使用社交媒体作为现实世界数据的来源,用于制药药物开发和监管决策
Didrik Wessel1,2, Nicolai Pogrebnyakov3
1Copenhagen Business School, Frederiksberg, Denmark. didrikwessel@outlook.com.
Drug safety
|March 6, 2024
概括
社交媒体为制药药物开发提供了有价值的真实世界数据 (RWD),有助于为患者需求生成假设. 虽然没有推断因果关系,但它的探索性使用得到了技术进步的支持.
科学领域:
- 药监和药物开发 药物监督和药物开发
- 现实世界的数据分析.
- 医疗信息学 医疗信息学
背景情况:
- 制药公司越来越多地使用现实世界数据 (RWD) 来将临床试验与患者的结果联系起来.
- 现有关于社交媒体RWD的研究主要集中在批准后的安全监测上.
- 在了解社交媒体在药物开发和监管决策中在审批前的应用方面存在差距.
研究的目的:
- 探索社交媒体作为RWD的来源,用于制药监管决策和药物开发.
- 调查社交媒体衍生RWD的数据管道.
- 评估社交媒体RWD与监管指导 (如FDA) 和行业要求的协调程度.
主要方法:
- 开发了一种机器学习管道,从X (Twitter) 数据中提取患者对抗凝固剂的见解.
- 从制药行业的角度分析提取的见解.
- 与制药行业专业人士进行了采访,以补充分析.
主要成果:
- 确定了几个社交媒体RWD可以为患者和治疗区域需求提供假设生成的用例.
- 社交媒体数据的已知的局限性,特别是在确定因果关系方面.
- 展示了社交媒体数据的潜力,以丰富药物开发见解.
结论:
- 社交媒体作为药品药物开发和批准前阶段的RWD来源具有显著的潜力.
- 需要进一步的监管指导,以促进社交媒体RWD的使用.
- 技术和监管方面的进步支持在药物开发中探索性地使用社交媒体RWD.
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