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Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study
Disease specific patterns of volatile organic compounds can be detected in exhaled breath using an electronic nose (e-nose). The aim of this study is to explore whether an e-nose can differentiate between head and neck, and lung carcinoma. Eighty-seven patients received an e-nose measurement before...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5052311/ https://www.ncbi.nlm.nih.gov/pubmed/27083159 http://dx.doi.org/10.1007/s00405-016-4038-x |
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author | van Hooren, Michel R. A. Leunis, Nicoline Brandsma, Dirk S. Dingemans, Anne-Marie C. Kremer, Bernd Kross, Kenneth W. |
author_facet | van Hooren, Michel R. A. Leunis, Nicoline Brandsma, Dirk S. Dingemans, Anne-Marie C. Kremer, Bernd Kross, Kenneth W. |
author_sort | van Hooren, Michel R. A. |
collection | PubMed |
description | Disease specific patterns of volatile organic compounds can be detected in exhaled breath using an electronic nose (e-nose). The aim of this study is to explore whether an e-nose can differentiate between head and neck, and lung carcinoma. Eighty-seven patients received an e-nose measurement before any oncologic treatment. We used PARAFAC/TUCKER3 tensor decomposition for data reduction and an artificial neural network for analysis to obtain binary results; either diagnosed as head and neck or lung carcinoma. Via a leave-one-out method, cross-validation of the data was performed. In differentiating head and neck from lung carcinoma patients, a diagnostic accuracy of 93 % was found. After cross-validation of the data, this resulted in a diagnostic accuracy of 85 %. There seems to be a potential for e-nose as a diagnostic tool in HNC and lung carcinoma. With a fair diagnostic accuracy, an e-nose can differentiate between the two tumor entities. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00405-016-4038-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5052311 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-50523112016-10-20 Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study van Hooren, Michel R. A. Leunis, Nicoline Brandsma, Dirk S. Dingemans, Anne-Marie C. Kremer, Bernd Kross, Kenneth W. Eur Arch Otorhinolaryngol Head and Neck Disease specific patterns of volatile organic compounds can be detected in exhaled breath using an electronic nose (e-nose). The aim of this study is to explore whether an e-nose can differentiate between head and neck, and lung carcinoma. Eighty-seven patients received an e-nose measurement before any oncologic treatment. We used PARAFAC/TUCKER3 tensor decomposition for data reduction and an artificial neural network for analysis to obtain binary results; either diagnosed as head and neck or lung carcinoma. Via a leave-one-out method, cross-validation of the data was performed. In differentiating head and neck from lung carcinoma patients, a diagnostic accuracy of 93 % was found. After cross-validation of the data, this resulted in a diagnostic accuracy of 85 %. There seems to be a potential for e-nose as a diagnostic tool in HNC and lung carcinoma. With a fair diagnostic accuracy, an e-nose can differentiate between the two tumor entities. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00405-016-4038-x) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2016-04-16 2016 /pmc/articles/PMC5052311/ /pubmed/27083159 http://dx.doi.org/10.1007/s00405-016-4038-x Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Head and Neck van Hooren, Michel R. A. Leunis, Nicoline Brandsma, Dirk S. Dingemans, Anne-Marie C. Kremer, Bernd Kross, Kenneth W. Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title | Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title_full | Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title_fullStr | Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title_full_unstemmed | Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title_short | Differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
title_sort | differentiating head and neck carcinoma from lung carcinoma with an electronic nose: a proof of concept study |
topic | Head and Neck |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5052311/ https://www.ncbi.nlm.nih.gov/pubmed/27083159 http://dx.doi.org/10.1007/s00405-016-4038-x |
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