Owens Katherine, Rahman Aminur, Bozic Ivana
Department of Applied Mathematics, University of Washington, Seattle, Washington, United States of America.
Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, Washington, United States of America.
PLoS Comput Biol. 2025 Jun 3;21(6):e1013117. doi: 10.1371/journal.pcbi.1013117.
The success of chimeric antigen receptor (CAR) T-cell therapy in treating hematologic malignancies has generated widespread interest in translating this technology to solid cancers. However, issues like tumor infiltration, the immunosuppressive tumor microenvironment, and tumor heterogeneity limit its efficacy in the solid tumor setting. Recent experimental and clinical studies propose local administration directly into the tumor or at the tumor site to increase CAR T-cell infiltration and improve treatment outcomes. Characteristics of the types of solid tumors that may be the most receptive to this treatment approach remain unclear. In this work, we develop a simplified spatiotemporal model for CAR T-cell treatment of solid tumors, and use numerical simulations to compare the effect of introducing CAR T cells via intratumoral injection versus intracavitary administration in diverse cancer types. We demonstrate that the model can reproduce tumor and CAR T-cell data from small imaging studies of local administration of CAR T cells in mouse models. Our results suggest that locally administered CAR T cells will be most successful against slowly proliferating, highly diffusive tumors. In our simulations, assuming equal detectable tumor diameters at the time of treatment, low average tumor cell density is a better predictor of treatment success than total tumor burden or volume doubling time. These findings affirm the clinical observation that CAR T cells will not perform equally across different types of solid tumors, and suggest that measuring tumor density may be helpful when considering the feasibility of CAR T-cell therapy and planning dosages for a particular patient. We additionally find that local delivery of CAR T cells can result in deep tumor responses, provided that the initial CAR T-cell dose does not contain a significant fraction of exhausted cells.
嵌合抗原受体(CAR)T细胞疗法在治疗血液系统恶性肿瘤方面的成功,引发了将该技术应用于实体癌的广泛关注。然而,肿瘤浸润、免疫抑制性肿瘤微环境和肿瘤异质性等问题限制了其在实体瘤治疗中的疗效。最近的实验和临床研究提出直接将CAR T细胞局部注射到肿瘤内或肿瘤部位,以增加CAR T细胞浸润并改善治疗效果。对于哪些类型的实体瘤可能最适合这种治疗方法的特征仍不清楚。在这项工作中,我们开发了一种用于实体瘤CAR T细胞治疗的简化时空模型,并使用数值模拟比较在不同癌症类型中通过瘤内注射与腔内给药引入CAR T细胞的效果。我们证明该模型可以重现小鼠模型中CAR T细胞局部给药的小型成像研究中的肿瘤和CAR T细胞数据。我们的结果表明,局部给药的CAR T细胞对缓慢增殖、高度扩散的肿瘤最有效。在我们的模拟中,假设治疗时可检测到的肿瘤直径相等,低平均肿瘤细胞密度比总肿瘤负荷或体积倍增时间更能预测治疗成功。这些发现证实了临床观察结果,即CAR T细胞在不同类型的实体瘤中的表现并不相同,并表明在考虑CAR T细胞疗法的可行性和为特定患者规划剂量时,测量肿瘤密度可能会有所帮助。我们还发现,只要初始CAR T细胞剂量中不包含大量耗竭细胞,局部递送CAR T细胞可导致肿瘤深部反应。