Sensitivity analysis of a multi‐physics model for the vascular microenvironment

Author:

Vitullo Piermario1,Cicci Ludovica12,Possenti Luca34,Coclite Alessandro5,Costantino Maria Laura4,Zunino Paolo1ORCID

Affiliation:

1. MOX, Department of Mathematics Politecnico di Milano Milan Italy

2. School of Biomedical Engineering & Imaging Sciences King's College London UK

3. Data Science Unit, Fondazione IRCCS Istituto Nazionale dei Tumori Milan Italy

4. Department of Chemistry, Materials and Chemical Engineering “Giulio Natta” Politecnico di Milano Milan Italy

5. Dipartimento di Ingegneria Elettrica e dell'Informazione Politecnico di Bari Bari Italy

Abstract

AbstractThe vascular microenvironment is the scale at which microvascular transport, interstitial tissue properties and cell metabolism interact. The vascular microenvironment has been widely studied by means of quantitative approaches, including multi‐physics mathematical models as it is a central system for the pathophysiology of many diseases, such as cancer. The microvascular architecture is a key factor for fluid balance and mass transfer in the vascular microenvironment, together with the physical parameters characterizing the vascular wall and the interstitial tissue. The scientific literature of this field has witnessed a long debate about which factor of this multifaceted system is the most relevant. The purpose of this work is to combine the interpretative power of an advanced multi‐physics model of the vascular microenvironment with state of the art and robust sensitivity analysis methods, in order to determine the factors that most significantly impact quantities of interest, related in particular to cancer treatment. We are particularly interested in comparing the factors related to the microvascular architecture with the ones affecting the physics of microvascular transport. Ultimately, this work will provide further insight into how the vascular microenvironment affects cancer therapies, such as chemotherapy, radiotherapy or immunotherapy.

Funder

Associazione Italiana per la Ricerca sul Cancro

Gruppo Nazionale per il Calcolo Scientifico

Regione Lombardia

Regione Puglia

Publisher

Wiley

Subject

Applied Mathematics,Computational Theory and Mathematics,Molecular Biology,Modeling and Simulation,Biomedical Engineering,Software

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