Seamless Clinical Trials with Doubly Adaptive Biased Coin Designs

Hongjian Zhu, Jun Yu, D. Lai, Li Wang
{"title":"Seamless Clinical Trials with Doubly Adaptive Biased Coin Designs","authors":"Hongjian Zhu, Jun Yu, D. Lai, Li Wang","doi":"10.51387/23-nejsds25","DOIUrl":null,"url":null,"abstract":"In addition to scientific questions, clinical trialists often explore or require other design features, such as increasing the power while controlling the type I error rate, minimizing unnecessary exposure to inferior treatments, and comparing multiple treatments in one clinical trial. We propose implementing adaptive seamless design (ASD) with response adaptive randomization (RAR) to satisfy various clinical trials’ design objectives. However, the combination of ASD and RAR poses a challenge in controlling the type I error rate. In this paper, we investigated how to utilize the advantages of the two adaptive methods and control the type I error rate. We offered the theoretical foundation for this procedure. Numerical studies demonstrated that our methods could achieve efficient and ethical objectives while controlling the type I error rate.","PeriodicalId":94360,"journal":{"name":"The New England Journal of Statistics in Data Science","volume":"14 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The New England Journal of Statistics in Data Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.51387/23-nejsds25","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

In addition to scientific questions, clinical trialists often explore or require other design features, such as increasing the power while controlling the type I error rate, minimizing unnecessary exposure to inferior treatments, and comparing multiple treatments in one clinical trial. We propose implementing adaptive seamless design (ASD) with response adaptive randomization (RAR) to satisfy various clinical trials’ design objectives. However, the combination of ASD and RAR poses a challenge in controlling the type I error rate. In this paper, we investigated how to utilize the advantages of the two adaptive methods and control the type I error rate. We offered the theoretical foundation for this procedure. Numerical studies demonstrated that our methods could achieve efficient and ethical objectives while controlling the type I error rate.
双自适应偏置硬币设计的无缝临床试验
除了科学问题外,临床试验人员还经常探索或要求其他设计特征,例如在控制I型错误率的同时增加功率,尽量减少不必要的劣质治疗,以及在一项临床试验中比较多种治疗。我们提出采用响应自适应随机化(RAR)的自适应无缝设计(ASD)来满足各种临床试验的设计目标。然而,ASD和RAR的结合在控制I型错误率方面提出了挑战。在本文中,我们研究了如何利用这两种自适应方法的优点,控制I型错误率。为这一过程提供了理论基础。数值研究表明,我们的方法可以在控制I型错误率的同时达到高效和道德的目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信