Spatial considerations in the resolution of inflammation: Elucidating leukocyte interactions via an experimentally-calibrated agent-based model
Open Access
- 2 November 2020
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLOS Computational Biology
- Vol. 16 (11) , e1008413
Abstract
Many common medical conditions (such as cancer, arthritis, chronic obstructive pulmonary disease (COPD), and others) are associated with inflammation, and even more so when combined with the effects of ageing and multimorbidity. While the inflammatory response varies in different tissue types, under disease and in response to therapeutic interventions, it has common interactions that occur between immune cells and inflammatory mediators. Understanding these underlying inflammatory mechanisms is key in progressing treatments and therapies for numerous inflammatory conditions. It is now considered that constituent mechanisms of the inflammatory response can be actively manipulated in order to drive resolution of inflammatory damage; particularly, those mechanisms related to the pro-inflammatory role of neutrophils and the anti-inflammatory role of macrophages. In this article, we describe the assembly of a hybrid mathematical model in which the spatial spread of inflammatory mediators is described through partial differential equations, and immune cells (neutrophils and macrophages) are described individually via an agent-based modelling approach. We pay close attention to how immune cells chemotax toward pro-inflammatory mediators, presenting a model for cell chemotaxis that is calibrated against experimentally observed cell trajectories in healthy and COPD-affected scenarios. We illustrate how variations in key model parameters can drive the switch from resolution of inflammation to chronic outcomes, and show that aberrant neutrophil chemotaxis can move an otherwise healthy outcome to one of chronicity. Finally, we reflect on our results in the context of the on-going hunt for new therapeutic interventions.Keywords
This publication has 77 references indexed in Scilit:
- Hybrid Equation/Agent-Based Model of Ischemia-Induced Hyperemia and Pressure Ulcer Formation Predicts Greater Propensity to Ulcerate in Subjects with Spinal Cord InjuryPLOS Computational Biology, 2013
- Complex adaptive systems modeling with Repast SimphonyComplex Adaptive Systems Modeling, 2013
- Current Understanding of the Mechanisms for Clearance of Apoptotic Cells—A Fine BalanceJournal of Cell Death, 2013
- Single Cell Analysis of Ligand Binding and Complex Formation of Interleukin-4 Receptor SubunitsBiophysical Journal, 2011
- Modulation of Macrophage Efferocytosis in InflammationFrontiers in Immunology, 2011
- In vivo labeling with 2H2O reveals a human neutrophil lifespan of 5.4 daysBlood, 2010
- Clearance of apoptotic cells: implications in health and diseaseJournal of Cell Biology, 2010
- Agent‐based models in translational systems biologyWIREs Mechanisms of Disease, 2009
- Chronic inflammation: a failure of resolution?International Journal of Experimental Pathology, 2006
- Points of control in inflammationNature, 2002