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An automated method for the evaluation of breast cancer using infrared thermography

Breast cancer is one of the major causes of death for women. Temperature measurement is advantageous because it is non-invasive, non-destructive, and cost-effective. Temperature measurement through infrared thermography is useful to detect changes in blood perfusion that can occur due to inflammatio...

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Autores principales: Morales-Cervantes, Antony, Kolosovas-Machuca, Eleazar Samuel, Guevara, Edgar, Maruris Reducindo, Mireya, Bello Hernández, Alix Berenice, Ramos García, Manuel, González, Francisco Javier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Leibniz Research Centre for Working Environment and Human Factors 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6295635/
https://www.ncbi.nlm.nih.gov/pubmed/30564079
http://dx.doi.org/10.17179/excli2018-1735
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author Morales-Cervantes, Antony
Kolosovas-Machuca, Eleazar Samuel
Guevara, Edgar
Maruris Reducindo, Mireya
Bello Hernández, Alix Berenice
Ramos García, Manuel
González, Francisco Javier
author_facet Morales-Cervantes, Antony
Kolosovas-Machuca, Eleazar Samuel
Guevara, Edgar
Maruris Reducindo, Mireya
Bello Hernández, Alix Berenice
Ramos García, Manuel
González, Francisco Javier
author_sort Morales-Cervantes, Antony
collection PubMed
description Breast cancer is one of the major causes of death for women. Temperature measurement is advantageous because it is non-invasive, non-destructive, and cost-effective. Temperature measurement through infrared thermography is useful to detect changes in blood perfusion that can occur due to inflammation, angiogenesis, or other pathological causes. In this work, we analyzed 206 thermograms of patients with suspected breast cancer, using a classification method, in which thermal asymmetries were computed, the most vascularized areas of each breast were extracted and compared; then these two metrics were added to yield a thermal score, indicative of thermal anomalies. The classification method based on this thermal score allowed us to obtain the test sensitivity of 100 %, specificity of 68.68 %; a positive predictive value of 11.42 % and negative predictive value of 100 %. These results highlight the potential of thermography imaging as adjunctive tool to mammography in breast cancer screening.
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spelling pubmed-62956352018-12-18 An automated method for the evaluation of breast cancer using infrared thermography Morales-Cervantes, Antony Kolosovas-Machuca, Eleazar Samuel Guevara, Edgar Maruris Reducindo, Mireya Bello Hernández, Alix Berenice Ramos García, Manuel González, Francisco Javier EXCLI J Original Article Breast cancer is one of the major causes of death for women. Temperature measurement is advantageous because it is non-invasive, non-destructive, and cost-effective. Temperature measurement through infrared thermography is useful to detect changes in blood perfusion that can occur due to inflammation, angiogenesis, or other pathological causes. In this work, we analyzed 206 thermograms of patients with suspected breast cancer, using a classification method, in which thermal asymmetries were computed, the most vascularized areas of each breast were extracted and compared; then these two metrics were added to yield a thermal score, indicative of thermal anomalies. The classification method based on this thermal score allowed us to obtain the test sensitivity of 100 %, specificity of 68.68 %; a positive predictive value of 11.42 % and negative predictive value of 100 %. These results highlight the potential of thermography imaging as adjunctive tool to mammography in breast cancer screening. Leibniz Research Centre for Working Environment and Human Factors 2018-10-26 /pmc/articles/PMC6295635/ /pubmed/30564079 http://dx.doi.org/10.17179/excli2018-1735 Text en Copyright © 2018 Morales-Cervantes et al. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (http://creativecommons.org/licenses/by/4.0/) You are free to copy, distribute and transmit the work, provided the original author and source are credited.
spellingShingle Original Article
Morales-Cervantes, Antony
Kolosovas-Machuca, Eleazar Samuel
Guevara, Edgar
Maruris Reducindo, Mireya
Bello Hernández, Alix Berenice
Ramos García, Manuel
González, Francisco Javier
An automated method for the evaluation of breast cancer using infrared thermography
title An automated method for the evaluation of breast cancer using infrared thermography
title_full An automated method for the evaluation of breast cancer using infrared thermography
title_fullStr An automated method for the evaluation of breast cancer using infrared thermography
title_full_unstemmed An automated method for the evaluation of breast cancer using infrared thermography
title_short An automated method for the evaluation of breast cancer using infrared thermography
title_sort automated method for the evaluation of breast cancer using infrared thermography
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6295635/
https://www.ncbi.nlm.nih.gov/pubmed/30564079
http://dx.doi.org/10.17179/excli2018-1735
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