and survival (C-statistic 0.785 and 0.693, respectively). A colorimetric sensor array is capable of identifying exhaled breath biosignatures of lung cancer. The accuracy of breath biosignatures can be optimized by evaluating specific histologies and incorporating clinical risk factors.
The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining breath biosignatures with clinical risk factors may improve the accuracy of the signature.INTRODUCTIONThe pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining breath biosignatures with clinical risk factors may improve the accuracy of the signature.To develop an exhaled breath biosignature of lung cancer using a colorimetric sensor array and to determine the accuracy of breath biosignatures of lung cancer characteristics with and without the inclusion of clinical risk factors.OBJECTIVESTo develop an exhaled breath biosignature of lung cancer using a colorimetric sensor array and to determine the accuracy of breath biosignatures of lung cancer characteristics with and without the inclusion of clinical risk factors.The exhaled breath of 229 study subjects, 92 with lung cancer and 137 controls, was drawn across a colorimetric sensor array. Logistic prediction models were developed and statistically validated based on the color changes of the sensor. Age, sex, smoking history, and chronic obstructive pulmonary disease were incorporated in the prediction models.METHODSThe exhaled breath of 229 study subjects, 92 with lung cancer and 137 controls, was drawn across a colorimetric sensor array. Logistic prediction models were developed and statistically validated based on the color changes of the sensor. Age, sex, smoking history, and chronic obstructive pulmonary disease were incorporated in the prediction models.The validated prediction model of the combined breath and clinical biosignature was moderately accurate at distinguishing lung cancer from control subjects (C-statistic 0.811). The accuracy improved when the model focused on only one histology (C-statistic 0.825-0.890). Individuals with different histologies could be accurately distinguished from one another (C-statistic 0.864 for adenocarcinoma versus squamous cell carcinoma). Moderate accuracies were noted for validated breath biosignatures of stage and survival (C-statistic 0.785 and 0.693, respectively).RESULTSThe validated prediction model of the combined breath and clinical biosignature was moderately accurate at distinguishing lung cancer from control subjects (C-statistic 0.811). The accuracy improved when the model focused on only one histology (C-statistic 0.825-0.890). Individuals with different histologies could be accurately distinguished from one another (C-statistic 0.864 for adenocarcinoma versus squamous cell carcinoma). Moderate accuracies were noted for validated breath biosignatures of stage and survival (C-statistic 0.785 and 0.693, respectively).A colorimetric sensor array is capable of identifying exhaled breath biosignatures of lung cancer. The accuracy of breath biosignatures can be optimized by evaluating specific histologies and incorporating clinical risk factors.CONCLUSIONSA colorimetric sensor array is capable of identifying exhaled breath biosignatures of lung cancer. The accuracy of breath biosignatures can be optimized by evaluating specific histologies and incorporating clinical risk factors.
INTRODUCTION:The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer. Breath biosignature-based classification of homogeneous subgroups of lung cancer may be more accurate than a global breath signature. Combining breath biosignatures with clinical risk factors may improve the accuracy of the signature. OBJECTIVES:To develop an exhaled breath biosignature of lung cancer using a colorimetric sensor array and to determine the accuracy of breath biosignatures of lung cancer characteristics with and without the inclusion of clinical risk factors. METHODS:The exhaled breath of 229 study subjects, 92 with lung cancer and 137 controls, was drawn across a colorimetric sensor array. Logistic prediction models were developed and statistically validated based on the color changes of the sensor. Age, sex, smoking history, and chronic obstructive pulmonary disease were incorporated in the prediction models. RESULTS:The validated prediction model of the combined breath and clinical biosignature was moderately accurate at distinguishing lung cancer from control subjects (C-statistic 0.811). The accuracy improved when the model focused on only one histology (C-statistic 0.825–0.890). Individuals with different histologies could be accurately distinguished from one another (C-statistic 0.864 for adenocarcinoma versus squamous cell carcinoma). Moderate accuracies were noted for validated breath biosignatures of stage and survival (C-statistic 0.785 and 0.693, respectively). CONCLUSIONS:A colorimetric sensor array is capable of identifying exhaled breath biosignatures of lung cancer. The accuracy of breath biosignatures can be optimized by evaluating specific histologies and incorporating clinical risk factors.
Author Suslick, Kenneth S.
Beukemann, Mary C.
Xu, Yaomin
Mekhail, Tarek
Na, Jie
Mazzone, Peter J.
Kemling, Jonathan W.
Sasidhar, Madhu
Wang, Xiao-Feng
AuthorAffiliation Respiratory Institute, Cleveland Clinic, Cleveland, Ohio; †Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio; ‡Department of Oncology, Florida Hospital, Orlando, Florida; §Radiology Institute, Cleveland Clinic, Cleveland, Ohio; and ∥Department of Chemistry, University of Illinois, Chicago, Illinois
AuthorAffiliation_xml – name: Respiratory Institute, Cleveland Clinic, Cleveland, Ohio; †Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio; ‡Department of Oncology, Florida Hospital, Orlando, Florida; §Radiology Institute, Cleveland Clinic, Cleveland, Ohio; and ∥Department of Chemistry, University of Illinois, Chicago, Illinois
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– name: 5 Department of Chemistry, University of Illinois
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  surname: Mazzone
  fullname: Mazzone, Peter J.
  email: mazzonp@ccf.org
  organization: Respiratory Institute, Cleveland Clinic, Cleveland, Ohio
– sequence: 2
  givenname: Xiao-Feng
  surname: Wang
  fullname: Wang, Xiao-Feng
  organization: Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio
– sequence: 3
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  surname: Xu
  fullname: Xu, Yaomin
  organization: Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio
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  givenname: Tarek
  surname: Mekhail
  fullname: Mekhail, Tarek
  organization: Department of Oncology, Florida Hospital, Orlando, Florida
– sequence: 5
  givenname: Mary C.
  surname: Beukemann
  fullname: Beukemann, Mary C.
  organization: Radiology Institute, Cleveland Clinic, Cleveland, Ohio
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  surname: Na
  fullname: Na, Jie
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  surname: Kemling
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– sequence: 8
  givenname: Kenneth S.
  surname: Suslick
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  organization: Department of Chemistry, University of Illinois, Chicago, Illinois
– sequence: 9
  givenname: Madhu
  surname: Sasidhar
  fullname: Sasidhar, Madhu
  organization: Respiratory Institute, Cleveland Clinic, Cleveland, Ohio
BackLink https://www.ncbi.nlm.nih.gov/pubmed/22071780$$D View this record in MEDLINE/PubMed
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Issue 1
Keywords Colorimetric sensor array
Biomarker
Breath analysis
Language English
License http://www.elsevier.com/open-access/userlicense/1.0
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Snippet The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung cancer....
INTRODUCTION:The pattern of exhaled breath volatile organic compounds represents a metabolic biosignature with the potential to identify and characterize lung...
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SubjectTerms Adenocarcinoma - diagnosis
Adenocarcinoma - pathology
Adult
Aged
Biomarker
Breath analysis
Breath Tests
Carcinoma, Non-Small-Cell Lung - diagnosis
Carcinoma, Non-Small-Cell Lung - pathology
Carcinoma, Small Cell - diagnosis
Carcinoma, Small Cell - pathology
Carcinoma, Squamous Cell - diagnosis
Carcinoma, Squamous Cell - pathology
Colorimetric sensor array
Colorimetry
Humans
Logistic Models
Lung Neoplasms - diagnosis
Lung Neoplasms - pathology
Middle Aged
Neoplasm Staging
Predictive Value of Tests
Prospective Studies
ROC Curve
Title Exhaled Breath Analysis with a Colorimetric Sensor Array for the Identification and Characterization of Lung Cancer
URI https://dx.doi.org/10.1097/JTO.0b013e318233d80f
https://www.ncbi.nlm.nih.gov/pubmed/22071780
https://www.proquest.com/docview/911949045
https://pubmed.ncbi.nlm.nih.gov/PMC3241851
http://www.jto.org/article/S1556086415317706/pdf
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