借力推动前列腺癌 CAR-T 细胞治疗进展
Piggybacking toward Progress for CAR T-Cell Therapy in Prostate Cancer.
CELL INTELLIGENCE · 肿瘤细胞治疗研究
肿瘤细胞治疗研究
英文原题:A Model-Based Framework to Identify Optimal Administration Protocols for Immunotherapies in Castration-Resistance Prostate Cancer.
A Model-Based Framework to Identify Optimal Administration Protocols for Immunotherapies in Castration-Resistance Prostate Cancer.
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前列腺癌(PCa)是男性人群中最常见的癌症之一。雄激素剥夺治疗是转移期疾病的一线策略,但PCa不可避免地会对去势产生耐药(CRPC),变得无法治愈。近年来,临床试验正在测试抗CTLA4对CRPC的疗效。
然而,这种肿瘤似乎对在其他类型癌症中非常有效的免疫疗法具有耐药性,迄今为止,只有树突状细胞疫苗sipuleucel-T获得批准。在这项工作中,我们采用CRPC的数学模型,通过同时考虑对肿瘤群体的效应和药物毒性,确定ipilimumab(一种特定的抗CTLA4)作为单一治疗或与sipuleucel-T联合使用时的最佳给药方案。为此,我们首先引入一个基于剂量的毒性函数,该函数由实验数据估计得出,然后我们定义了两个不同的优化问题。
我们展示了在不同约束条件下获得的结果,以及这些结果如何随药物疗效的变化而变化。我们的结果表明,短期给予高剂量比长期低剂量方案预测更有效。该模型还强调了ipilimumab与sipuleucel-T之间的协同作用,这导致以较低剂量的ipilimumab实现更好的肿瘤控制。最后,肿瘤根除也是可以想象的,但这取决于患者特异性参数。
Prostate cancer (PCa) is one of the most frequent cancer in male population. Androgen deprivation therapy is the first-line strategy for the metastatic stage of the disease, but, inevitably, PCa develops resistance to castration (CRPC), becoming incurable. In recent years, clinical trials are testing the efficacy of anti-CTLA4 on CRPC.
However, this tumor seems to be resistant to immunotherapies that are very effective in other types of cancers, and, so far, only the dendritic cell vaccine sipuleucel-T has been approved.
In this work, we employ a mathematical model of CRPC to determine the optimal administration protocol of ipilimumab , a particular anti-CTLA4, as single treatment or in combination with the sipuleucel-T , by considering both the effect on tumor population and the drug toxicity. To this end, we first introduce a dose-depending function of toxicity, estimated from experimental data, then we define two different optimization problems.
We show the results obtained by imposing different constraints, and how these change by varying drug efficacy.
Our results suggest administration of high-doses for a brief period, which is predicted to be more efficient than solutions with prolonged low-doses. The model also highlights a synergy between ipilimumab and sipuleucel-T , which leads to a better tumor control with lower doses of ipilimumab .
Finally, tumor eradication is also conceivable, but it depends on patient-specific parameters.
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