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罗氟司特及其 N-氧化物的群体药代动力学模型:基于总磷酸二酯酶-4 抑制活性和群体药效-不良事件模型的建立。

Population pharmacokinetic modelling of roflumilast and roflumilast N-oxide by total phosphodiesterase-4 inhibitory activity and development of a population pharmacodynamic-adverse event model.

机构信息

Department of Pharmacometrics and Pharmacokinetics, Nycomed GmbH, Byk-Gulden-Strasse 2, Konstanz, Germany.

出版信息

Clin Pharmacokinet. 2010 Sep;49(9):589-606. doi: 10.2165/11536600-000000000-00000.

Abstract

BACKGROUND

Roflumilast is an oral, selective phosphodiesterase (PDE)-4 inhibitor in development for the treatment of chronic obstructive pulmonary disease (COPD). Both roflumilast and its metabolite roflumilast N-oxide have anti-inflammatory properties that contribute to overall pharmacological activity.

OBJECTIVES

To model the pharmacokinetics of roflumilast and roflumilast N-oxide, evaluate the influence of potential covariates, use the total PDE4 inhibitory activity (tPDE4i) concept to estimate the combined inhibition of PDE4 by roflumilast and roflumilast N-oxide, and use individual estimates of tPDE4i to predict the occurrence of adverse events (AEs) in patients with moderate-to-severe COPD.

METHODS

We modelled exposure to roflumilast and roflumilast N-oxide (21 studies provided the index dataset and five separate studies provided the validation dataset), extended the models to COPD (using data from two studies) and assessed the robustness of the parameter estimates. A parametric bootstrap estimation was used to quantify tPDE4i in subpopulations. We established logistic regression models for each AE occurring in >2% of patients in a placebo-controlled trial that achieved a p-value of <0.2 in a permutation test. The exposure variables were the area under the plasma concentration-time curve (AUC) of roflumilast, the AUC of roflumilast N-oxide and tPDE4i. Individual AUC values were estimated from population models.

RESULTS

Roflumilast pharmacokinetics were modelled with a two-compartment model with first-order absorption including a lag time. A one-compartment model with zero-order absorption was used for roflumilast N-oxide. The final models displayed good descriptive and predictive performance with no appreciable systematic trends versus time, dose or study. Posterior predictive checks and robustness analysis showed that the models adequately described the pharmacokinetic parameters and the covariate effects on disposition. For roflumilast, the covariates of sex, smoking and race influenced clearance; and food influenced the absorption rate constant and lag time. For roflumilast N-oxide, age, sex and smoking influenced clearance; age, sex and race influenced the fraction metabolized; bodyweight influenced the apparent volume of distribution; and food influenced the apparent duration of formation. The COPD covariate increased the central volume of distribution of roflumilast by 184% and reduced its clearance by 39%; it also reduced the estimated volume of distribution of roflumilast N-oxide by 21% and reduced its clearance by 7.9%. Compared with the reference population (male, non-smoking, White, healthy, 40-year-old subjects), the relative geometric mean [95% CI] tPDE4i was higher in patients with COPD (12.6% [-6.6, 35.6]), women (19.3% [8.2, 31.6]), Black subjects (42.1% [16.4, 73.4]), Hispanic subjects (28.2% [4.1, 57.9]) and older subjects (e.g. 8.3% [-11.2, 32.2] in 60-year-olds), and was lower in smokers (-19.1% [-34.0, -0.7]). Among all possible subgroups in this analysis, the subgroup with maximal tPDE4i comprised elderly, Black, female, non-smoking, COPD patients (tPDE4i 217% [95% CI 107, 437] compared with the value in the reference population). The probability of a patient with tPDE4i at the population geometric mean [95% CI] was 13.0% [7.5, 18.5] for developing diarrhoea, 6.0% [2.6, 9.4] for nausea and 5.1% [1.9, 8.6] for headache.

CONCLUSIONS

Covariate effects have a limited impact on tPDE4i. There was a general association between tPDE4i and the occurrence of common AEs in patients with COPD.

摘要

背景

罗氟司特是一种口服、选择性磷酸二酯酶(PDE)-4 抑制剂,正在开发用于治疗慢性阻塞性肺疾病(COPD)。罗氟司特及其代谢物罗氟司特 N-氧化物均具有抗炎特性,这有助于整体药理活性。

目的

模拟罗氟司特和罗氟司特 N-氧化物的药代动力学,评估潜在协变量的影响,使用总 PDE4 抑制活性(tPDE4i)概念来估计罗氟司特和罗氟司特 N-氧化物对 PDE4 的联合抑制作用,并使用个体 tPDE4i 估计值来预测中重度 COPD 患者发生不良事件(AE)的情况。

方法

我们对罗氟司特和罗氟司特 N-氧化物的暴露情况进行了建模(21 项研究提供了索引数据集,5 项单独的研究提供了验证数据集),将模型扩展到 COPD(使用两项研究的数据),并评估了参数估计值的稳健性。使用参数自举估计来量化亚人群中的 tPDE4i。我们为安慰剂对照试验中发生>2%患者的每种 AE 建立了逻辑回归模型,在置换检验中 p 值<0.2 的模型被认为是显著的。暴露变量是罗氟司特的 AUC、罗氟司特 N-氧化物的 AUC 和 tPDE4i。个体 AUC 值是从群体模型中估计出来的。

结果

罗氟司特的药代动力学采用具有一级吸收的两室模型进行建模,其中包括滞后时间。罗氟司特 N-氧化物采用零级吸收的一室模型。最终模型显示出良好的描述性和预测性,与时间、剂量或研究无明显系统性趋势。后验预测检查和稳健性分析表明,该模型充分描述了药代动力学参数和处置的协变量效应。对于罗氟司特,性别、吸烟和种族是清除率的影响因素;而食物则影响吸收速率常数和滞后时间。对于罗氟司特 N-氧化物,年龄、性别和吸烟影响清除率;年龄、性别和种族影响代谢比例;体重影响表观分布体积;食物影响形成的表观持续时间。COPD 协变量使罗氟司特的中央分布容积增加 184%,清除率降低 39%;还使罗氟司特 N-氧化物的估计分布容积减少 21%,清除率降低 7.9%。与参考人群(男性、非吸烟者、白人、健康、40 岁)相比,COPD 患者的相对几何均数[95%CI]tPDE4i 更高(12.6%[-6.6, 35.6]),女性(19.3%[8.2, 31.6])、黑人(42.1%[16.4, 73.4])和西班牙裔(28.2%[4.1, 57.9])以及老年患者(例如,60 岁患者为 8.3%[-11.2, 32.2]),吸烟者的 tPDE4i 则较低(-19.1%[-34.0, -0.7])。在这项分析的所有可能亚组中,最大 tPDE4i 的亚组包括老年、黑人、女性、非吸烟者、COPD 患者(与参考人群相比,tPDE4i 为 217%[95%CI 107, 437])。具有人群几何均数[95%CI]tPDE4i 的患者发生腹泻的概率为 13.0%[7.5, 18.5],发生恶心的概率为 6.0%[2.6, 9.4],发生头痛的概率为 5.1%[1.9, 8.6]。

结论

协变量的影响对 tPDE4i 的影响有限。tPDE4i 与 COPD 患者常见 AE 的发生之间存在一般相关性。

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