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PKreport: report generation for checking population pharmacokinetic model assumptions

机译:PKreport:生成报告以检查总体药代动力学模型假设

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Background Graphics play an important and unique role in population pharmacokinetic (PopPK) model building by exploring hidden structure among data before modeling, evaluating model fit, and validating results after modeling. Results The work described in this paper is about a new R package called PKreport, which is able to generate a collection of plots and statistics for testing model assumptions, visualizing data and diagnosing models. The metric system is utilized as the currency for communicating between data sets and the package to generate special-purpose plots. It provides ways to match output from diverse software such as NONMEM, Monolix, R nlme package, etc. The package is implemented with S4 class hierarchy, and offers an efficient way to access the output from NONMEM 7. The final reports take advantage of the web browser as user interface to manage and visualize plots. Conclusions PKreport provides 1) a flexible and efficient R class to store and retrieve NONMEM 7 output, 2) automate plots for users to visualize data and models, 3) automatically generated R scripts that are used to create the plots; 4) an archive-oriented management tool for users to store, retrieve and modify figures, 5) high-quality graphs based on the R packages, lattice and ggplot2. The general architecture, running environment and statistical methods can be readily extended with R class hierarchy. PKreport is free to download at http://cran.r-project.org/web/packages/PKreport/index.html webcite .
机译:背景图形通过在建模之前探索数据中的隐藏结构,评估模型拟合并在建模之后验证结果,在总体药代动力学(PopPK)模型构建中发挥着重要而独特的作用。结果本文描述的工作是关于一个称为PKreport的新R程序包的,该程序包可以生成用于测试模型假设,可视化数据和诊断模型的图和统计信息的集合。公制用作货币,用于在数据集和数据包之间进行通信以生成专用图。它提供了匹配来自NONMEM,Monolix,Rnlme软件包等各种软件的输出的方法。该软件包采用S4类层次结构实现,并提供了一种有效的方法来访问NONMEM 7的输出。最终报告利用了Web浏览器作为用户界面来管理和可视化绘图。结论PKreport提供了1)灵活高效的R类,用于存储和检索NONMEM 7输出; 2)使图自动执行,以使用户可视化数据和模型; 3)自动生成的R脚本,用于创建图; 4)面向归档的管理工具,用于用户存储,检索和修改图形; 5)基于R程序包,晶格和ggplot2的高质量图形。通用的体系结构,运行环境和统计方法可以通过R类层次结构轻松扩展。 PKreport可从http://cran.r-project.org/web/packages/PKreport/index.html webcite免费下载。

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