AN AUTOMATED METHOD FOR THE EVALUATION OF BREAST CANCER USING INFRARED THERMOGRAPHY

被引:27
|
作者
Morales-Cervantes, Antony [1 ]
Samuel Kolosovas-Machuca, Eleazar [2 ]
Guevara, Edgar [2 ,5 ]
Maruris Reducindo, Mireya [3 ]
Bello Hernandez, Alix Berenice [3 ]
Ramos Garcia, Manuel [4 ]
Javier Gonzalez, Francisco [2 ]
机构
[1] Univ Autonoma San Luis Potosi, Fac Ciencias, Av Dr Salvador Nava Mtz S-N, San Luis Potosi 78290, Slp, Mexico
[2] Univ Autonoma San Luis Potosi, Coordinac Innovac & Aplicac Ciencia & Tecnol, Sierra Leona 550,Lomas 2da,Secc 78210, San Luis Potosi, Slp, Mexico
[3] Univ Autonoma Guerrero, Unidad Acad Ciencias Nat, Carretera Nal Chilpancingo Petaquillas, Petaquillas 39105, Guerrero, Mexico
[4] Hosp Gen Dr Raymundo Abarca Alarcon Chilpancingo, Carretera Fed Chilpancingo Zumpango Paraje Tierra, Guerrero, Mexico
[5] CONACYT Univ Autonoma San Luis Potosi, Sierra Leona 550,Lomas 2da, San Luis Potosi 78210, Slp, Mexico
来源
EXCLI JOURNAL | 2018年 / 17卷
关键词
Breast cancer; infrared thermography; automated screening; TEXTURE FEATURES; IMAGES; DIAGNOSIS; CLASSIFICATION;
D O I
10.17179/excli2018-1735
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页码:989 / 998
页数:10
相关论文
共 50 条
  • [41] Integrity Evaluation of Railway Bogie Using Infrared Thermography Technique
    Kim, Jeongguk
    [J]. JOURNAL OF THE KOREAN SOCIETY FOR NONDESTRUCTIVE TESTING, 2011, 31 (02) : 144 - 149
  • [42] Nondestructive Evaluation of Surface Defects, Using Scanning Infrared Thermography
    Dalton, C.
    Olson, B.
    Lai, F. C.
    [J]. JOURNAL OF THERMOPHYSICS AND HEAT TRANSFER, 2009, 23 (04) : 716 - 724
  • [43] Nondestructive evaluation of fatigue limit of metals using infrared thermography
    Luong, MP
    [J]. NONDESTRUCTIVE CHARACTERIZATION OF MATERIALS IN AGING SYSTEMS, 1998, 503 : 275 - 280
  • [44] ONLINE EVALUATION OF MATERIAL FATIGUE LIMIT USING INFRARED THERMOGRAPHY
    Tesar, Jiri
    Skala, Jiri
    Svantner, Michal
    Novak, Matyas
    [J]. METAL 2017: 26TH INTERNATIONAL CONFERENCE ON METALLURGY AND MATERIALS, 2017, : 583 - 588
  • [45] Evaluation of induction motor groundwall insulation using infrared thermography
    Ul Haq, Saeed
    Bashir, Tariq
    [J]. Second International Conference on Emerging Technologies 2006, Proceedings, 2006, : 416 - 420
  • [46] Nondestructive evaluation technique using infrared thermography and terahertz imaging
    Sakagami, Takahide
    Shiozawa, Daiki
    Tamaki, Yoshitaka
    Iwama, Tatsuya
    [J]. THERMOSENSE: THERMAL INFRARED APPLICATIONS XXXVIII, 2016, 9861
  • [47] EVALUATION OF THERMORREGULATORY CAPACITY OF DAIRY BUFFALOES USING INFRARED THERMOGRAPHY
    Sevegnani, Kelly B.
    Fernandes, Danielle P. B.
    Modenese-Gorla da Silva, Silvia H.
    [J]. ENGENHARIA AGRICOLA, 2016, 36 (01): : 1 - 12
  • [48] Bioavailability evaluation of dermocorticoids using differential infrared thermography.
    Luong, MS
    Luong, MP
    Lok, C
    Carmi, E
    Chaby, C
    Viseux, V
    [J]. ANNALES DE DERMATOLOGIE ET DE VENEREOLOGIE, 2000, 127 (8-9): : 701 - 705
  • [49] Online nondestructive evaluation of TBC crack using infrared thermography
    Shi, Licheng
    Long, Yun
    Wang, Yuzhang
    Chen, Xiaohu
    Zhao, Qunfei
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (11)
  • [50] Investigation of Honeycomb Structure Using Pulse Infrared Thermography Method
    Li, Huijuan
    [J]. INFRARED, MILLIMETER WAVE, AND TERAHERTZ TECHNOLOGIES, 2010, 7854