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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...

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Autores principales: van Hooren, Michel R. A., Leunis, Nicoline, Brandsma, Dirk S., Dingemans, Anne-Marie C., Kremer, Bernd, Kross, Kenneth W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
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.
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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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