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A multiscale hybrid model for exploring the effect of Resolvin D1 on macrophage polarization during acute inflammation.

Authors :
Uleman, J.F.
Mancini, E.
Al-Shama, R.F.M.
Velde, A.A. Te
Kraneveld, A.D.
Castiglione, F.
Uleman, J.F.
Mancini, E.
Al-Shama, R.F.M.
Velde, A.A. Te
Kraneveld, A.D.
Castiglione, F.
Source :
Mathematical Biosciences; 0025-5564; 359; 108997; ~Mathematical Biosciences~~~~~0025-5564~~359~~108997
Publication Year :
2023

Abstract

Item does not contain fulltext<br />Dysregulated inflammation underlies various diseases. Specialized pro-resolving mediators (SPMs) like Resolvin D1 (RvD1) have been shown to resolve inflammation and halt disease progression. Macrophages, key immune cells that drive inflammation, respond to the presence of RvD1 by polarizing to an anti-inflammatory type (M(2)). However, RvD1's mechanisms, roles, and utility are not fully understood. This paper introduces a gene-regulatory network (GRN) model that contains pathways for RvD1 and other SPMs and proinflammatory molecules like lipopolysaccharides. We couple this GRN model to a partial differential equation-agent-based hybrid model using a multiscale framework to simulate an acute inflammatory response with and without the presence of RvD1. We calibrate and validate the model using experimental data from two animal models. The model reproduces the dynamics of key immune components and the effects of RvD1 during acute inflammation. Our results suggest RvD1 can drive macrophage polarization through the G protein-coupled receptor 32 (GRP32) pathway. The presence of RvD1 leads to an earlier and increased M(2) polarization, reduced neutrophil recruitment, and faster apoptotic neutrophil clearance. These results support a body of literature that suggests that RvD1 is a promising candidate for promoting the resolution of acute inflammation. We conclude that once calibrated and validated on human data, the model can identify critical sources of uncertainty, which could be further elucidated in biological experiments and assessed for clinical use.

Details

Database :
OAIster
Journal :
Mathematical Biosciences; 0025-5564; 359; 108997; ~Mathematical Biosciences~~~~~0025-5564~~359~~108997
Publication Type :
Electronic Resource
Accession number :
edsoai.on1380688180
Document Type :
Electronic Resource