Multiscale model of the different modes of cancer cell invasion

Author:

Ruscone Marco1234ORCID,Montagud Arnau5ORCID,Chavrier Philippe6,Destaing Olivier7,Bonnet Isabelle8ORCID,Zinovyev Andrei123ORCID,Barillot Emmanuel123,Noël Vincent123ORCID,Calzone Laurence123ORCID

Affiliation:

1. Institut Curie, Université PSL , F-75005 Paris, France

2. INSERM, U900 , F-75005 Paris, France

3. Mines ParisTech, Université PSL , F-75005 Paris, France

4. Sorbonne Université, Collège Doctoral , F-75005 Paris, France

5. Barcelona Supercomputing Center (BSC) , Barcelona, Spain

6. Institut Curie, PSL Research University, CNRS, UMR 144 , Paris, France

7. Institute for Advanced Biosciences, Centre de Recherche Université Grenoble Alpes, Inserm U 1209, CNRS UMR 5309 , France

8. Institut Curie, Université PSL, Sorbonne Université, CNRS UMR168, Laboratoire Physico Chimie Curie , Paris, France

Abstract

Abstract Motivation Mathematical models of biological processes altered in cancer are built using the knowledge of complex networks of signaling pathways, detailing 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. Results 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 and to predict means to block it by considering not only spatial information obtained from the agent-based simulation but also 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. Availability and implementation https://github.com/sysbio-curie/Invasion_model_PhysiBoSS.

Funder

European Commission

Publisher

Oxford University Press (OUP)

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Statistics and Probability

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