Mathematical modeling of immune counter-regulation predicts efficacy of fractionated CD8+ T cell dosing strategies
T cells (TSTs) induces tumor regression but rarely achieves durable responses in solid tumors. This limitation stems from secondary counter-regulatory mechanisms that are also induced by ACT, notably the recruitment of tumor-infiltrating myeloid cells (TIMs). However, the precise dynamics of these responses and the optimal TST dosing strategies to overcome their immunosuppression remain largely unclear. Here, we developed a mathematical model of ACT incorporating TIM-driven counter-regulation and simulated alternative TST dosing strategies based on data from B16F10 melanoma-bearing mice. Our models revealed that, compared with a single administration strategy, fractionated and response-guided dosing strategies reduced tumor burden by up to 83% while using about 40% fewer TSTs. These results were supported by transcriptomic analysis showing that ACT-induced TIMs initially exhibited pro-inflammatory traits but later shifted into suppressive states, suggesting that fractionated TST dosing could repeatedly induce their stimulatory potential. Together, our findings advance understanding of counter-regulatory mechanisms in ACT and highlight the potential of fractionated dosing as a rational strategy to overcome them.
Authors
- Kazuhiro Kakimi (ORCID: https://orcid.org/0000-0003-2631-3040)
- Koji Nagaoka (ORCID: https://orcid.org/0000-0001-8202-031X)
- Tatsuhiko Tsunoda (ORCID: https://orcid.org/0000-0002-5439-7918)
- Artem Lysenko (ORCID: https://orcid.org/0000-0002-1441-0604)
- Hiroki Kasai
Institutions
- Kindai University Sakai Hospital (JP)
- The University of Tokyo (JP)
- Kindai University (JP)
Publication Details
- Journal
- Scientific Reports
- Published
- 2026-04-30
- DOI
- https://doi.org/10.1038/s41598-026-50922-3
- Primary Topic
- Mathematical Biology Tumor Growth
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- University of Tokyo
- Japan Society for the Promotion of Science