Main Session
Sep
29
PQA 06 - Radiation and Cancer Biology, Health Care Access and Engagement
3079 - Modeling RT-Induced Immune Priming to Optimize Immunotherapy Timing in Radiotherapy
Presenter(s)
Daisuke Kawahara, PhD - Hiroshima University, Hiroshima, Hiroshima
D. Kawahara1, M. Kishi2, Y. Murakami3, and Y. Watanabe4; 1Department of Radiation Oncology, Hiroshima University Hospital, Hiroshima, Japan, 2Hiroshima University, Hiroshima, Japan, 3Department of Radiation Oncology, Graduate School of Biomedical Health Sciences, Hiroshima University, Hiroshima, Japan, 4University of Minnesota: Department of Radiation Oncology, Minneapolis, MN
Purpose/Objective(s):
Combination therapies with immunotherapy (IT) and radiotherapy (RT) are widely used, but the optimal IT timing is unclear. This study leverages a computational cellular automaton (CA) model, calibrated with clinical data, to investigate the timing of IT alongside fractionated RT, with the goal of maximizing Tumor Control Probability (TCP).Materials/Methods:
A cellular automaton (CA) model was developed to simulate spatial and temporal tumor dynamics in head and neck cancer, calibrated to match clinical TCP data (~20-30%) by adjusting key parameters such as a, ß, repair rate, immune activation rate, and clearance rate. The CA model accounted for interactions between tumor proliferation, hypoxia-driven VEGF production, angiogenesis, and immune-mediated cell death. RT (35 fractions of 2 Gy) was simulated to induce RT-induced immune priming (RTIP), a process wherein RT-driven tumor cell death and antigen release enhance immune activation through APC stimulation, facilitated by reoxygenation and countered by immunosuppressive factors such as TGF-ß. IT effects were modeled as APC-mediated immune activation and effector recruitment, modulated by RTIP. The timing of IT initiation was adjusted between 0 and 35 days after RT start to investigate its relationship with TCP. Sensitivity analysis of oxygen consumption revealed that higher consumption levels tended to delay immune activation.Results:
IT combined with RT significantly improved TCP compared to RT alone, achieving 80-86% when initiated within two weeks of RT start. TCP showed a transient drop when IT began within 6-8 days post-RT, improving between days 9 and 14 due to immune activation. The increase of immune cell activity corresponds to RTIP, in which antigen release from RT-induced tumor cell death and reoxygenation of the tumor microenvironment enhance APC activation, leading to T-cell recruitment and activation. Sensitivity analysis of oxygen consumption further indicated that greater oxygen consumption prolonged the time required for immune activation, likely due to delayed reoxygenation and subsequent RTIP.Conclusion:
The highest TCP was achieved when IT was initiated within two weeks of RT start, underscoring the role of RT-induced immune priming (RTIP) in optimizing immune response timing. These findings highlight the potential of computational models to optimize combination cancer therapies and suggest that oxygen consumption dynamics play a critical role in RTIP and immune activation timing.