Issue 8, 2024

ABCD of IA: A multi-scale agent-based model of T cell activation in inflammatory arthritis

Abstract

Biomaterial-based agents have been demonstrated to regulate the function of immune cells in models of autoimmunity. However, the complexity of the kinetics of immune cell activation can present a challenge in optimizing the dose and frequency of administration. Here, we report a model of autoreactive T cell activation, which are key drivers in autoimmune inflammatory joint disease. The model is termed a multi-scale Agent-Based, Cell-Driven model of Inflammatory Arthritis (ABCD of IA). Using kinetic rate equations and statistical theory, ABCD of IA simulated the activation and presentation of autoantigens by dendritic cells, interactions with cognate T cells and subsequent T cell proliferation in the lymph node and IA-affected joints. The results, validated with in vivo data from the T cell driven SKG mouse model, showed that T cell proliferation strongly correlated with the T cell receptor (TCR) affinity distribution (TCR-ad), with a clear transition state from homeostasis to an inflammatory state. T cell proliferation was strongly dependent on the amount of antigen in antigenic stimulus event (ASE) at low concentrations. On the other hand, inflammation driven by Th17-inducing cytokine mediated T cell phenotype commitment was influenced by the initial level of Th17-inducing cytokines independent of the amount of arthritogenic antigen. The introduction of inhibitory artificial antigen presenting cells (iaAPCs), which locally suppress T cell activation, reduced T cell proliferation in a dose-dependent manner. The findings in this work set up a framework based on theory and modeling to simulate personalized therapeutic strategies in IA.

Graphical abstract: ABCD of IA: A multi-scale agent-based model of T cell activation in inflammatory arthritis

Supplementary files

Article information

Article type
Paper
Submitted
15 10月 2023
Accepted
03 2月 2024
First published
13 2月 2024

Biomater. Sci., 2024,12, 2041-2056

ABCD of IA: A multi-scale agent-based model of T cell activation in inflammatory arthritis

D. A. McBride, J. S. Wang, W. T. Johnson, N. Bottini and N. J. Shah, Biomater. Sci., 2024, 12, 2041 DOI: 10.1039/D3BM01674A

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