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使用数学模型预测前列腺癌的治疗效果。

Prediction of treatment efficacy for prostate cancer using a mathematical model.

作者信息

Peng Huiming, Zhao Weiling, Tan Hua, Ji Zhiwei, Li Jingsong, Li King, Zhou Xiaobo

机构信息

Division of Radiologic Sciences - Center for Bioinformatics and Systems Biology, Wake Forest School of Medicine, Medical Center Boulevard, Winston-Salem, NC 27157, USA.

College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China.

出版信息

Sci Rep. 2016 Feb 12;6:21599. doi: 10.1038/srep21599.

DOI:10.1038/srep21599
PMID:26868634
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4751505/
Abstract

Prostate immune system plays a critical role in the regulation of prostate cancer development regarding androgen-deprivation therapy (ADT) and/or immunotherapy (vaccination). In this study, we developed a mathematical model to explore the interactions between prostate tumor and immune microenvironment. This model was used to predict treatment outcomes for prostate cancer with ADT, vaccination, Treg depletion and/or IL-2 neutralization. Animal data were used to guide construction, parameter selection, and validation of our model. Our analysis shows that Treg depletion and/or IL-2 neutralization can effectively improve the treatment efficacy of combined therapy with ADT and vaccination. Treg depletion has a higher synergetic effect than that from IL-2 neutralization. This study highlights a potential therapeutic strategy in effectively managing prostate tumor growth and provides a framework of systems biology approach in studying tumor-related immune mechanism and consequent selection of therapeutic regimens.

摘要

前列腺免疫系统在雄激素剥夺疗法(ADT)和/或免疫疗法(疫苗接种)对前列腺癌发展的调控中起着关键作用。在本研究中,我们建立了一个数学模型来探索前列腺肿瘤与免疫微环境之间的相互作用。该模型用于预测ADT、疫苗接种、调节性T细胞(Treg)耗竭和/或白细胞介素-2(IL-2)中和治疗前列腺癌的疗效。动物数据用于指导我们模型的构建、参数选择和验证。我们的分析表明,Treg耗竭和/或IL-2中和可有效提高ADT与疫苗接种联合治疗的疗效。Treg耗竭比IL-2中和具有更高的协同效应。本研究突出了一种有效控制前列腺肿瘤生长的潜在治疗策略,并提供了一个系统生物学方法框架,用于研究肿瘤相关免疫机制以及后续治疗方案的选择。

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Prediction of treatment efficacy for prostate cancer using a mathematical model.使用数学模型预测前列腺癌的治疗效果。
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本文引用的文献

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Androgen-deprivation therapy alone versus combined with radiation therapy or chemotherapy for nonlocalized prostate cancer: a systematic review and meta-analysis.单纯雄激素剥夺疗法与联合放射治疗或化疗用于非局限性前列腺癌的疗效比较:一项系统评价和荟萃分析
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Androgen deprivation induces phenotypic plasticity and promotes resistance to molecular targeted therapy in a PTEN-deficient mouse model of prostate cancer.雄激素剥夺诱导表型可塑性,并促进了前列腺癌中 PTEN 缺失小鼠模型对分子靶向治疗的抵抗。
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一种基于模型的框架,用于确定去势抵抗性前列腺癌免疫治疗的最佳给药方案。
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A Double-Edged Sword Role of Cytokines in Prostate Cancer Immunotherapy.细胞因子在前列腺癌免疫治疗中的双刃剑作用
Front Oncol. 2021 Nov 16;11:688489. doi: 10.3389/fonc.2021.688489. eCollection 2021.
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Identification of Cross-Pathway Connections via Protein-Protein Interactions Linked to Altered States of Metabolic Enzymes in Cervical Cancer.通过与宫颈癌代谢酶状态改变相关的蛋白质-蛋白质相互作用鉴定跨途径连接
Front Med (Lausanne). 2021 Nov 1;8:736495. doi: 10.3389/fmed.2021.736495. eCollection 2021.
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Prediction of anti-CD25 and 5-FU treatments efficacy for pancreatic cancer using a mathematical model.使用数学模型预测抗 CD25 和 5-FU 治疗胰腺癌的疗效。
BMC Cancer. 2021 Nov 15;21(1):1226. doi: 10.1186/s12885-021-08770-z.
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Mathematical model of a personalized neoantigen cancer vaccine and the human immune system.个体化新抗原癌症疫苗和人体免疫系统的数学模型。
PLoS Comput Biol. 2021 Sep 24;17(9):e1009318. doi: 10.1371/journal.pcbi.1009318. eCollection 2021 Sep.
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A QSP model of prostate cancer immunotherapy to identify effective combination therapies.前列腺癌免疫治疗的 QSP 模型,以确定有效的联合治疗方法。
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