Ecological Dynamics of Pro-tumor and Anti-tumor Teams in the Tumor Microenvironment
Vaibhav Anand AnandiD, Mohit Kumar JollyiD, Herbert LevineiD
Abstract
Tumor growth occurs within a complex tumor microenvironment (TME) composed of many interacting cell types. The immune cell types in TME tend to organize into two functional communities: a pro-tumor team and an anti-tumor team, each internally cooperative but mutually antagonistic forming a two-team ecosystem. Quantitatively predicting the ecological outcomes of such interactions remains challenging due to cellular diversity and interaction variability, and the exact dynamical regimes accessible to such a two-team ecosystem remain unknown. Here, we model tumor-immune interactions as a structured ecosystem with two competing teams using a generalized Lotka-Volterra framework and analyze it using the cavity method. We derive phase diagrams that delineate when these two communities coexist, when one dominates, and how these outcomes depend on intra-team cooperation, cross-team inhibition, and ecological heterogeneity. Our work provides a foundation for understanding tumor-immune dynamics from a community ecology perspective.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- FWCI
- 4.18
- Field percentile
- top 7%
- Research Focus
- Approach
Reproducibility 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
- Modeling the role of immune cell conversion in the tumor-immune microenviroment
A. S. Moffett, Y. Deng, H. Levine·bioRxiv·Mar 22, 2023
- Modeling tumors as species-rich ecological communities
Guim Aguadé‐Gorgorió, Alexander R.A. Anderson, Ricard V. Solé·iSciencePeer-reviewed·Aug 9, 2024
- Examination of the role of mutualism in immune evasion
Lucie E. Gourmet, Simon Walker‐Samuel, Parag Mallick·Frontiers in OncologyPeer-reviewed·May 8, 2024
- Non-linear tumor-immune interactions arising from spatial metabolic heterogeneity
Mark Robertson-Tessi, Robert J. Gillies, … Alexander R. A. Anderson·bioRxiv·May 4, 2016
- Agent-based modeling of tumor-immune interactions reveals determinants of final tumor states
Manal Ahmidouch, Neel Tangella, Stacey D. Finley·bioRxiv·Sep 6, 2023
- Integration of immune cell-target cell conjugate dynamics changes the time scale of immune control of cancer
Qianci Yang, Arne Traulsen, Philipp M. Altrock·Bulletin of Mathematical BiologyPeer-reviewed·Jan 3, 2025