H. Lee Moffitt Cancer Center, Integrated Mathematical Oncology, Tampa, Florida.
H. Lee Moffitt Cancer Center, Cancer Imaging and Metabolism, Tampa, Florida.
Cancer Res. 2018 Apr 15;78(8):2127-2139. doi: 10.1158/0008-5472.CAN-17-2649. Epub 2018 Jan 30.
Treatment of advanced cancers has benefited from new agents that supplement or bypass conventional therapies. However, even effective therapies fail as cancer cells deploy a wide range of resistance strategies. We propose that evolutionary dynamics ultimately determine survival and proliferation of resistant cells. Therefore, evolutionary strategies should be used with conventional therapies to delay or prevent resistance. Using an agent-based framework to model spatial competition among sensitive and resistant populations, we applied antiproliferative drug treatments to varying ratios of sensitive and resistant cells. We compared a continuous maximum-tolerated dose schedule with an adaptive schedule aimed at tumor control via competition between sensitive and resistant cells. Continuous treatment cured mostly sensitive tumors, but with any resistant cells, recurrence was inevitable. We identified two adaptive strategies that control heterogeneous tumors: dose modulation controls most tumors with less drug, while a more vacation-oriented schedule can control more invasive tumors. These findings offer potential modifications to treatment regimens that may improve outcomes and reduce resistance and recurrence. By using drug dose modulation or treatment vacations, adaptive therapy strategies control the emergence of tumor drug resistance by spatially suppressing less fit resistant populations in favor of treatment sensitive ones. .
治疗晚期癌症已经受益于新的药物,这些药物可以补充或绕过传统疗法。然而,即使是有效的治疗方法也会失败,因为癌细胞会部署广泛的耐药策略。我们提出,进化动态最终决定了耐药细胞的存活和增殖。因此,应该将进化策略与传统疗法结合使用,以延迟或预防耐药性。我们使用基于代理的框架来模拟敏感和耐药种群之间的空间竞争,将抗增殖药物治疗应用于敏感和耐药细胞的不同比例。我们比较了连续的最大耐受剂量方案与适应性方案,后者旨在通过敏感和耐药细胞之间的竞争来控制肿瘤。连续治疗治愈了大多数敏感肿瘤,但只要有任何耐药细胞,复发是不可避免的。我们确定了两种控制异质肿瘤的适应性策略:剂量调节以更少的药物控制大多数肿瘤,而更注重假期的方案可以控制更具侵袭性的肿瘤。这些发现为治疗方案提供了潜在的改进,可能会改善结果并减少耐药性和复发。通过药物剂量调节或治疗假期,适应性治疗策略通过空间抑制适应性较差的耐药种群,有利于治疗敏感种群,从而控制肿瘤耐药性的出现。