DocumentCode
83196
Title
Large-Scale Parallel Simulations of 3D Cell Colony Dynamics
Author
Cytowski, Maciej ; Szymanska, Zuzanna
Author_Institution
ICM, Univ. of Warsaw, Warsaw, Poland
Volume
16
Issue
5
fYear
2014
fDate
Sept.-Oct. 2014
Firstpage
86
Lastpage
95
Abstract
Biological processes are inherently complex and involve many unknown relationships and mechanisms at different scales. Despite many efforts, researchers still can´t explain all of the observed phenomena and, if necessary, make any desirable changes in the dynamics. Recently, it has become apparent that a research opportunity lies in complementing the traditional, heuristic experimental approach with mathematical modeling and computer simulations. Achieving a simulation scale that corresponds, for instance, to clinically detectable tumor sizes is still a huge challenge, however, this scale is necessary to understand and control complex biological processes. This article presents a novel, high-performance computational approach allowing simulations of 3D cell colony dynamics at a previously unavailable tissue scale. Due to its high parallel scalability, the method achieves simulation of cell colonies composed of 109 cells, which allows for describing tumor growth in its early clinical stage.
Keywords
bioinformatics; cellular biophysics; digital simulation; parallel processing; tumours; 3D cell colony dynamics; biological processes; cell colony simulation; clinically detectable tumor sizes; computer simulations; heuristic experimental approach; high-performance computational approach; large-scale parallel simulations; mathematical modeling; tumor growth; Biological system modeling; Computational modeling; Computer architecture; Density functional theory; Mathematical model; Microprocessors; Parallel processing; HPC; bioinformatics; high-performance computing; parallel scalability; scientific computing;
fLanguage
English
Journal_Title
Computing in Science & Engineering
Publisher
ieee
ISSN
1521-9615
Type
jour
DOI
10.1109/MCSE.2014.2
Filename
6728930
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