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Pharmacogenetic versus clinical dosing of warfarin in individuals of Chinese and African-American ancestry: assessment using data simulation

机译:华法林对华裔和非裔美国人个体的药理学和临床剂量:使用数据模拟进行评估

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BackgroundClinical trials of genotype-guided dosing of warfarin have yielded mixed results, which may in part reflect ethnic differences among study participants. However, no previous study has compared genotype-guided versus clinically guided or standard-of-care dosing in a Chinese population, whereas those involving African-Americans were underpowered to detect significant differences. We present a preclinical strategy that integrates pharmacogenetics (PG) and pharmacometrics to predict the outcome or guide the design of dosing strategies for drugs that show large interindividual variability. We use the example of warfarin and focus on two underrepresented groups in warfarin research.Materials and methodsWe identified the parameters required to simulate a patient population and the outcome of dosing strategies. PG and pharmacogenetic plus loading (PG+L) algorithms that take into account a patient's VKORC1 and CYP2C9 genotype status were considered and compared against a clinical (CA) algorithm for a simulated Chinese population using a predictive Monte Carlo and pharmacokinetic-pharmacodynamic framework. We also examined a simulated population of African-American ancestry to assess the robustness of the model in relation to real-world clinical trial data.Results and conclusionThe simulations replicated similar trends observed with clinical data in African-Americans. They further predict that the PG+L regimen is superior to both the CA and the PG regimen in maximizing percentage time in therapeutic range in a Chinese cohort, whereas the CA regimen poses the highest risk of overanticoagulation during warfarin initiation. The findings supplement the literature with an unbiased comparison of warfarin dosing algorithms and highlights interethnic differences in anticoagulation control.
机译:背景:华法林基因型指导剂量的临床试验产生了混合结果,这可能部分反映了研究参与者之间的种族差异。但是,以前没有研究比较中国人群中基因型指导剂量与临床指导剂量或护理标准剂量之间的差异,而涉及非裔美国人的基因检测能力不足以检测出显着差异。我们提出了一种临床前策略,该策略整合了药物遗传学(PG)和药理学,以预测结果或指导显示个体差异较大的药物的给药策略设计。我们以华法林为例,重点研究华法林研究中代表性不足的两个群体。材料和方法我们确定了模拟患者群体所需的参数和给药策略的结果。考虑了患者VKORC1和CYP2C9基因型状态的PG和药理学加药理学(PG + L)算法,并使用预测的蒙特卡洛(Monte Carlo)和药代动力学-药效学框架与模拟中国人群的临床(CA)算法进行了比较。我们还检查了非裔美国人血统的模拟人群,以评估该模型相对于实际临床试验数据的稳健性。结果与结论该模拟重复了非裔美国人在临床数据中观察到的类似趋势。他们进一步预测,在中国人群中,PG + L方案在最大限度地延长治疗范围内的时间百分比方面优于CA和PG方案,而CA方案在华法林起始期间引起过度抗凝的风险最高。这些发现补充了华法林剂量算法的无偏比较,并突出了抗凝控制中的种族间差异。

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