Hybrid model of tumor growth, angiogenesis and immune response yields strategies to improve antiangiogenic therapy.

npj Biological Physics and Mechanics Pub Date : 2024-01-01 Epub Date: 2024-12-02 DOI:10.1038/s44341-024-00002-2
Andreas G Hadjigeorgiou, Triantafyllos Stylianopoulos
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Abstract

Solid tumors harbor a complex and dynamic microenvironment that hinders the delivery and efficacy of therapeutic interventions. In this study, we developed and utilized a hybrid, discrete-continuous mathematical model to explore the interplay between solid tumor growth, immune response, tumor-induced angiogenesis, and antiangiogenic drugs. By integrating published data with anti-angiogenic drugs, we elucidate three primary mechanisms by which anti-angiogenesis influences tumor progression and treatment outcomes: reduction in tumor growth rate by mitigating and temporally delaying angiogenesis, normalization of blood vessel structure and function, and improving immune cell extravasation and activation. Our results indicate a significant increase in functional blood vessels and perfusion following anti-angiogenic treatment, which in turn improves the intratumoral distribution of immune cells. The normalization window, or optimal time frame for anti-angiogenic drug administration, and the dose of the drug arise naturally in the model and are highlighted as crucial factors in maximizing treatment benefits. Prolonged anti-angiogenic treatment triggers cancer cell migration into healthy tissue and induces immunosuppression due to hypoxia, potentially leading to negative effects because these cancer cells will rapidly proliferate upon treatment termination. In conclusion, the positive contribution of anti-angiogenic treatment must balance the possible negative effects by choosing a proper treatment protocol as well as combining it with proper anti-cancer treatment. Our findings provide valuable insights and a framework for the design of protocols with anti-angiogenic treatment, targeted immunotherapy, and non-targeted anti-cancer therapies.

肿瘤生长、血管生成和免疫反应的混合模型为改善抗血管生成治疗提供了策略。
实体肿瘤具有复杂和动态的微环境,这阻碍了治疗干预的传递和疗效。在这项研究中,我们开发并利用了一个混合的、离散-连续的数学模型来探索实体瘤生长、免疫反应、肿瘤诱导的血管生成和抗血管生成药物之间的相互作用。通过整合已发表的数据和抗血管生成药物,我们阐明了抗血管生成影响肿瘤进展和治疗结果的三个主要机制:通过减缓和暂时延缓血管生成来降低肿瘤生长速度,使血管结构和功能正常化,改善免疫细胞外渗和活化。我们的研究结果表明,抗血管生成治疗后功能血管和灌注显著增加,这反过来又改善了免疫细胞在肿瘤内的分布。规范化窗口,或抗血管生成药物给药的最佳时间框架,以及药物剂量在模型中自然出现,并被强调为最大化治疗效益的关键因素。长时间的抗血管生成治疗会触发癌细胞向健康组织迁移,并由于缺氧而诱导免疫抑制,可能导致负面影响,因为这些癌细胞在治疗结束后会迅速增殖。总之,抗血管生成治疗的积极贡献必须通过选择合适的治疗方案并与适当的抗癌治疗相结合来平衡可能的负面影响。我们的发现为抗血管生成治疗、靶向免疫治疗和非靶向抗癌治疗方案的设计提供了有价值的见解和框架。
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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