DocumentCode
139236
Title
High correlation of double Debye model parameters in skin cancer detection
Author
Truong, Bao C. Q. ; Tuan, H.D. ; Fitzgerald, Anthony J. ; Wallace, Vincent P. ; Nguyen, Hung T.
Author_Institution
Centre for Health Technol., Univ. of Technol. Sydney, Ultimo, NSW, Australia
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
718
Lastpage
721
Abstract
The double Debye model can be used to capture the dielectric response of human skin in terahertz regime due to high water content in the tissue. The increased water proportion is widely considered as a biomarker of carcinogenesis, which gives rise of using this model in skin cancer detection. Therefore, the goal of this paper is to provide a specific analysis of the double Debye parameters in terms of non-melanoma skin cancer classification. Pearson correlation is applied to investigate the sensitivity of these parameters and their combinations to the variation in tumor percentage of skin samples. The most sensitive parameters are then assessed by using the receiver operating characteristic (ROC) plot to confirm their potential of classifying tumor from normal skin. Our positive outcomes support further steps to clinical application of terahertz imaging in skin cancer delineation.
Keywords
cancer; image classification; medical image processing; sensitivity analysis; skin; tumours; Pearson correlation; ROC; biological tissue; biomarker; carcinogenesis; clinical application; dielectric response; double Debye model parameters; high-water content; human skin; nonmelanoma skin cancer classification; receiver operating characteristics; skin cancer delineation; skin cancer detection; skin samples; terahertz imaging; terahertz regime; tumor classification; tumor percentage; water proportion; Absorption; Correlation; Imaging; Sensitivity; Skin; Skin cancer; Tumors;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6943691
Filename
6943691
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