Title :
Large Scale Tissue Morphogenesis Simulation on Heterogenous Systems Based on a Flexible Biomechanical Cell Model
Author :
Jeannin-Girardon, Anne ; Ballet, Pascal ; Rodin, Vincent
Author_Institution :
Dept. of Comput. Sci., Univ. of Western Brittany, Brest, France
Abstract :
The complexity of biological tissue morphogenesis makes in silico simulations of such system very interesting in order to gain a better understanding of the underlying mechanisms ruling the development of multicellular tissues. This complexity is mainly due to two elements: firstly, biological tissues comprise a large amount of cells; secondly, these cells exhibit complex interactions and behaviors. To address these two issues, we propose two tools: the first one is a virtual cell model that comprise two main elements: firstly, a mechanical structure (membrane, cytoskeleton, and cortex) and secondly, the main behaviors exhibited by biological cells, i.e., mitosis, growth, differentiation, molecule consumption, and production as well as the consideration of the physical constraints issued from the environment. An artificial chemistry is also included in the model. This virtual cell model is coupled to an agent-based formalism. The second tool is a simulator that relies on the OpenCL framework. It allows efficient parallel simulations on heterogenous devices such as micro-processors or graphics processors. We present two case studies validating the implementation of our model in our simulator: cellular proliferation controlled by cell signalling and limb growth in a virtual organism.
Keywords :
biochemistry; biological tissues; biology computing; biomechanics; biomembranes; cellular biophysics; graphics processing units; parallel algorithms; parallel programming; OpenCL framework; agent-based formalism; artificial chemistry; biological cells; biological tissue morphogenesis; biological tissues; cell differentiation; cell growth; cell mitosis; cell production; cell signalling; cellular proliferation; cortex; cytoskeleton; flexible biomechanical cell model; graphics processors; heterogenous devices; heterogenous systems; in silico simulations; large scale tissue morphogenesis simulation; limb growth; mechanical structure; membrane; microprocessors; molecule consumption; multicellular tissues; parallel simulations; physical constraints; virtual cell model; virtual organism; Biological system modeling; Biological tissues; Computational modeling; Force; Mathematical model; Springs; Computational biology; multi-agent systems; parallel programing; parallel programming; parallel simulation; virtual cell; virtual tissue morphogenesis;
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
DOI :
10.1109/TCBB.2015.2418994