现代临床研究时代医疗器械试验设计与分析的贝叶斯方法

Han Cao, Chen Yao, Ying Yuan
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引用次数: 0

摘要

摘要医疗器械技术发展迅速,医疗器械的生命周期远短于药品。及时评估医疗器械的安全性和有效性,以跟上技术发展的步伐是必要的。贝叶斯方法为解决这一挑战提供了一种有效的方法。在本文中,我们回顾了贝叶斯方法的特点以及在医疗器械监管环境中常用的一些贝叶斯设计,包括贝叶斯自适应设计、贝叶斯诊断设计、贝叶斯多区域设计和贝叶斯标签扩展研究。我们用美国食品和药物管理局(FDA)批准的医疗器械来说明这些设计。我们还回顾了几种创新的贝叶斯信息借用方法,并简要讨论了贝叶斯在医疗器械试验中应用的挑战和未来方向。我们的目标是促进贝叶斯方法的使用,以加速创新医疗设备的发展,并为患者提供有效的疾病诊断和治疗。
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Bayesian approach for design and analysis of medical device trials in the era of modern clinical studies
Abstract Medical device technology develops rapidly, and the life cycle of a medical device is much shorter than drugs. It is necessary to evaluate the safety and effectiveness of a medical device in a timely manner to keep up with technology flux. Bayesian methods provides an efficient approach to addressing this challenge. In this article, we review the characteristics of the Bayesian approach and some Bayesian designs that were commonly used in medical device regulatory setting, including Bayesian adaptive design, Bayesian diagnostic design, Bayesian multiregional design, and Bayesian label expansion study. We illustrate these designs with medical devices approved by the US Food and Drug Administration (FDA). We also review several innovative Bayesian information borrowing methods, and briefly discuss the challenges and future directions of the Bayesian application in medical device trials. Our objective is to promote the use of the Bayesian approach to accelerate the development of innovative medical devices and their accessibility to patients for effective disease diagnoses and treatments.
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