Modeling Combination Therapies and T Cell Exhaustion Dynamics in the Tumor Under Immune Checkpoint Blockade.

IF 2.2 4区 数学 Q2 BIOLOGY
Xiulan Lai, Teng Yu
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引用次数: 0

Abstract

Chronic antigen exposure in the tumor microenvironment drives CD 8 + T cell exhaustion, marked by increased inhibitory receptors and diminished effector functions. Immune checkpoint blockade seeks to prevent or reverse exhaustion, but its success relies on the pre-existing state of tumor-infiltrating T cells. To investigate this, we developed a mathematical model examining: (1) how T cell exhaustion disrupts tumor-immune equilibrium, (2) anti-PD-L1 efficacy across exhaustion states, and (3) efficacy of next-generation therapies (e.g., IFN α -anti-PD-L1, PD1-IL2v). Stability analysis and simulations reveal that tumor PD-L1 expression critically influences immune dynamics, particularly the bistability of tumor-free and tumorous states. High PD-1 expression and exhaustion rates correlate with growth of tumor and impaired expansion of less-exhausted CD 8 + T cells. While anti-PD-L1 efficacy depends on baseline exhaustion, severe exhaustion enables immune escape. Next-generation therapies enhancing cytotoxicity and sustaining less-exhausted T cell populations show improved tumor control, suggesting combination strategies may overcome resistance.

免疫检查点阻断下肿瘤中联合治疗和T细胞衰竭动力学的建模。
肿瘤微环境中的慢性抗原暴露驱动cd8 + T细胞衰竭,其特征是抑制受体增加和效应功能减弱。免疫检查点阻断旨在防止或逆转衰竭,但其成功依赖于肿瘤浸润T细胞的预先存在状态。为了研究这一点,我们建立了一个数学模型来检验:(1)T细胞衰竭如何破坏肿瘤免疫平衡,(2)在衰竭状态下抗pd - l1的功效,以及(3)下一代疗法(例如,IFN α -抗pd - l1, PD1-IL2v)的功效。稳定性分析和模拟表明,肿瘤PD-L1表达对免疫动力学具有重要影响,特别是无瘤和肿瘤状态的双稳定性。高PD-1表达和耗竭率与肿瘤生长和较少耗竭的cd8 + T细胞的扩张受损相关。虽然抗pd - l1的有效性取决于基线耗竭,但严重的耗竭会使免疫逃逸。增强细胞毒性和维持较少耗竭的T细胞群的新一代疗法显示出更好的肿瘤控制,表明联合策略可能克服耐药性。
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来源期刊
CiteScore
3.90
自引率
8.60%
发文量
123
审稿时长
7.5 months
期刊介绍: The Bulletin of Mathematical Biology, the official journal of the Society for Mathematical Biology, disseminates original research findings and other information relevant to the interface of biology and the mathematical sciences. Contributions should have relevance to both fields. In order to accommodate the broad scope of new developments, the journal accepts a variety of contributions, including: Original research articles focused on new biological insights gained with the help of tools from the mathematical sciences or new mathematical tools and methods with demonstrated applicability to biological investigations Research in mathematical biology education Reviews Commentaries Perspectives, and contributions that discuss issues important to the profession All contributions are peer-reviewed.
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