Temporal effect of imatinib adherence on time to remission in chronic myeloid leukemia patients.

IF 1 4区 医学 Q4 ONCOLOGY Journal of Oncology Pharmacy Practice Pub Date : 2024-12-01 Epub Date: 2023-11-13 DOI:10.1177/10781552231212207
Samantha E Clark, Zachary A Marcum, Jerry Radich, Ruth Etzioni, Anirban Basu
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Abstract

Introduction: Adherence to imatinib in chronic myeloid leukemia (CML) patients is estimated to be as low as 70% despite its clinical benefit, and our understanding of the impact of nonadherence in this population is limited. This study presents a novel application of the Alternating Conditional Estimation (ACE) algorithm in newly diagnosed CML patients to map the full dose-response curve (DRC) and determine how the strength of this curve varies over time.

Methods: We applied the ACE algorithm alongside a backward elimination procedure to detect the presence of time dependence and nonlinearity in the relationship between imatinib adherence and time-to-remission. An extended Cox model allowing for the flexible modeling of identified effects via unpenalized B-splines was subsequently fit and assessed.

Results: The substantial improvement in model fit associated with the extended Cox approach suggests that traditional Cox proportional hazards model assumptions do not hold in this setting. Results indicate that the DRC for imatinib is non-linearly increasing, with an attenuated effect above a 74% adherence rate. The strength of this effect on remission varied over time and was strongest in the initial months of treatment, reaching a peak around 90 days post-initiation (log hazard ratio: 2.12, 95% confidence interval: 1.47 to 2.66).

Conclusion: Most patients that achieved remission did so by 4 months (120 days) with consistently high adherence, suggesting that this could be a critical time and duration for realizing treatment benefit and patient monitoring. Findings regarding the relationship between adherence and remission can additionally help guide the design of future studies.

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伊马替尼依从性对慢性髓性白血病患者缓解时间的影响。
慢性髓性白血病(CML)患者伊马替尼的依从性估计低至70%,尽管它具有临床益处,但我们对该人群中不依从性的影响的了解有限。本研究提出了交替条件估计(ACE)算法在新诊断的CML患者中的新应用,以绘制完整的剂量-反应曲线(DRC),并确定该曲线的强度如何随时间变化。方法:我们应用ACE算法和反向消除程序来检测伊马替尼依从性和缓解时间之间存在的时间依赖性和非线性关系。扩展的Cox模型允许通过无惩罚b样条灵活建模确定的影响,随后进行拟合和评估。结果:与扩展Cox方法相关的模型拟合的实质性改善表明,传统的Cox比例风险模型假设在这种情况下不成立。结果表明,伊马替尼的DRC呈非线性增加,在74%的依从率以上效果减弱。这种缓解效应的强度随时间而变化,在治疗的最初几个月最强,在开始治疗后90天左右达到峰值(对数风险比:2.12,95%置信区间:1.47至2.66)。结论:大多数患者在4个月(120天)达到缓解,并且依从性始终很高,这表明这可能是实现治疗获益和患者监测的关键时间和持续时间。关于依从性和缓解之间关系的发现可以帮助指导未来研究的设计。
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来源期刊
CiteScore
2.70
自引率
7.70%
发文量
276
期刊介绍: Journal of Oncology Pharmacy Practice is a peer-reviewed scholarly journal dedicated to educating health professionals about providing pharmaceutical care to patients with cancer. It is the official publication of the International Society for Oncology Pharmacy Practitioners (ISOPP). Publishing pertinent case reports and consensus guidelines...
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