A Dynamic Model for GMP Compliance and Regulatory Science

IF 2.7 4区 医学 Q2 PHARMACOLOGY & PHARMACY Journal of Pharmaceutical Innovation Pub Date : 2024-05-02 DOI:10.1007/s12247-024-09825-x
Yiyi Bao, Nicholas Buhay, Qiang Zheng
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Abstract

Purpose

To propose a dynamic model designed to investigate the underlying principles of regulatory science and assess the effectiveness of pharmaceutical GMP regulation.

Methods

A dynamic model for the state of compliance of a pharmaceutical manufacturing firm is constructed by using a generalized Ornstein-Uhlenbeck equation. The model is based on quantitative characterization of principles of proportionality, transparency and consistency, and regulatory effectiveness as measured by efficiency, cost and quality. The dynamic model is solved by numerical simulation.

Results

The dynamic model is capable of characterizing a wide range of compliance behaviors and regulatory actions, including the regression and heightening of compliance vigilance, and the scheduling of frequency and concurrency of regulatory actions. Quantitative relationships are established between the principles of proportionality, transparency and consistency, and the basic measures of regulatory effectiveness in terms of efficiency, cost and quality.

Conclusions

The compliance behaviors and the regulatory actions can be quantitatively characterized by a dynamic model, and this in turn suggests that proportionality, transparency and consistency can serve as fundamental concepts, and efficiency, cost and quality can serve as basic measures for regulatory science.

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符合 GMP 要求和监管科学的动态模型
目的 提出一个动态模型,旨在研究监管科学的基本原则并评估药品 GMP 监管的有效性。 方法 利用广义奥恩斯坦-乌伦贝克方程构建了一个药品生产企业合规状态的动态模型。该模型基于比例原则、透明度原则和一致性原则的定量特征,以及以效率、成本和质量衡量的监管有效性。结果该动态模型能够描述广泛的合规行为和监管行动,包括合规警惕性的降低和提高,以及监管行动频率和并发性的安排。结论动态模型可以定量描述合规行为和监管行动,这反过来又表明,合规性、透明度和一致性可以作为监管科学的基本概念,效率、成本和质量可以作为监管科学的基本衡量标准。
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来源期刊
Journal of Pharmaceutical Innovation
Journal of Pharmaceutical Innovation PHARMACOLOGY & PHARMACY-
CiteScore
3.70
自引率
3.80%
发文量
90
审稿时长
>12 weeks
期刊介绍: The Journal of Pharmaceutical Innovation (JPI), is an international, multidisciplinary peer-reviewed scientific journal dedicated to publishing high quality papers emphasizing innovative research and applied technologies within the pharmaceutical and biotechnology industries. JPI''s goal is to be the premier communication vehicle for the critical body of knowledge that is needed for scientific evolution and technical innovation, from R&D to market. Topics will fall under the following categories: Materials science, Product design, Process design, optimization, automation and control, Facilities; Information management, Regulatory policy and strategy, Supply chain developments , Education and professional development, Journal of Pharmaceutical Innovation publishes four issues a year.
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