Title :
Large-Scale Parallel Simulations of 3D Cell Colony Dynamics: The Cellular Environment
Author :
Cytowski, Maciej ; Szymanska, Zuzanna
Abstract :
The authors present a large-scale, hybrid 3D model for simulating dynamics of cell colonies growing in and interacting with a variable environment. For this purpose, they extended an earlier mathematical and computational formulation of a cell colony model to incorporate the cellular environment modeled in a continuous manner. A mathematical description based on partial differential equations is formulated for selected important components of the environment. Such extension is necessary to deal with complex biological processes such as cancer growth, where a number of scales need to be considered (subcellular, cellular, and tissue). The authors show how a continuous model can be efficiently solved on a massively parallel processing system. They also present computational methods that couple discrete and continuous descriptions while maintaining high scalability of the resulting application.
Keywords :
biological tissues; biology computing; cellular biophysics; parallel processing; partial differential equations; solid modelling; 3D cell colony dynamics; cancer growth; cellular; cellular environment; complex biological processes; computational formulation; hybrid 3D model; large-scale parallel simulations; mathematical description; mathematical formulation; parallel processing system; partial differential equations; subcellular; tissue; variable environment; Biological system modeling; Cancer; Computational modeling; Laboratories; Mathematical model; Research and development; Simulation; Solid modeling; Tumors; cancer; cell growth; modeling; scientific computing; simulation;
Journal_Title :
Computing in Science & Engineering
DOI :
10.1109/MCSE.2015.66