A model for membrane degradation using a gelatin invadopodia assay

Fuente: arXiv
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Autori principali: Ciavolella, Giorgia, Ferrand, Nathalie, Sabbah, Michèle, Perthame, Benoît, Natalini, Roberto
Natura: Preprint
Pubblicazione: 2024
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author Ciavolella, Giorgia
Ferrand, Nathalie
Sabbah, Michèle
Perthame, Benoît
Natalini, Roberto
author_facet Ciavolella, Giorgia
Ferrand, Nathalie
Sabbah, Michèle
Perthame, Benoît
Natalini, Roberto
contents One of the most crucial and lethal characteristics of solid tumors is represented by the increased ability of cancer cells to migrate and invade other organs during the so-called metastatic spread. This is allowed thanks to the production of matrix metalloproteinases (MMPs), enzymes capable of degrading a type of collagen abundant in the basal membrane separating the epithelial tissue from the connective one. In this work, we employ a synergistic experimental and mathematical modelling approach to explore the invasion process of tumor cells. A athematical model composed of reaction-diffusion equations describing the evolution of the tumor cells density on a gelatin substrate, MMPs enzymes concentration and the degradation of the gelatin is proposed. This is completed with a calibration strategy. We perform a sensitivity analysis and explore a parameter estimation technique both on synthetic and experimental data in order to find the optimal parameters that describe the in vitro experiments. A comparison between numerical and experimental solutions ends the work.
format Preprint
id arxiv_https___arxiv_org_abs_2404_05730
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A model for membrane degradation using a gelatin invadopodia assay
Ciavolella, Giorgia
Ferrand, Nathalie
Sabbah, Michèle
Perthame, Benoît
Natalini, Roberto
Tissues and Organs
One of the most crucial and lethal characteristics of solid tumors is represented by the increased ability of cancer cells to migrate and invade other organs during the so-called metastatic spread. This is allowed thanks to the production of matrix metalloproteinases (MMPs), enzymes capable of degrading a type of collagen abundant in the basal membrane separating the epithelial tissue from the connective one. In this work, we employ a synergistic experimental and mathematical modelling approach to explore the invasion process of tumor cells. A athematical model composed of reaction-diffusion equations describing the evolution of the tumor cells density on a gelatin substrate, MMPs enzymes concentration and the degradation of the gelatin is proposed. This is completed with a calibration strategy. We perform a sensitivity analysis and explore a parameter estimation technique both on synthetic and experimental data in order to find the optimal parameters that describe the in vitro experiments. A comparison between numerical and experimental solutions ends the work.
title A model for membrane degradation using a gelatin invadopodia assay
topic Tissues and Organs
url https://arxiv.org/abs/2404.05730