Department of Clinical Pharmacy, University Medical Center Utrecht, The Netherlands.
Pharmacy Department, University Clinical Hospital of Valencia, Spain.
Br J Clin Pharmacol. 2018 Jun;84(6):1228-1237. doi: 10.1111/bcp.13546. Epub 2018 Apr 2.
Previously, we have reported an association between clozapine use and elevated FL3 neutrophil fluorescence, a flow-cytometric parameter for cell viability. Here, we developed and evaluated a pharmacokinetic-pharmacodynamic model relating FL3-fluorescence to clozapine exposure and derived a nomogram for estimation of long-term adherence.
Data from 27 patients initiating clozapine were analysed using nonlinear mixed effects modelling. A previously described pharmacokinetic model for clozapine was coupled to a FL3 fluorescence model. For this, an effect compartment with clozapine concentrations as input and a first order decay rate as output was linked with an E model to FL3-fluorescence. FL3-fluorescence was simulated for clozapine doses of 50, 150 and 400 mg daily (n = 10 000) to establish the nomogram. Finally, true simulated adherence (% of daily doses taken over 100 days) was compared to nomogram-estimated adherence to evaluate the performance of the nomogram.
The half-life of FL3-fluorescence was estimated at 228 h (coefficient of variation 35%). Median absolute prediction errors of the nomogram in case of fully random adherence for 50, 150 and 400 mg ranged from -0.193% to -0.525%. The nomogram performed slightly worse in case of nonrandom adherence (median prediction error up to 5.19%), but was still clinically acceptable. Compliance patterns containing longer drug holidays revealed that the nomogram adequately estimates compliance over approximately the last 3 weeks prior to FL3-measurement.
Our nomogram could provide information regarding long-term adherence based on prescribed clozapine dose and FL3-fluorescence. Future studies should further explore the clinical value of this biomarker and nomogram.
此前,我们报道了氯氮平使用与 FL3 中性粒细胞荧光升高之间的关联,FL3 是一种用于细胞活力的流式细胞术参数。在此,我们开发并评估了一个将 FL3 荧光与氯氮平暴露相关联的药代动力学-药效学模型,并构建了一个用于估计长期依从性的列线图。
使用非线性混合效应模型分析了 27 例开始使用氯氮平的患者的数据。将先前描述的氯氮平药代动力学模型与 FL3 荧光模型耦合。为此,将以氯氮平浓度为输入、一阶衰减率为输出的效应室与 FL3 荧光的 E 模型相连接。模拟氯氮平剂量为 50、150 和 400mg 每日(n=10000)的 FL3 荧光,以建立列线图。最后,将真实模拟的依从性(100 天内每日剂量的百分比)与列线图估计的依从性进行比较,以评估列线图的性能。
FL3 荧光的半衰期估计为 228 小时(变异系数为 35%)。在完全随机依从性的情况下,列线图的中位绝对预测误差在 50、150 和 400mg 时分别为-0.193%至-0.525%。在非随机依从性的情况下,列线图的性能稍差(中位预测误差高达 5.19%),但仍具有临床可接受性。含有较长药物假期的依从性模式表明,列线图可在大约进行 FL3 测量前的最后 3 周内,充分估计依从性。
我们的列线图可以根据规定的氯氮平剂量和 FL3 荧光提供关于长期依从性的信息。未来的研究应进一步探索该生物标志物和列线图的临床价值。