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 inPloS one Vol. 9; no. 10; p. e110157
Main Authors Radosevich, Andrew J., Mutyal, Nikhil N., Rogers, Jeremy D., Gould, Bradley, Hensing, Thomas A., Ray, Daniel, Backman, Vadim, Roy, Hemant K.
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 09.10.2014
Public Library of Science (PLoS)
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ISSN1932-6203
1932-6203
DOI10.1371/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.
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
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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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Snippet 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...
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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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