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经导管动脉化疗栓塞术(TACE)治疗肝细胞癌(HCC)的混合建模。

Hybrid Modelling of Transarterial Chemoembolisation Therapies (TACE) for Hepatocellular Carcinoma (HCC).

机构信息

Stuttgart Research Center Systems Biology, University Stuttgart, Stuttgart, Germany.

Department of Mathematics, Florida State University, Tallahassee, Florida, United States of America.

出版信息

Sci Rep. 2020 Jun 29;10(1):10571. doi: 10.1038/s41598-020-65012-1.

Abstract

We extend an agent-based multiscale model of vascular tumour growth and angiogenesis to describe transarterial chemoembolisation (TACE) therapies. The model accounts for tumour and normal cells that are both nested in a vascular system that changes its structure according to tumour-related growth factors. Oxygen promotes nutrients to the tissue and determines cell proliferation or death rates. Within the extended model TACE is included as a two-step process: First, the purely mechanical influence of the embolisation therapy is modelled by a local occlusion of the tumour vasculature. There we distinguish between partial and complete responders, where parts of the vascular system are occluded for the first and the whole tumour vasculature is destroyed for the latter. In the second part of the model, drug eluding beads (DEBs) carrying the chemotherapeutic drug doxorubicin are located at destroyed vascular locations, releasing the drug over a certain time-window. Simulation results are parameterised to qualitatively reproduce clinical observations. Patients that undergo a TACE-treatment are categorised in partial and complete responders one day after the treatment. Another 90 days later reoccurance or complete response are detected by volume perfusion computer tomography (VPCT). Our simulations reveal that directly after a TACE- treatment an unstable tumour state can be observed, where regrowth and total tumour death have the same likeliness. It is argued that this short time-window is favorable for another therapeutical intervention with a less radical therapy. This procedure can shift the outcome to more effectiveness. Simulation results with an oxygen therapy within the unstable time-window demonstrate a potentially positive manipulated outcome. Finally, we conclude that our TACE model can motivate new therapeutical strategies and help clinicians analyse the intertwined relations and cross-links in tumours.

摘要

我们扩展了一个基于代理的多尺度血管肿瘤生长和血管生成模型,以描述经动脉化疗栓塞(TACE)疗法。该模型考虑了嵌套在血管系统中的肿瘤细胞和正常细胞,而血管系统的结构根据与肿瘤相关的生长因子而变化。氧气促进组织中的营养物质供应,并决定细胞的增殖或死亡率。在扩展模型中,TACE 被包括为两步过程:首先,通过肿瘤血管的局部闭塞来模拟栓塞治疗的纯机械影响。在这里,我们区分部分和完全反应者,其中血管系统的一部分被闭塞(前者),而整个肿瘤血管系统被破坏(后者)。在模型的第二部分,载有化疗药物阿霉素的药物逃逸珠(DEB)被定位在已破坏的血管位置,在一定的时间窗口内释放药物。模拟结果经过参数化,可以定性地再现临床观察。在治疗后一天,接受 TACE 治疗的患者被分为部分和完全反应者。90 天后,通过容积灌注计算机断层扫描(VPCT)检测复发或完全反应。我们的模拟结果表明,在 TACE 治疗后直接观察到肿瘤状态不稳定,其中肿瘤的再生和总死亡具有相同的可能性。有人认为这个短暂的时间窗口有利于另一种治疗干预,采用不那么激进的治疗方法。这一程序可以使结果更有效。在不稳定时间窗口内进行氧气治疗的模拟结果表明,干预可能具有积极的效果。最后,我们得出结论,我们的 TACE 模型可以激发新的治疗策略,并帮助临床医生分析肿瘤中相互交织的关系和交叉联系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5eb0/7324576/6a1072bfc46f/41598_2020_65012_Fig1_HTML.jpg

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