Title :
Content based modified reaction-diffusion equation for modeling tumor growth of low grade glioma
Author :
Elazab, Ahmed ; Qingmao Hu ; Fucang Jia ; Xiaodong Zhang
Author_Institution :
Res. Lab. for Med. Imaging & Digital Surg., Univ. Town of Shenzhen, Shenzhen, China
Abstract :
This paper presents a content based modified reaction diffusion (RD) equation for modeling glioma growth. The reaction diffusion equation is modified by a weighted parameter that measures the white matter proportion in a small window. Given two MRI time-points scans of the same patient, the manually segmented tumor of the first scan is used as an initial seed to the proposed method while the second scan is used as the ground truth to measure the accuracy of the simulated results. For healthy tissues segmentation around the initial seed, spatial fuzzy C-means algorithm that accounts for neighborhood information of the image is used. As a proof of concept, the proposed method is tested on one low grade glioma case with 7 month difference between the two scans. The preliminary results of the modified RD equation show higher accuracy as compared with the standard RD equation.
Keywords :
biomedical MRI; feature extraction; fuzzy set theory; image segmentation; medical image processing; partial differential equations; physiological models; reaction-diffusion systems; tumours; MRI scan; content based modified RD equation; content based modified reaction-diffusion equation; ground truth; healthy tissue segmentation; initial seed; low grade glioma case; low grade glioma growth modeling; manual tumor segmentation; simulation accuracy; spatial fuzzy C-means algorithm; standard RD equation; time 7 month; tumor growth modeling; weighted parameter; white matter proportion measurement; Biological system modeling; Biomechanics; Equations; Image segmentation; Lead; Magnetic resonance imaging; Mathematical model; Reaction diffusion; glioma; spatial fuzzy c-means; tumor growth;
Conference_Titel :
Biomedical Engineering Conference (CIBEC), 2014 Cairo International
Conference_Location :
Giza
Print_ISBN :
978-1-4799-4413-2
DOI :
10.1109/CIBEC.2014.7020929