Biocomputing: numerical simulation of glioblastoma growth using diffusion tensor imaging.
Glioblastoma multiforma (GBM) is one of the most aggressive tumors of the central nervous system. It can be represented by two components: a proliferative component with a mass effect on brain structures and an invasive component. GBM has a distinct pattern of spread showing a preferential growth in the white fiber direction for the invasive component. By using the architecture of white matter fibers, we propose a new model to simulate the growth of GBM. This architecture is estimated by diffusion tensor imaging in order to determine the preferred direction for the diffusion component. It is then coupled with a mechanical component. To set up our growth model, we make a brain atlas including brain structures with a distinct response to tumor aggressiveness, white fiber diffusion tensor information and elasticity. In this atlas, we introduce a virtual GBM with a mechanical component coupled with a diffusion component. These two components are complementary, and can be tuned independently. Then, we tune the parameter set of our model with an MRI patient. We have compared simulated growth (initialized with the MRI patient) with observed growth six months later. The average and the odd ratio of image difference between observed and simulated images are computed. Displacements of reference points are compared to those simulated by the model. The results of our simulation have shown a good correlation with tumor growth, as observed on an MRI patient. Different tumor aggressiveness can also be simulated by tuning additional parameters. This work has demonstrated that modeling the complex behavior of brain tumors is feasible and will account for further validation of this new conceptual approach.
Bondiau
Pierre-Yves
PY
Institut National de Recherche en Informatique et Automatique, Sophia Antipolis, France. pierre-yves.bondiau@cal.nice.fnclcc.fr
Clatz
Olivier
O
Sermesant
Maxime
M
Marcy
Pierre-Yves
PY
Delingette
Herve
H
Frenay
Marc
M
Ayache
Nicholas
N
D001696:Biomechanical Phenomena; D001932:Brain Neoplasms / Q000175:diagnosis* / Q000473:pathology*; D002138:Calibration; D054022:Cerebrum / Q000473:pathology; D003198:Computer Simulation; D038524:Diffusion Magnetic Resonance Imaging; D005909:Glioblastoma / Q000175:diagnosis* / Q000473:pathology*; D006801:Humans; D008954:Models, Biological; D009361:Neoplasm Invasiveness / Q000175:diagnosis / Q000473:pathology