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BCG 介导的膀胱癌免疫治疗:使用校准的数学模型确定治疗反应的决定因素。

BCG-mediated bladder cancer immunotherapy: identifying determinants of treatment response using a calibrated mathematical model.

机构信息

Department of Urology, University Hospital of Basel, University of Basel, Basel, Switzerland.

出版信息

PLoS One. 2013;8(2):e56327. doi: 10.1371/journal.pone.0056327. Epub 2013 Feb 25.

DOI:10.1371/journal.pone.0056327
PMID:23451041
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3581521/
Abstract

Intravesical Bacillus Calmette Guérin (BCG) immunotherapy is considered the standard of care for treatment of non-muscle invasive bladder cancer; however the treatment parameters were established empirically. In order to evaluate potential optimization of clinical parameters of BCG induction therapy, we constructed and queried a new mathematical model. Specifically, we assessed the impact of (1) duration between resection and the first instillation; (2) BCG dose; (3) indwelling time; and (4) treatment interval of induction therapy - using cure rate as the primary endpoint. Based on available clinical and in vitro experimental data, we constructed and parameterized a stochastic mathematical model describing the interactions between BCG, the immune system, the bladder mucosa and tumor cells. The primary endpoint of the model was the probability of tumor extinction following BCG induction therapy in patients with high risk for tumor recurrence. We theoretically demonstrate that extending the duration between the resection and the first BCG instillation negatively influences treatment outcome. Simulations of higher BCG doses and longer indwelling times both improved the probability of tumor extinction. A remarkable finding was that an inter-instillation interval two times longer than the seven-day interval used in the current standard of care would substantially improve treatment outcome. We provide insight into relevant clinical questions using a novel mathematical model of BCG immunotherapy. Our model predicts an altered regimen that may decrease side effects of treatment while improving response to therapy.

摘要

膀胱内卡介苗(BCG)免疫疗法被认为是治疗非肌肉浸润性膀胱癌的标准治疗方法;然而,治疗参数是经验性确立的。为了评估卡介苗诱导治疗的临床参数的潜在优化,我们构建并查询了一个新的数学模型。具体来说,我们评估了以下因素对(1)切除与第一次灌注之间的时间间隔;(2)BCG 剂量;(3)留置时间;和(4)诱导治疗的治疗间隔的影响-以治愈率为主要终点。基于现有的临床和体外实验数据,我们构建并参数化了一个随机数学模型,描述了 BCG、免疫系统、膀胱黏膜和肿瘤细胞之间的相互作用。该模型的主要终点是高危肿瘤复发患者接受 BCG 诱导治疗后肿瘤消退的概率。我们从理论上证明,延长切除与第一次 BCG 灌注之间的时间间隔会对治疗结果产生负面影响。较高的 BCG 剂量和更长的留置时间的模拟都提高了肿瘤消退的概率。一个显著的发现是,与当前标准护理中使用的七天间隔相比,两次间隔更长的灌注间隔会显著改善治疗结果。我们使用 BCG 免疫治疗的新数学模型为相关临床问题提供了深入的了解。我们的模型预测了一种可能改变的方案,该方案可能减少治疗的副作用,同时提高对治疗的反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d958/3581521/70a91c1d5307/pone.0056327.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d958/3581521/70a91c1d5307/pone.0056327.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d958/3581521/70a91c1d5307/pone.0056327.g002.jpg

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Oncoimmunology. 2012 Jan 1;1(1):9-17. doi: 10.4161/onci.1.1.17884.
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Sci Transl Med. 2012 Jun 6;4(137):137ra72. doi: 10.1126/scitranslmed.3003586.
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Use of quasi-normal form to examine stability of tumor-free equilibrium in a mathematical model of BCG treatment of bladder cancer.
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Biomedicines. 2021 Nov 25;9(12):1766. doi: 10.3390/biomedicines9121766.
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