Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor
Breast cancer is the leading disease in incidence and mortality among women in developing countries. The opportune diagnosis of this disease strengthens the survival index. Mammography application is limited by age and periodicity. Temperature is a physical magnitude that can be measured by using mu...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2017-03-01
|
Series: | Sensors |
Subjects: | |
Online Access: | http://www.mdpi.com/1424-8220/17/3/497 |
_version_ | 1811184822011297792 |
---|---|
author | Marco Antonio Garduño-Ramón Sofia Giovanna Vega-Mancilla Luis Alberto Morales-Henández Roque Alfredo Osornio-Rios |
author_facet | Marco Antonio Garduño-Ramón Sofia Giovanna Vega-Mancilla Luis Alberto Morales-Henández Roque Alfredo Osornio-Rios |
author_sort | Marco Antonio Garduño-Ramón |
collection | DOAJ |
description | Breast cancer is the leading disease in incidence and mortality among women in developing countries. The opportune diagnosis of this disease strengthens the survival index. Mammography application is limited by age and periodicity. Temperature is a physical magnitude that can be measured by using multiple sensing techniques. IR (infrared) thermography using commercial cameras is gaining relevance in industrial and medical applications because it is a non-invasive and non-intrusive technology. Asymmetrical temperature in certain human body zones is associated with cancer. In this paper, an IR thermographic sensor is applied for breast cancer detection. This work includes an automatic breast segmentation methodology, to spot the hottest regions in thermograms using the morphological watershed operator to help the experts locate the tumor. A protocol for thermogram acquisition considering the required time to achieve a thermal stabilization is also proposed. Breast thermograms are evaluated as thermal matrices, instead of gray scale or false color images, increasing the certainty of the provided diagnosis. The proposed tool was validated using the Database for Mastology Research and tested in a voluntary group of 454 women of different ages and cancer stages with good results, leading to the possibility of being used as a supportive tool to detect breast cancer and angiogenesis cases. |
first_indexed | 2024-04-11T13:18:58Z |
format | Article |
id | doaj.art-38f433bf11da448da8dbb29c2025a17e |
institution | Directory Open Access Journal |
issn | 1424-8220 |
language | English |
last_indexed | 2024-04-11T13:18:58Z |
publishDate | 2017-03-01 |
publisher | MDPI AG |
record_format | Article |
series | Sensors |
spelling | doaj.art-38f433bf11da448da8dbb29c2025a17e2022-12-22T04:22:16ZengMDPI AGSensors1424-82202017-03-0117349710.3390/s17030497s17030497Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as SensorMarco Antonio Garduño-Ramón0Sofia Giovanna Vega-Mancilla1Luis Alberto Morales-Henández2Roque Alfredo Osornio-Rios3Facultad de Ingeniería, CA Mecatrónica, Universidad Autónoma de Querétaro, Campus San Juan del Río, Av. Río Moctezuma 249, Col. San Cayetano, C.P. 76807, San Juan del Río, Querétaro, MexicoFacultad de Ingeniería, CA Mecatrónica, Universidad Autónoma de Querétaro, Campus San Juan del Río, Av. Río Moctezuma 249, Col. San Cayetano, C.P. 76807, San Juan del Río, Querétaro, MexicoFacultad de Ingeniería, CA Mecatrónica, Universidad Autónoma de Querétaro, Campus San Juan del Río, Av. Río Moctezuma 249, Col. San Cayetano, C.P. 76807, San Juan del Río, Querétaro, MexicoFacultad de Ingeniería, CA Mecatrónica, Universidad Autónoma de Querétaro, Campus San Juan del Río, Av. Río Moctezuma 249, Col. San Cayetano, C.P. 76807, San Juan del Río, Querétaro, MexicoBreast cancer is the leading disease in incidence and mortality among women in developing countries. The opportune diagnosis of this disease strengthens the survival index. Mammography application is limited by age and periodicity. Temperature is a physical magnitude that can be measured by using multiple sensing techniques. IR (infrared) thermography using commercial cameras is gaining relevance in industrial and medical applications because it is a non-invasive and non-intrusive technology. Asymmetrical temperature in certain human body zones is associated with cancer. In this paper, an IR thermographic sensor is applied for breast cancer detection. This work includes an automatic breast segmentation methodology, to spot the hottest regions in thermograms using the morphological watershed operator to help the experts locate the tumor. A protocol for thermogram acquisition considering the required time to achieve a thermal stabilization is also proposed. Breast thermograms are evaluated as thermal matrices, instead of gray scale or false color images, increasing the certainty of the provided diagnosis. The proposed tool was validated using the Database for Mastology Research and tested in a voluntary group of 454 women of different ages and cancer stages with good results, leading to the possibility of being used as a supportive tool to detect breast cancer and angiogenesis cases.http://www.mdpi.com/1424-8220/17/3/497breast cancerinfrared thermographyautomatic segmentation |
spellingShingle | Marco Antonio Garduño-Ramón Sofia Giovanna Vega-Mancilla Luis Alberto Morales-Henández Roque Alfredo Osornio-Rios Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor Sensors breast cancer infrared thermography automatic segmentation |
title | Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor |
title_full | Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor |
title_fullStr | Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor |
title_full_unstemmed | Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor |
title_short | Supportive Noninvasive Tool for the Diagnosis of Breast Cancer Using a Thermographic Camera as Sensor |
title_sort | supportive noninvasive tool for the diagnosis of breast cancer using a thermographic camera as sensor |
topic | breast cancer infrared thermography automatic segmentation |
url | http://www.mdpi.com/1424-8220/17/3/497 |
work_keys_str_mv | AT marcoantoniogardunoramon supportivenoninvasivetoolforthediagnosisofbreastcancerusingathermographiccameraassensor AT sofiagiovannavegamancilla supportivenoninvasivetoolforthediagnosisofbreastcancerusingathermographiccameraassensor AT luisalbertomoraleshenandez supportivenoninvasivetoolforthediagnosisofbreastcancerusingathermographiccameraassensor AT roquealfredoosorniorios supportivenoninvasivetoolforthediagnosisofbreastcancerusingathermographiccameraassensor |