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A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach

OBJECTIVES: Computational modeling of biological systems is a powerful tool to clarify diverse processes contributing to cancer. The aim is to clarify the complex biochemical and mechanical interactions between cells, the relevance of intracellular signaling pathways in tumor progression and related...

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Autores principales: Jafari Nivlouei, Sahar, Soltani, Madjid, Shirani, Ebrahim, Salimpour, Mohammad Reza, Travasso, Rui, Carvalho, João
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8891571/
https://www.ncbi.nlm.nih.gov/pubmed/35132721
http://dx.doi.org/10.1111/cpr.13187
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author Jafari Nivlouei, Sahar
Soltani, Madjid
Shirani, Ebrahim
Salimpour, Mohammad Reza
Travasso, Rui
Carvalho, João
author_facet Jafari Nivlouei, Sahar
Soltani, Madjid
Shirani, Ebrahim
Salimpour, Mohammad Reza
Travasso, Rui
Carvalho, João
author_sort Jafari Nivlouei, Sahar
collection PubMed
description OBJECTIVES: Computational modeling of biological systems is a powerful tool to clarify diverse processes contributing to cancer. The aim is to clarify the complex biochemical and mechanical interactions between cells, the relevance of intracellular signaling pathways in tumor progression and related events to the cancer treatments, which are largely ignored in previous studies. MATERIALS AND METHODS: A three‐dimensional multiscale cell‐based model is developed, covering multiple time and spatial scales, including intracellular, cellular, and extracellular processes. The model generates a realistic representation of the processes involved from an implementation of the signaling transduction network. RESULTS: Considering a benign tumor development, results are in good agreement with the experimental ones, which identify three different phases in tumor growth. Simulating tumor vascular growth, results predict a highly vascularized tumor morphology in a lobulated form, a consequence of cells' motile behavior. A novel systematic study of chemotherapy intervention, in combination with targeted therapy, is presented to address the capability of the model to evaluate typical clinical protocols. The model also performs a dose comparison study in order to optimize treatment efficacy and surveys the effect of chemotherapy initiation delays and different regimens. CONCLUSIONS: Results not only provide detailed insights into tumor progression, but also support suggestions for clinical implementation. This is a major step toward the goal of predicting the effects of not only traditional chemotherapy but also tumor‐targeted therapies.
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spelling pubmed-88915712022-03-10 A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach Jafari Nivlouei, Sahar Soltani, Madjid Shirani, Ebrahim Salimpour, Mohammad Reza Travasso, Rui Carvalho, João Cell Prolif Original Articles OBJECTIVES: Computational modeling of biological systems is a powerful tool to clarify diverse processes contributing to cancer. The aim is to clarify the complex biochemical and mechanical interactions between cells, the relevance of intracellular signaling pathways in tumor progression and related events to the cancer treatments, which are largely ignored in previous studies. MATERIALS AND METHODS: A three‐dimensional multiscale cell‐based model is developed, covering multiple time and spatial scales, including intracellular, cellular, and extracellular processes. The model generates a realistic representation of the processes involved from an implementation of the signaling transduction network. RESULTS: Considering a benign tumor development, results are in good agreement with the experimental ones, which identify three different phases in tumor growth. Simulating tumor vascular growth, results predict a highly vascularized tumor morphology in a lobulated form, a consequence of cells' motile behavior. A novel systematic study of chemotherapy intervention, in combination with targeted therapy, is presented to address the capability of the model to evaluate typical clinical protocols. The model also performs a dose comparison study in order to optimize treatment efficacy and surveys the effect of chemotherapy initiation delays and different regimens. CONCLUSIONS: Results not only provide detailed insights into tumor progression, but also support suggestions for clinical implementation. This is a major step toward the goal of predicting the effects of not only traditional chemotherapy but also tumor‐targeted therapies. John Wiley and Sons Inc. 2022-02-07 /pmc/articles/PMC8891571/ /pubmed/35132721 http://dx.doi.org/10.1111/cpr.13187 Text en © 2022 The Authors. Cell Proliferation Published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Articles
Jafari Nivlouei, Sahar
Soltani, Madjid
Shirani, Ebrahim
Salimpour, Mohammad Reza
Travasso, Rui
Carvalho, João
A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title_full A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title_fullStr A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title_full_unstemmed A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title_short A multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3D computational approach
title_sort multiscale cell‐based model of tumor growth for chemotherapy assessment and tumor‐targeted therapy through a 3d computational approach
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8891571/
https://www.ncbi.nlm.nih.gov/pubmed/35132721
http://dx.doi.org/10.1111/cpr.13187
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