Title :
An application of smoothing splines for molecular imaging of tumors using an improved calculation of a limiting form of Renyi entropy
Author :
Hughes, M.S. ; Marsh, J.N. ; Wallace, K.D. ; Lanza, G.M. ; Wickline, S.A. ; McCarthy, J.E. ; Wickerhauser, M.V. ; Maurizi, B.N.
Author_Institution :
Sch. of Med., Washington Univ. in St. Louis, St. Louis, MO, USA
Abstract :
In several investigations of molecular imaging of angiogenic neovasculature using a targeted contrast agent, Renyi entropy (If(r)) and a limiting form of Renyi entropy (If,∞) exhibited significantly more sensitivity to subtle changes in scattering architecture than energy-based methods. Many of these studies required the fitting of a cubic spline to backscattered waveforms prior to calculation of entropy (either If(r) or If,∞)In this study it is shown that the robustness of If,∞ may be improved by using a smoothing spline. Results are presented showing the impact of different smoothing parameters. In addition, if smoothing is preceded by lowpass filtering of the waveforms, further improvements may be obtained.
Keywords :
biomedical ultrasonics; blood vessels; entropy; medical image processing; molecular biophysics; nanomedicine; splines (mathematics); tumours; Renyi entropy; angiogenic neovasculature; backscattered waveform; lowpass filtering; molecular imaging; nanoparticle detection; scattering architecture; spline smoothing; tumor; Acoustics; Mice; Nanoparticles; Radio frequency; Smoothing methods; Spline; Tumors;
Conference_Titel :
Ultrasonics Symposium (IUS), 2010 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4577-0382-9
DOI :
10.1109/ULTSYM.2010.5935961