P3E-7 A New Feature For Detection Of Prostate Cancer Based On RF Ultrasound Echo Signals

TitleP3E-7 A New Feature For Detection Of Prostate Cancer Based On RF Ultrasound Echo Signals
Publication TypeConference Paper
Year of Publication2006
AuthorsMoradi, M., P. Abolmaesumi, P. A. Isotalo, D. R. Siemens, E. R. Sauerbrei, and P. Mousavi
Conference NameUltrasonics Symposium, 2006. IEEE
Pagination2084 -2087
Date Publishedoct.
KeywordsBayesian classifier, biological techniques, biological tissues, biomedical ultrasonics, cancer, fractal dimension, Higuchi methodology, histopathologic malignancy maps, prostate cancer detection, receiver operating characteristic curve, RF ultrasound echo signals, ROC Curve, tissue characterization
Abstract

In this paper we describe a new approach to tissue characterization for detection of prostate cancer. We propose that if a specific location in the prostate tissue undergoes continuous interactions with ultrasound, the time series of RF echo signals from that location would carry "tissue characterizing" information. This phenomenon is due to different microstructures of normal and cancerous tissues. We use Higuchi's methodology to compute the fractal dimension of RF echo time series as a measure of the complexity. Averaged fractal dimension over a region of interest of the prostate tissue is utilized as the sole tissue characterizing feature and applied along with a Bayesian classifier. The results are validated based on detailed histopathologic maps of malignancy. The area under ROC curve is 0.894 and accuracies of up to 86% are acquired, indicating the effectiveness of our tissue characterization approach based on the fractal analysis of RF time series

URLhttp://dx.doi.org/10.1109/ULTSYM.2006.530
DOI10.1109/ULTSYM.2006.530

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