采用模型主文件框架来增强监管使用的建模和模拟方法
Lanyan Fang1, Eleftheria Tsakalozou2, Fang Wu2
1Office of Research and Standards (ORS), Office of Generic Drugs (OGD), Center for Drug Evaluation and Research (CDER), U.S. Food and Drug Administration (FDA), Silver Spring, MD, USA. lanyan.fang@fda.hhs.gov.
Pharmaceutical research
|June 3, 2025
概括
美国食品和药物管理局 FDA
科学领域:
- 药量测量和计算科学 药量测量和计算科学
- 药物监管科学 药物监管科学
- 制药发展 制药发展
背景情况:
- 制药行业越来越多地使用建模和模拟来开发药物和提交监管文件.
- 像FDA这样的监管机构正在探索创新的方法,将这些模型整合到评估中.
- 模型综合证据 (MIE) 计划旨在利用定量模型进行监管决策.
研究的目的:
- 提供对药物开发和监管评估中的建模和模拟进步的概述.
- 突出FDA的举措,包括模型信息化药物开发 (MIDD) 和MIE计划.
- 介绍模型总文件 (MMF) 的概念和监管影响.
主要方法:
- 审查药物开发建模和模拟的历史进展.
- 讨论FDA计划,如MIDD和MIE会议.
- 对模型主文件 (MMF) 提交的V型药物主文件 (DMF) 的分析.
- "模型主文件 (MMF) 的考虑和潜在监管应用"研讨会的讨论摘要.
主要成果:
- 美国食品和药物管理局的MMF类型VDMF为MMF提供了模型共享和可重复使用的药物开发.
- 货币市场基金支持使用多种定量模型 (PBPK,PPK,CFD) 的MIE计划.
- 研讨会提供了关于货币货币基金的考虑和潜在的监管应用的见解.
结论:
- 模型总文件 (MMF) 减少了制药公司采用建模和模拟的资源负担.
- 货币货币基金提高了监管评估的一致性和效率.
- 预计货币货币基金的采用将促进在药物开发中更广泛地使用先进的建模和仿真.
相关概念视频
Modeling and Similitude
249
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
249
Typical Model Studies
344
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
344
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
45
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
45
Mechanistic Models: Compartment Models in Individual and Population Analysis
32
Mechanistic models are utilized in individual analysis using single-source data, but imperfections arise due to data collection errors, preventing perfect prediction of observed data. The mathematical equation involves known values (Xi), observed concentrations (Ci), measurement errors (εi), model parameters (ϕj), and the related function (ƒi) for i number of values. Different least-squares metrics quantify differences between predicted and observed values. The ordinary least...
32


