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常规临床护理数据用于群体药代动力学建模:以 Fanhdi/Alphanate 治疗甲型血友病患者为例。

Routine clinical care data for population pharmacokinetic modeling: the case for Fanhdi/Alphanate in hemophilia A patients.

机构信息

School of Pharmacy, University of Waterloo, Waterloo, ON, Canada.

Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada.

出版信息

J Pharmacokinet Pharmacodyn. 2019 Oct;46(5):427-438. doi: 10.1007/s10928-019-09637-4. Epub 2019 May 21.

Abstract

Fanhdi/Alphanate is a plasma derived factor VIII concentrate used for treating hemophilia A, for which there has not been any dedicated model describing its pharmacokinetics (PK). A population PK model was developed using data extracted from the Web-Accessible Population Pharmacokinetic Service-Hemophilia (WAPPS-Hemo) project. WAPPS-Hemo provided individual PK profiles for hemophilia patients using sparse observations as provided in routine clinical care by hemophilia centers. Plasma factor activity measurements and covariate data from hemophilia A patients on Fanhdi/Alphanate were extracted from the WAPPS-Hemo database. A population PK model was developed using NONMEM and evaluated for suitability for Bayesian forecasting using prediction-corrected visual predictive check (pcVPC), cross validation, limited sampling analysis and external evaluation against a population PK model developed on rich sampling data. Plasma factor activity measurements from 92 patients from 12 centers were used to derive the model. The PK was best described by a 2-compartment model including between subject variability on clearance and central volume, fat free mass as a covariate on clearance, central and peripheral volumes, and age as covariate on clearance. Evaluations showed that the developed population PK model could predict the PK parameters of new individuals based on limited sampling analysis and cross and external evaluations with acceptable precision and bias. This study shows the feasibility of using real-world data for the development of a population PK model. Evaluation and comparison of the model for Bayesian forecasting resulted in similar results as a model developed using rich sampling data.

摘要

法安明/阿尔法达贝是一种从血浆中提取的 VIII 因子浓缩物,用于治疗 A 型血友病,目前还没有专门的模型来描述其药代动力学(PK)。使用从 Web 可访问的人群 PK 服务-血友病(WAPPS-Hemo)项目中提取的数据,开发了一个群体 PK 模型。WAPPS-Hemo 为血友病患者提供了个体 PK 图谱,这些图谱是根据血友病中心在常规临床护理中提供的稀疏观察结果得出的。从 WAPPS-Hemo 数据库中提取了接受法安明/阿尔法达贝治疗的 A 型血友病患者的血浆因子活性测量值和协变量数据。使用 NONMEM 开发了一个群体 PK 模型,并使用预测校正可视化预测检查(pcVPC)、交叉验证、有限采样分析和针对基于丰富采样数据开发的群体 PK 模型的外部评估来评估其适合贝叶斯预测的情况。该模型使用来自 12 个中心的 92 名患者的血浆因子活性测量值进行推导。PK 最好由一个 2 室模型来描述,该模型包括清除率的个体间变异性、中央体积、无脂肪质量作为清除率的协变量、中央和外周体积以及年龄作为清除率的协变量。评估表明,该开发的群体 PK 模型可以通过有限采样分析和交叉验证以及外部评估,以可接受的精度和偏差预测新个体的 PK 参数。这项研究表明,使用真实世界的数据开发群体 PK 模型是可行的。对模型进行贝叶斯预测的评估和比较结果与使用丰富采样数据开发的模型相似。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/76d7/6820598/73e53f7d49b9/10928_2019_9637_Fig1_HTML.jpg

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