Sensitivity Analysis of a 2D Stochastic Agent-Based and PDE Diffusion Model for Cancer-on-Chip Experiments

Author:

Pompa Marcello1ORCID,Torre Davide2,Bretti Gabriella3ORCID,De Gaetano Andrea145ORCID

Affiliation:

1. Institute of Systems Analysis and Informatics “A. Ruberti” (IASI), National Research Council of Italy, Via dei Taurini 19, 00185 Rome, Italy

2. CNR—Institute for Applied Mathematics “Mauro Picone”, University Campus Biomedico of Rome, LUISS Carlo Guidi, Via Álvaro del Portillo 21, 00128 Rome, Italy

3. Institute for Applied Mathematics “Mauro Picone” (IAC), National Research Council of Italy, Via dei Taurini 19, 00185 Rome, Italy

4. Institute for Biomedical Research and Innovation (IRIB), National Research Council of Italy (CNR), Via Ugo la Malfa 153, 90146 Palermo, Italy

5. Department of Biomatics, Óbuda University, Bécsi út 96/B, 1034 Budapest, Hungary

Abstract

The present work extends a previous paper where an agent-based and two-dimensional partial differential diffusion model was introduced for describing immune cell dynamics (leukocytes) in cancer-on-chip experiments. In the present work, new features are introduced for the dynamics of leukocytes and for their interactions with tumor cells, improving the adherence of the model to what is observed in laboratory experiments. Each system’s solution realization is a family of biased random walk trajectories, affected by the chemotactic gradients and in turn affecting them. A sensitivity analysis with respect to the model parameters is performed in order to assess the effect of their variation on both tumor cells and on leukocyte dynamics.

Publisher

MDPI AG

Subject

Geometry and Topology,Logic,Mathematical Physics,Algebra and Number Theory,Analysis

Reference36 articles.

1. Agent-based models in translational systems biology;An;Wiley Interdiscip. Rev. Syst. Biol. Med.,2009

2. Politopoulos, I. (2007). Review and Analysis of Agent-Based Models in Biology, University of Liverpool.

3. Integrated in silico and 3D in vitro model of macrophage migration in response to physical and chemical factors in the tumor microenvironment;Lee;Integr. Biol.,2020

4. Wolfram, S. (2002). A New Kind of Science, Wolfram Media Champaign.

5. Cell adhesion heterogeneity reinforces tumour cell dissemination: Novel insights from a mathematical model;Reher;Biol. Direct,2017

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3