A stochastic model of T cell expansion in activating micro-rod scaffolds and its continuum limit: Importance of IL-2 loading and scaffold homogeneity
Abstract
T cells are immune cells that are known to be effective at killing cancer cells, however, an individual patients tumour-specific T cell counts are often insufficient to control cancer growths. Adoptive T cell therapy aims to address this by activating and expanding highly effective T cells ex vivo before injecting them into the patient to employ their cancer-killing functions. Recent experimental setups using activating micro-rod scaffolds have significantly improved T cell expansion over conventional methods, but there is still much to understand regarding the factors that maximise the expansion of functional T cells in these scaffolds. We present a stochastic agent-based model of T cell expansion alongside its continuum limit to simulate the average interactions between T cells and micro-rods, which enable us to explore several behaviours of the experimental system. Stochastic simulations demonstrate that T cell expansion is driven by activated cell clusters around micro-rods. Using our spatial models and a mean-field approximation, we discover that this cluster-driven expansion is most supported by scaffolds with initially homogeneous micro-rod concentrations. Our simulations also reveal that loading the T cell growth factor, interleukin-2 (IL-2), into micro-rod pores for secretion significantly prolongs expansion compared to the more conventional method of IL-2 supplementation.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Antigen-scaffolds loaded with hyper-stable Neoleukin-2/15 expand antigen-specific T cells with a favorable phenotype for adoptive cell therapy
Maria Ormhøj, Kamilla Kjærgaard Munk, … Sine Reker Hadrup·Frontiers in ImmunologyPeer-reviewed·Jun 11, 2026
- Differential effects of immobilized CCL21 and ICAM1 on TILs with distinct expansion properties
Sofi Yado, Rawan Zoabi, … Benjamin Geiger·Frontiers in ImmunologyPeer-reviewed·Oct 3, 2025
- 3D Confinement-enabled Priming of Synaptic Activation Promotes Primary T Cell Expansion
R. Jiang, Y.-H. Chen, … A. P. Lee·bioRxiv·Mar 2, 2023
- Immunofilaments Provide a Nanoscale Platform for In Vivo T Cell Expansion and Cancer Immunotherapy
L. Weiss, J. Weiden, … R. Hammink·bioRxiv·Oct 14, 2022
- Functionalized microcarriers improve T cell manufacturing by facilitating migratory memory T cell production and increasing CD4/CD8 ratio
N. J. Dwarshuis, H. W. Song, … K. Roy·bioRxiv·May 23, 2019
- Optimizing T-cell-mediated cancer killing: An agent-based model
Andrew P. Yu, Xingjian Zhang, Lance L. Munn·bioRxiv·Oct 21, 2025