在药物生命周期和监管科学中整合人工智能:政策影响,挑战和机会
Wahiba Oualikene-Gonin1, Marie-Christine Jaulent2, Jean-Pierre Thierry3
1Agence Nationale de Sécurité des Médicaments et des Produits de Santé (ANSM) Saint-Denis, Saint-Denis, France.
Frontiers in pharmacology
|August 19, 2024
概括
人工智能 (AI) 提供了显著的药物开发优势,但需要监管适应安全的临床试验和市场批准. 机构必须发展框架,以有效评估AI数据和模型.
科学领域:
- 药理学和监管科学 药理学和监管科学
- 人工智能在医学中的应用
- 药物开发生命周期 药物开发生命周期
背景情况:
- 人工智能 (AI) 工具为制药研发提供了变革性的潜力.
- 监管机构正在努力将AI整合到药物批准过程中,确保可靠性和安全性.
- 在现有的监管框架内评估人工智能生成的数据和模型存在挑战.
研究的目的:
- 探索AI在药物开发中的监管调整的必要性.
- 检查人工智能融入医药监管机构内部流程中的情况.
- 为解决AI数据和监管监督模型评估方面的挑战.
主要方法:
- 关于AI在药物开发和监管科学中的应用的文献综述.
- 对当前关于人工智能的监管框架及其局限性的分析.
- 讨论利益相关者的合作,以促进监管的发展.
主要成果:
- 人工智能集成需要更新管理临床试验,营销许可和市场后监督的法规.
- 机构需要增强评估人工智能驱动数据和预测模型的能力.
- 调整内部机构流程对于有效采用人工智能至关重要.
结论:
- 医药机构积极适应法规和内部流程对于利用AI潜力至关重要.
- 利益相关者的协作是开发药品AI强有力的监管途径的关键.
- 确保AI可靠性和安全性在整个药物开发生命周期中至关重要.
相关概念视频
Drug Control Governance: Regulatory Bodies and Their Impact
147
Drug control governance involves the oversight and regulation of pharmaceuticals to ensure their safety and efficacy while preventing illegal drug use and trafficking. Regulatory bodies, including the US Food and Drug Administration (FDA) and the European Union's European Medicines Agency (EMA), play a central role in this process. These agencies evaluate the safety and efficacy of drugs before they can be marketed. They fund clinical trials and assess the benefits and risks associated with...
147
Drug Regulation
1.3K
Drug regulation encompasses the management of drug usage by evaluating its safety and efficacy through assessments conducted by regulatory authorities. Regrettably, the history of drug regulation is marred by several catastrophic events. One such incident is the Elixir Sulfanilamide tragedy, in which the toxic compound diethyl glycol was included in a sweet-tasting medication, leading to numerous fatalities. This event prompted the enactment of the Food, Drug, and Cosmetic Act in 1938. Under...
1.3K
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Drug Administration and Therapy Phases: Overview
418
Drugs, the chemical agents used in diagnosing, treating, or preventing diseases, undergo a four-phase process of development: pharmaceutic, pharmacokinetics, pharmacodynamics, and therapeutic.
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
The pharmaceutical phase focuses on leveraging the physicochemical properties of the drug to design and manufacture an effective product. Variants include orally administered tablets or capsules, topical creams or ointments, and parenteral-delivery solutions or emulsions.
The pharmacokinetic phase...
418
Structure-Activity Relationships and Drug Design
686
Drug design is a dynamic field that involves discovering and developing new medications based on specific biological targets. This process heavily relies on structure-activity relationships (SAR) and quantitative structure-activity relationships (QSAR) to guide the design and optimization of efficient drugs.
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
686
Drug Discovery: Overview
7.7K
Drug discovery is a multifaceted process involving extensive screening, testing, and optimization of lead compounds to identify potential new drugs for therapeutic use. It combines several approaches, including screening large numbers of natural products, chemical modification of known active molecules, identification of new drug targets, and rational design based on biological mechanisms and drug-receptor structure. These approaches are carried out in both academic research laboratories and...
7.7K


