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Modeling combined chemo- and immunotherapy of high-grade non-Hodgkin lymphoma

机译:模拟高级别非霍奇金淋巴瘤的化学和免疫疗法联合治疗

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摘要

Moderate, but not massive intensification of CHOP-21 improves outcome in aggressive non-Hodgkin lymphoma. Adding immunotherapy with Rituximab was a break-through, but levels differences in chemotherapy. Ongoing trials attempt to optimize R-CHOP type regimens. We present a mathematical model of chemo-immunotherapy to explain published and aiming at predicting future trials comparing R-CHOP variants. We hypothesize that, for cure, the immune system must dominate residual tumor cells at the end of treatment. Chemotherapy reduces both tumor and immune cells. Rituximab immunotherapy boosts the immune response. We translate this reasoning into a differential equations model. Model parameters are estimated using data of randomized clinical trials in elderly patients. The model explains observed hazard ratios between treatments. It explains why too intense chemotherapy could be detrimental. The model is validated predicting six published independent studies. As an application, we varied treatment schedules and predict that current R-CHOP variants have only limited optimization potential.
机译:CHOP-21的中度但不是大规模强化可改善侵袭性非霍奇金淋巴瘤的预后。增加使用利妥昔单抗的免疫疗法是一项突破,但化学疗法的水平存在差异。正在进行的试验试图优化R-CHOP型治疗方案。我们提出了化学免疫疗法的数学模型,以解释已发表的研究,并旨在预测比较R-CHOP变体的未来试验。我们假设,为了治愈,免疫系统必须在治疗结束时控制残留的肿瘤细胞。化学疗法可减少肿瘤和免疫细胞。利妥昔单抗免疫疗法可增强免疫反应。我们将此推理转换为微分方程模型。使用老年患者的随机临床试验数据估算模型参数。该模型解释了治疗之间观察到的危险比。这解释了为什么太强烈的化学疗法可能有害。该模型经过验证,可预测六项已发表的独立研究。作为一种应用,我们改变了治疗方案,并预测当前的R-CHOP变体仅具有有限的优化潜力。

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