免疫检查点阻断通过扩增效应 CD8⁺ T 细胞克隆增强淋巴细胞清除性化疗诱导的抗肿瘤免疫
Immune Checkpoint Blockade Augments Lymphodepleting Chemotherapy-Induced Antitumor Immunity by Expanding Effector CD8+ T-cell Clones.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:Treatment of melanoma with dendritic cell vaccines and immune checkpoint inhibitors: A mathematical modeling study.
Treatment of melanoma with dendritic cell vaccines and immune checkpoint inhibitors: A mathematical modeling study.
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树突状细胞(DC)疫苗和免疫检查点抑制剂(ICIs)在塑造肿瘤细胞(TCs)的免疫应答中发挥关键作用,并广泛应用于癌症免疫治疗。定量评估这些疗法的有效性对于优化治疗策略至关重要。
在此,基于DC疫苗和ICIs联合治疗黑色素瘤,我们建立了一个数学模型来研究TCs与免疫系统之间的动态相互作用,并理解免疫治疗的潜在机制。首先,我们获得了TCs生长的阈值参数,该参数由自发增殖与免疫抑制的比值给出。接下来,我们证明了无瘤、肿瘤主导和肿瘤-免疫共存平衡态的存在性和局部渐近稳定性,并确定了所提出模型的Hopf分岔的存在性。
此外,全局敏感性分析表明,TCs的生长与DC疫苗的注射速率、CTLs的激活速率以及TCs的杀伤速率密切相关。最后,我们通过模型模拟测试了多种单一疗法和联合疗法的疗效。
我们的结果表明,DC疫苗可以减缓TCs的生长,ICIs可以抑制TCs的生长。此外,两种疗法均可延长患者的生存期,而DC疫苗和ICIs的联合治疗可以有效清除TCs。
Dendritic cell (DC) vaccines and immune checkpoint inhibitors (ICIs) play critical roles in shaping the immune responses of tumor cells (TCs) and are widely used in cancer immunotherapies. Quantitatively evaluating the effectiveness of these therapies are essential for the optimization of treatment strategies.
Here, based on the combined therapy of melanoma with DC vaccines and ICIs, we formulated a mathematical model to investigate the dynamic interactions between TCs and the immune system and understand the underlying mechanisms of immunotherapy.
First, we obtained a threshold parameter for the growth of TCs, which is given by the ratio of spontaneous proliferation to immune inhibition. Next, we proved the existence and locally asymptotic stability of steady states of tumor-free, tumor-dominant, and tumor-immune coexistent equilibria, and identified the existence of Hopf bifurcation of the proposed model.
Furthermore, global sensitivity analysis showed that the growth of TCs strongly correlates with the injection rate of DC vaccines, the activation rate of CTLs, and the killing rate of TCs.
Finally, we tested the efficacy of multiple monotherapies and combined therapies with model simulations.
Our results indicate that DC vaccines can decelerate the growth of TCs, and ICIs can inhibit the growth of TCs. Besides, both therapies can prolong the lifetime of patients, and the combined therapy of DC vaccines and ICIs can effectively eradicate TCs.
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