Title :
In vivo dynamic imaging, in silico modeling and global sensitivity analysis for the study and the diagnosis of epithelial neoplasia
Author :
Papoutsoglou, George ; Anastasopoulou, Antigoni ; Stavrakakis, George ; Soutter, Pat ; Balas, Costas
Author_Institution :
Department of Electronic and Computer Engineering, Technical University of Crete, Chania 73100, Greece
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
We present a method for detecting and studying neoplasia-specific functional and structural features through the combination of in vivo dynamic imaging, in silico modeling and global sensitivity analysis. We particularly present the case of cervical epithelium interacting with acetic acid solution, which is employed as an optical biomarker. The in vivo measured dynamic scattering characteristics are strongly correlated with the output of the biomarker´s pharmacokinetic model that we have developed. Model global sensitivity analysis has shown that the measured/modeled bio-optical processes can be used for probing, in vivo, the number of neoplastic layers, the extracellular pH, the intracellular buffering efficiency and the size of the extracellular space.
Keywords :
Biological system modeling; Biomedical optical imaging; In vivo; Mathematical model; Neoplasms; Optical sensors; Sensitivity; Algorithms; Computer Simulation; Diagnosis, Computer-Assisted; Female; Humans; Microscopy; Models, Biological; Neoplasms, Glandular and Epithelial; Reproducibility of Results; Sensitivity and Specificity; Uterine Neoplasms;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6089905