Buccal Spectral Markers for Lung Cancer Risk Stratification
Lung cancer remains the leading cause of cancer deaths in the US with >150,000 deaths per year. In order to more effectively reduce lung cancer mortality, more sophisticated screening paradigms are needed. Previously, our group demonstrated the use of low-coherence enhanced backscattering (LEBS)...
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Published in | PloS one Vol. 9; no. 10; p. e110157 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
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Public Library of Science
09.10.2014
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ISSN | 1932-6203 1932-6203 |
DOI | 10.1371/journal.pone.0110157 |
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Abstract | Lung cancer remains the leading cause of cancer deaths in the US with >150,000 deaths per year. In order to more effectively reduce lung cancer mortality, more sophisticated screening paradigms are needed. Previously, our group demonstrated the use of low-coherence enhanced backscattering (LEBS) spectroscopy to detect and quantify the micro/nano-architectural correlates of colorectal and pancreatic field carcinogenesis. In the lung, the buccal (cheek) mucosa has been suggested as an excellent surrogate site in the "field of injury". We, therefore, wanted to assess whether LEBS could similarly sense the presence of lung. To this end, we applied a fiber-optic LEBS probe to a dataset of 27 smokers without diagnosed lung cancer (controls) and 46 with lung cancer (cases), which was divided into a training and a blinded validation set (32 and 41 subjects, respectively). LEBS readings of the buccal mucosa were taken from the oral cavity applying gentle contact. The diagnostic LEBS marker was notably altered in patients harboring lung cancer compared to smoking controls. The prediction rule developed on training set data provided excellent diagnostics with 94% sensitivity, 80% specificity, and 95% accuracy. Applying the same threshold to the blinded validation set yielded 79% sensitivity and 83% specificity. These results were not confounded by patient demographics or impacted by cancer type or location. Moreover, the prediction rule was robust across all stages of cancer including stage I. We envision the use of LEBS as the first part of a two-step paradigm shift in lung cancer screening in which patients with high LEBS risk markers are funnelled into more invasive screening for confirmation. |
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AbstractList | Lung cancer remains the leading cause of cancer deaths in the US with >150,000 deaths per year. In order to more effectively reduce lung cancer mortality, more sophisticated screening paradigms are needed. Previously, our group demonstrated the use of low-coherence enhanced backscattering (LEBS) spectroscopy to detect and quantify the micro/nano-architectural correlates of colorectal and pancreatic field carcinogenesis. In the lung, the buccal (cheek) mucosa has been suggested as an excellent surrogate site in the “field of injury”. We, therefore, wanted to assess whether LEBS could similarly sense the presence of lung. To this end, we applied a fiber-optic LEBS probe to a dataset of 27 smokers without diagnosed lung cancer (controls) and 46 with lung cancer (cases), which was divided into a training and a blinded validation set (32 and 41 subjects, respectively). LEBS readings of the buccal mucosa were taken from the oral cavity applying gentle contact. The diagnostic LEBS marker was notably altered in patients harboring lung cancer compared to smoking controls. The prediction rule developed on training set data provided excellent diagnostics with 94% sensitivity, 80% specificity, and 95% accuracy. Applying the same threshold to the blinded validation set yielded 79% sensitivity and 83% specificity. These results were not confounded by patient demographics or impacted by cancer type or location. Moreover, the prediction rule was robust across all stages of cancer including stage I. We envision the use of LEBS as the first part of a two-step paradigm shift in lung cancer screening in which patients with high LEBS risk markers are funnelled into more invasive screening for confirmation. Lung cancer remains the leading cause of cancer deaths in the US with >150,000 deaths per year. In order to more effectively reduce lung cancer mortality, more sophisticated screening paradigms are needed. Previously, our group demonstrated the use of low-coherence enhanced backscattering (LEBS) spectroscopy to detect and quantify the micro/nano-architectural correlates of colorectal and pancreatic field carcinogenesis. In the lung, the buccal (cheek) mucosa has been suggested as an excellent surrogate site in the "field of injury". We, therefore, wanted to assess whether LEBS could similarly sense the presence of lung. To this end, we applied a fiber-optic LEBS probe to a dataset of 27 smokers without diagnosed lung cancer (controls) and 46 with lung cancer (cases), which was divided into a training and a blinded validation set (32 and 41 subjects, respectively). LEBS readings of the buccal mucosa were taken from the oral cavity applying gentle contact. The diagnostic LEBS marker was notably altered in patients harboring lung cancer compared to smoking controls. The prediction rule developed on training set data provided excellent diagnostics with 94% sensitivity, 80% specificity, and 95% accuracy. Applying the same threshold to the blinded validation set yielded 79% sensitivity and 83% specificity. These results were not confounded by patient demographics or impacted by cancer type or location. Moreover, the prediction rule was robust across all stages of cancer including stage I. We envision the use of LEBS as the first part of a two-step paradigm shift in lung cancer screening in which patients with high LEBS risk markers are funnelled into more invasive screening for confirmation.Lung cancer remains the leading cause of cancer deaths in the US with >150,000 deaths per year. In order to more effectively reduce lung cancer mortality, more sophisticated screening paradigms are needed. Previously, our group demonstrated the use of low-coherence enhanced backscattering (LEBS) spectroscopy to detect and quantify the micro/nano-architectural correlates of colorectal and pancreatic field carcinogenesis. In the lung, the buccal (cheek) mucosa has been suggested as an excellent surrogate site in the "field of injury". We, therefore, wanted to assess whether LEBS could similarly sense the presence of lung. To this end, we applied a fiber-optic LEBS probe to a dataset of 27 smokers without diagnosed lung cancer (controls) and 46 with lung cancer (cases), which was divided into a training and a blinded validation set (32 and 41 subjects, respectively). LEBS readings of the buccal mucosa were taken from the oral cavity applying gentle contact. The diagnostic LEBS marker was notably altered in patients harboring lung cancer compared to smoking controls. The prediction rule developed on training set data provided excellent diagnostics with 94% sensitivity, 80% specificity, and 95% accuracy. Applying the same threshold to the blinded validation set yielded 79% sensitivity and 83% specificity. These results were not confounded by patient demographics or impacted by cancer type or location. Moreover, the prediction rule was robust across all stages of cancer including stage I. We envision the use of LEBS as the first part of a two-step paradigm shift in lung cancer screening in which patients with high LEBS risk markers are funnelled into more invasive screening for confirmation. |
Audience | Academic |
Author | Ray, Daniel Gould, Bradley Hensing, Thomas A. Radosevich, Andrew J. Roy, Hemant K. Rogers, Jeremy D. Mutyal, Nikhil N. Backman, Vadim |
AuthorAffiliation | Universität Bochum, Germany 3 Department of Medicine, NorthShore University HealthSystems, Evanston, Illinois, United States of America 1 Biomedical Engineering Department, Northwestern University, Evanston, Illinois, United States of America 2 Biomedical Engineering Department, University of Wisconsin, Madison, Wisconsin, United States of America 4 Department of Medicine, Boston University, Boston, Massachusetts, United States of America |
AuthorAffiliation_xml | – name: 2 Biomedical Engineering Department, University of Wisconsin, Madison, Wisconsin, United States of America – name: 4 Department of Medicine, Boston University, Boston, Massachusetts, United States of America – name: 1 Biomedical Engineering Department, Northwestern University, Evanston, Illinois, United States of America – name: 3 Department of Medicine, NorthShore University HealthSystems, Evanston, Illinois, United States of America – name: Universität Bochum, Germany |
Author_xml | – sequence: 1 givenname: Andrew J. surname: Radosevich fullname: Radosevich, Andrew J. – sequence: 2 givenname: Nikhil N. surname: Mutyal fullname: Mutyal, Nikhil N. – sequence: 3 givenname: Jeremy D. surname: Rogers fullname: Rogers, Jeremy D. – sequence: 4 givenname: Bradley surname: Gould fullname: Gould, Bradley – sequence: 5 givenname: Thomas A. surname: Hensing fullname: Hensing, Thomas A. – sequence: 6 givenname: Daniel surname: Ray fullname: Ray, Daniel – sequence: 7 givenname: Vadim surname: Backman fullname: Backman, Vadim – sequence: 8 givenname: Hemant K. surname: Roy fullname: Roy, Hemant K. |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/25299667$$D View this record in MEDLINE/PubMed |
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Copyright | COPYRIGHT 2014 Public Library of Science 2014 Radosevich et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2014 Radosevich et al 2014 Radosevich et al |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Competing Interests: Drs. Roy and Backman are co-founders/share-holders of American BioOptics LLC. BG is a share-holder of American BioOptics LLC. This does not alter the authors’ adherence to all the PLOS ONE policies on sharing data and materials. Conceived and designed the experiments: HKR VB NNM AJR JDR. Performed the experiments: NNM TAH DR BG. Analyzed the data: NNM AJR. Contributed reagents/materials/analysis tools: JDR BG. Contributed to the writing of the manuscript: AJR HKR VB. |
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SubjectTerms | Aged Aged, 80 and over Backscattering Biology and Life Sciences Biomarkers, Tumor - chemistry Biomarkers, Tumor - metabolism Biomedical engineering Buccal mucosa Cancer Cancer screening Carcinogenesis Carcinogens Cellular biology Cheek Demographics Demography Diagnostic systems Drug dosages Early Detection of Cancer Engineering Engineering and Technology Fatalities Female Fiber optic equipment Fiber Optic Technology Fiber optics Gene expression Genomics Health aspects Health risk assessment Health risks Humans Invasiveness Lung cancer Lung diseases Lung Neoplasms - diagnosis Lung Neoplasms - metabolism Lung Neoplasms - pathology Male Markers Medical diagnosis Medical prognosis Medical screening Medicine and Health Sciences Middle Aged Mortality Mouth Mucosa - metabolism Mouth Mucosa - ultrastructure Nanostructures - chemistry Optical fibers Oral cavity Pancreas Patients Population Research and Analysis Methods Risk Factors Sensitivity Smoking Smoking - adverse effects Spectroscopy Spectrum analysis Training |
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Title | Buccal Spectral Markers for Lung Cancer Risk Stratification |
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