Improving Bacillus Calmette-Guérin (BCG) immunotherapy for bladder cancer by adding interleukin 2 (IL-2): a mathematical model

Svetlana Bunimovich-Mendrazitsky;Sarel Halachmi;Natalie Kronik
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引用次数: 30

Abstract

One of the treatments offered to non-invasive bladder cancer patients is BCG instillations, using a well-established, time-honoured protocol. Some of the patients, however, do not respond to this protocol. To examine possible changes in the protocol, we provide a platform for in silico testing of alternative protocols for BCG instillations and combinations with IL-2, to be used by urologists in planning new treatment strategies for subpopulations of bladder cancer patients who may benefit from a personalized protocol. We use a systems biology approach to describe the BCG-tumour-immune interplay and translate it into a set of mathematical differential equations. The variables of the equation set are the number of tumour cells, bacteria cells, immune cells, and cytokines participating in the tumour-immune response. Relevant parameters that describe the system's dynamics are taken from a variety of independent literature, unrelated to the clinical trial results assessed by the model predictions. Model simulations use a clinically relevant range of initial tumour sizes (tumour volume) and tumour growth rates (tumour grade), representative of a virtual population of fifty patients. Our model successfully retrieved previous clinical results for BCG induction treatment and BCG maintenance therapy with a complete response (CR) rate of 82%. Furthermore, we designed alternative maintenance protocols, using IL-2 combinations with BCG, which improved success rates up to 86% and 100% of the patients, albeit without considering possible side effects. We have shown our simulation platform to be reliable by demonstrating its ability to retrieve published clinical trial results. We used this platform to predict the outcome of treatment combinations. Our results suggest that the subpopulation of non-responsive patients may benefit from an intensified combined BCG IL-2 maintenance treatment.
加入白细胞介素2 (IL-2)改善卡介苗免疫治疗膀胱癌的数学模型
提供给非侵袭性膀胱癌患者的治疗方法之一是卡介苗注射,使用一种完善的、历史悠久的方案。然而,一些患者对该方案没有反应。为了检查方案中可能的变化,我们提供了一个平台,对卡介苗灌注和IL-2联合的替代方案进行计算机测试,供泌尿科医生用于规划可能从个性化方案中受益的膀胱癌亚群患者的新治疗策略。我们使用系统生物学方法来描述bcg -肿瘤-免疫相互作用,并将其转化为一组数学微分方程。方程组的变量是参与肿瘤免疫反应的肿瘤细胞、细菌细胞、免疫细胞和细胞因子的数量。描述系统动力学的相关参数取自各种独立文献,与模型预测评估的临床试验结果无关。模型模拟使用临床相关的初始肿瘤大小(肿瘤体积)和肿瘤生长速率(肿瘤分级)范围,代表50名患者的虚拟人群。我们的模型成功地检索了以前卡介苗诱导治疗和卡介苗维持治疗的临床结果,完全缓解率(CR)为82%。此外,我们设计了替代的维持方案,使用IL-2联合卡介苗,提高了成功率高达86%和100%的患者,尽管没有考虑可能的副作用。我们通过展示其检索已发表临床试验结果的能力,证明了我们的模拟平台是可靠的。我们使用这个平台来预测联合治疗的结果。我们的研究结果表明,无应答患者亚群可能受益于强化联合卡介苗-2维持治疗。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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