Instituto de Matemática e Computação, Universidade Federal de Itajubá, Brazil.
Institute for Medical Informatics and Biometry, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Germany.
Haematologica. 2018 Nov;103(11):1825-1834. doi: 10.3324/haematol.2018.194522. Epub 2018 Jun 28.
Continuing tyrosine kinase inhibitor (TKI)-mediated targeting of the BCR-ABL1 oncoprotein is the standard therapy for chronic myeloid leukemia (CML) and allows for a sustained disease control in the majority of patients. While therapy cessation for patients appeared as a safe option for about half of those patients with optimal response, no systematic assessment of long-term TKI dose de-escalation has been made. We use a mathematical model to analyze and consistently describe biphasic treatment responses from TKI-treated patients from two independent clinical phase III trials. Scale estimates reveal that drug efficiency determines the initial response while the long-term behavior is limited by the rare activation of leukemic stem cells. We use this mathematical framework to investigate the influence of different dosing regimens on the treatment outcome. We provide strong evidence to suggest that TKI dose de-escalation (at least 50%) does not lead to a reduction of long-term treatment efficiency for most patients, who have already achieved sustained remission, and maintains the secondary decline of levels. We demonstrate that continuous monitoring provides patient-specific predictions of an optimal reduced dose without decreasing the anti-leukemic effect on residual leukemic stem cells. Our results are consistent with the interim results of the DESTINY trial and provide clinically testable predictions. Our results suggest that dose-halving should be considered as a long-term treatment option for CML patients with good response under continuing maintenance therapy with TKIs. We emphasize the clinical potential of this approach to reduce treatment-related side-effects and treatment costs.
继续使用酪氨酸激酶抑制剂(TKI)靶向 BCR-ABL1 癌蛋白是慢性髓性白血病(CML)的标准治疗方法,可使大多数患者的疾病得到持续控制。虽然对于大多数对治疗有最佳反应的患者来说,停止治疗似乎是一种安全的选择,但对于 TKI 剂量逐渐减少的长期系统评估尚未进行。我们使用数学模型来分析和一致描述来自两项独立的临床 III 期试验的 TKI 治疗患者的双相治疗反应。比例估计表明,药物效率决定了初始反应,而长期行为则受到白血病干细胞罕见激活的限制。我们使用这个数学框架来研究不同剂量方案对治疗结果的影响。我们提供了强有力的证据表明,对于大多数已经达到持续缓解的患者,TKI 剂量减少(至少 50%)不会降低长期治疗效率,并且可以维持水平的二次下降。我们证明,连续监测可以为患者提供最佳降低剂量的个体化预测,而不会降低对残留白血病干细胞的抗白血病作用。我们的结果与 DESTINY 试验的中期结果一致,并提供了可临床检验的预测。我们的结果表明,对于继续维持 TKI 治疗且反应良好的 CML 患者,应该考虑将剂量减半作为长期治疗选择。我们强调这种方法在减少治疗相关副作用和治疗成本方面的临床潜力。