Rich Benjamin, Moodie Erica E M, Stephens David A
Department of Epidemiology, Biostatistics and Occupational Health, McGill University, 1020 Pine Avenue West, Montreal, QC H3A 1A2, Canada.
Department of Mathematics and Statistics, McGill University, 805 Sherbrooke Street West, Montreal, QC H3A 2K6, Canada.
Biom J. 2016 May;58(3):502-17. doi: 10.1002/bimj.201400244. Epub 2015 Nov 5.
There have been considerable advances in the methodology for estimating dynamic treatment regimens, and for the design of sequential trials that can be used to collect unconfounded data to inform such regimens. However, relatively little attention has been paid to how such methodology could be used to advance understanding of optimal treatment strategies in a continuous dose setting, even though it is often the case that considerable patient heterogeneity in drug response along with a narrow therapeutic window may necessitate the tailoring of dosing over time. Such is the case with warfarin, a common oral anticoagulant. We propose novel, realistic simulation models based on pharmacokinetic-pharmacodynamic properties of the drug that can be used to evaluate potentially optimal dosing strategies. Our results suggest that this methodology can lead to a dosing strategy that performs well both within and across populations with different pharmacokinetic characteristics, and may assist in the design of randomized trials by narrowing the list of potential dosing strategies to those which are most promising.
在估计动态治疗方案的方法以及用于收集无混杂数据以指导此类方案的序贯试验设计方面已经取得了相当大的进展。然而,相对较少关注如何使用这种方法来增进对连续剂量设置下最佳治疗策略的理解,尽管通常情况是药物反应中存在相当大的患者异质性以及狭窄的治疗窗可能需要随时间调整剂量。华法林这种常见的口服抗凝剂就是如此。我们基于药物的药代动力学 - 药效学特性提出了新颖、现实的模拟模型,可用于评估潜在的最佳给药策略。我们的结果表明,这种方法可以产生一种在具有不同药代动力学特征的人群内部和之间都表现良好的给药策略,并且通过将潜在给药策略的列表缩小到最有前景的策略,可能有助于随机试验的设计。