Dynamics of Acquired Resistance to Nivolumab Therapies Varies From Administration Strategies

医学 药代动力学 无容量 人口 养生 临床试验 肿瘤科 内科学 药品 突变 抗药性 药理学 癌症 遗传学 免疫疗法 生物 环境卫生 基因
作者
Jiatong Ji,Wu Hong,Xiaobing Feng,Xiaoquan Liu,Chenrong Huang,Shuyun Zheng,Zou Jianjun,Jun Liao
出处
期刊:Clinical Therapeutics [Elsevier]
卷期号:43 (12): 2088-2103 被引量:1
标识
DOI:10.1016/j.clinthera.2021.10.004
摘要

Purpose The identification of optimal drug administration schedules to overcome the emergence of resistance that causes treatment failure is a major challenge in cancer research. We report the outcomes of a computational strategy to assess the dynamics of tumor progression as a function of time under different treatment regimens. Methods We developed an evolutionary game theory model that combined Lotka-Volterra equations and pharmacokinetic properties with 2 competing cancer species: nivolumab-response cells and Janus kinase (JAK1/2) mutation cells. We selected 3 therapeutic schemes that have been tested in the clinical trials: 3 mg/kg Q2w, 10 mg/kg Q2w, and 480 mg Q4w. The simulation was performed under the intervals of 75, 125, and 175 days, respectively, for each regimen. The data sources of the pharmacokinetic parameters used in this study were collected from previous published clinical trials. Other parameters in the evolutionary model come from the existing references. Findings Predictions under various dose schedules indicated a strong selection for nivolumab-independent cells. Under the 3 mg/kg dose strategy, the reproduction rate of JAK mutation cells was highest, with strongest tumor elimination ability at a 75-day interval between treatments. Prolonged drug intervals to 125 or 175 days delayed tumor evolution but accelerated tumor recurrence. Although 10 mg/kg Q2w had an obvious clinical effect in a short time, it further promotes the progress of resistant population compared with the 3 mg/kg dose. Our model suggests that 480 mg Q4w would be more valuable in terms of clinical efficacy, but complete resistant occurs earlier regardless the interval. Implications The results of this study emphasize that increasing the dose or shortening the interval between doses accelerates the evolution of heterogeneous populations, although the short-term effect is significant. In practice, the therapeutic regimen should be balanced according to the evolutionary principle.
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