为生成基于模型的虚拟临床试验的实用指南
Morgan Craig1,2, Jana L Gevertz3, Irina Kareva4
1Department of Mathematics and Statistics, Université de Montréal, Montréal, QC, Canada.
Frontiers in systems biology
|August 14, 2025
概括
本指南详细介绍了为虚拟临床试验使用数学模型创建虚拟患者. 它涵盖模型设计,参数估计和队列创建,以推进基于人口的分析.
科学领域:
- 药量计学和计算生物学.
- 数学建模在药物开发中的应用.
背景情况:
- 数学建模对于药物设计,开发和优化至关重要.
- 虚拟临床试验在探索患者异质性方面越来越受欢迎.
研究的目的:
- 为从数学模型中创建虚拟患者提供最佳实践.
- 引导虚拟临床试验的实施和执行.
- 促进基于虚拟人口的分析的使用.
主要方法:
- 讨论和提供模型设计的例子.
- 详细的参数估计和灵敏度分析.
- 解释模型可识别性和虚拟患者队列创建.
主要成果:
- 构建虚拟患者队伍的实用框架.
- 确保模型稳定性和可靠性的方法.
- 在虚拟临床试验环境中展示这些方法的应用.
结论:
- 研究人员可以采用这些最佳实践来进行强大的虚拟临床试验.
- 基于虚拟人口的增强分析可以加速药物开发.
- 这种方法有助于更深入地了解不同人群中的治疗反应.
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