Karam Mustapha, Quentin Gilli, Jean-Marc Frayret, Nadia Lahrichi et Elnaz Karimi
Article de revue (2016)
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Abstract
Colon and Colorectal cancer are a diagnosis of particular concern for older Canadians. They are the second cancer in terms of rate of incidence and mortality among Canadians after lung cancer. Treatment of colon and colorectal cancer requires a complex decision-making process of treatment. These treatments may involve surgery and either pre- or post-operative radiation or chemotherapy, which can have a great impact on the quality of life of patients due to the rigorous requirements of treatment and the inconvenient side effects. This paper is the first developmental step of an agent-based simulation platform aiming at simulating colon and colorectal cancer patient care trajectories in a hospital. In this study, we describe a virtual patient agent, which includes a cancer evolution model, capable of replicating cancer behavior in response to treatment. Simulation results show promising interpolation results with respect to chemotherapy dosage and radiotherapy dosage. However, the model ability to interpolate different administration protocols is still limited, and therefore require calibration for each protocol.
Mots clés
Agent-based simulation, cancer evolution model, virtual patient.
Sujet(s): | 1900 Génie biomédical > 1901 Technologie biomédicale |
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Département: | Département de mathématiques et de génie industriel |
URL de PolyPublie: | https://publications.polymtl.ca/5044/ |
Titre de la revue: | Procedia Computer Science (vol. 100) |
Maison d'édition: | Elsevier |
DOI: | 10.1016/j.procs.2016.09.140 |
URL officielle: | https://doi.org/10.1016/j.procs.2016.09.140 |
Date du dépôt: | 20 déc. 2022 10:03 |
Dernière modification: | 27 sept. 2024 11:55 |
Citer en APA 7: | Mustapha, K., Gilli, Q., Frayret, J.-M., Lahrichi, N., & Karimi, E. (2016). Agent-based simulation patient model for colon and colorectal cancer care trajectory. Procedia Computer Science, 100, 188-197. https://doi.org/10.1016/j.procs.2016.09.140 |
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