BioinformaticsBioinformaticsPeer-reviewed journal article
Multiscale model of the different modes of cancer cell invasion
Marco RusconeiD, Arnau MontagudiD, Philippe ChavrieriD, Olivier DestaingiD, Isabelle BonnetiD, Andrei Y. ZinovyeviD, Emmanuel BarillotiD, Vincent NoëliD, Laurence CalzoneiD
Abstract
Mathematical models of biological processes implicated in cancer are built using the knowledge of complex networks of signaling pathways, describing the molecular regulations inside different cell types, such as tumor cells, immune and other stromal cells. If these models mainly focus on intracellular information, they often omit a description of the spatial organization among cells and their interactions, and with the tumoral microenvironment. We present here a model of tumor cell invasion simulated with PhysiBoSS, a multiscale framework which combines agent-based modeling and continuous time Markov processes applied on Boolean network models. With this model, we aim to study the different modes of cell migration by considering both spatial information obtained from the agent-based simulation and intracellular regulation obtained from the Boolean model. Our multiscale model integrates the impact of gene mutations with the perturbation of the environmental conditions and allows the visualization of the results with 2D and 3D representations. The model successfully reproduces single and collective migration processes and is validated on published experiments on cell invasion. In silico experiments are suggested to search for possible targets that can block the more invasive tumoral phenotypes.
- Citations
- 29
- FWCI
- 6.09
- Field percentile
- top 3%
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