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arXiv 2005.13979stat.AP
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受COVID-19大流行影响的临床试验:拯救的适应性设计?

Clinical trials impacted by the COVID-19 pandemic: Adaptive designs to the rescue?

Cornelia Ursula Kunz, Silke Jörgens, Frank Bretz, Nigel Stallard, Kelly Van Lancker, Dong Xi, Sarah Zohar, Christoph Gerlinger, Tim Friede

摘要:

最近,新的病原体严重急性呼吸道综合征冠状病毒2(SARS-CoV-2)被确定,世界卫生组织宣布2019年冠状病毒病(COVID-19)为大流行病。疫情对正在进行的非COVID-19临床试验产生了多项影响。受四个目前正在进行的各种疾病领域的临床试验的启发,我们说明了大流行所面临的挑战,并勾勒出可能的解决方案,包括适应性设计。提供了以下方面的指导:(i)盲态调整可以提供帮助的地方;(ii)如何实现第一类错误率控制(如需要);(iii)如何处理潜在的处理效应异质性;(iv)如何利用早期读数;以及(v)如何利用贝叶斯技术。更详细地说,研究人员制定了阻止受大流行影响的试验的方法,包括考虑提前停止试验、使用组序贯设计或调整样本量。所有考虑的方法都在一个免费的R shiny应用程序中实现。此外,还讨论了监管和运营问题,包括数据监测委员会的作用。

英文摘要:

Very recently the new pathogen severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) was identified and the coronavirus disease 2019 (COVID-19) declared a pandemic by the World Health Organization. The pandemic has a number of consequences for the ongoing clinical trials in non-COVID-19 conditions. Motivated by four currently ongoing clinical trials in a variety of disease areas we illustrate the challenges faced by the pandemic and sketch out possible solutions including adaptive designs. Guidance is provided on (i) where blinded adaptations can help; (ii) how to achieve type I error rate control, if required; (iii) how to deal with potential treatment effect heterogeneity; (iv) how to utilize early readouts; and (v) how to utilize Bayesian techniques. In more detail approaches to resizing a trial affected by the pandemic are developed including considerations to stop a trial early, the use of group-sequential designs or sample size adjustment. All methods considered are implemented in a freely available R shiny app. Furthermore, regulatory and operational issues including the role of data monitoring committees are discussed.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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