• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

用于多种治疗的临床试验的析因设计与多臂多阶段设计

Factorial versus multi-arm multi-stage designs for clinical trials with multiple treatments.

作者信息

Jaki Thomas, Vasileiou Despina

机构信息

Medical and Pharmaceutical Statistics Research Unit, Department of Mathematics and Statistics, Lancaster University, Lancaster, U.K.

出版信息

Stat Med. 2017 Feb 20;36(4):563-580. doi: 10.1002/sim.7159. Epub 2016 Nov 2.

DOI:10.1002/sim.7159
PMID:27804166
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5244690/
Abstract

When several treatments are available for evaluation in a clinical trial, different design options are available. We compare multi-arm multi-stage with factorial designs, and in particular, we will consider a 2 × 2 factorial design, where groups of patients will either take treatments A, B, both or neither. We investigate the performance and characteristics of both types of designs under different scenarios and compare them using both theory and simulations. For the factorial designs, we construct appropriate test statistics to test the hypothesis of no treatment effect against the control group with overall control of the type I error. We study the effect of the choice of the allocation ratios on the critical value and sample size requirements for a target power. We also study how the possibility of an interaction between the two treatments A and B affects type I and type II errors when testing for significance of each of the treatment effects. We present both simulation results and a case study on an osteoarthritis clinical trial. We discover that in an optimal factorial design in terms of minimising the associated critical value, the corresponding allocation ratios differ substantially to those of a balanced design. We also find evidence of potentially big losses in power in factorial designs for moderate deviations from the study design assumptions and little gain compared with multi-arm multi-stage designs when the assumptions hold. © 2016 The Authors. Statistics in Medicine Published by John Wiley & Sons Ltd.

摘要

在一项临床试验中有多种治疗方法可供评估时,会有不同的设计方案。我们将多臂多阶段设计与析因设计进行比较,特别是,我们将考虑一种2×2析因设计,即患者组将接受治疗A、治疗B、两种治疗或都不接受治疗。我们研究了这两种设计类型在不同情况下的性能和特征,并通过理论和模拟对它们进行比较。对于析因设计,我们构建适当的检验统计量,以在总体控制I型错误的情况下,针对对照组检验无治疗效果的假设。我们研究了分配比例的选择对目标效能的临界值和样本量要求的影响。我们还研究了在检验每种治疗效果的显著性时,两种治疗A和B之间相互作用的可能性如何影响I型和II型错误。我们展示了关于骨关节炎临床试验的模拟结果和一个案例研究。我们发现,在最小化相关临界值方面的最优析因设计中,相应的分配比例与平衡设计的分配比例有很大差异。我们还发现,当与研究设计假设存在适度偏差时,析因设计的效能可能会有很大损失,而在假设成立时,与多臂多阶段设计相比,增益很小。© 2016作者。《医学统计学》由约翰·威利父子有限公司出版

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/b548f65f239f/SIM-36-563-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/9fbfb4472025/SIM-36-563-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/d28ebb419971/SIM-36-563-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/1b45d32d3f9f/SIM-36-563-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/2683f03fcd85/SIM-36-563-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/18d76a34efd9/SIM-36-563-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/ad418a9fe51a/SIM-36-563-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/b548f65f239f/SIM-36-563-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/9fbfb4472025/SIM-36-563-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/d28ebb419971/SIM-36-563-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/1b45d32d3f9f/SIM-36-563-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/2683f03fcd85/SIM-36-563-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/18d76a34efd9/SIM-36-563-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/ad418a9fe51a/SIM-36-563-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f2f/5244690/b548f65f239f/SIM-36-563-g007.jpg

相似文献

1
Factorial versus multi-arm multi-stage designs for clinical trials with multiple treatments.用于多种治疗的临床试验的析因设计与多臂多阶段设计
Stat Med. 2017 Feb 20;36(4):563-580. doi: 10.1002/sim.7159. Epub 2016 Nov 2.
2
Design considerations for Factorial Adaptive Multi-Arm Multi-Stage (FAST) clinical trials.阶乘型适应性多臂多阶段(FAST)临床试验的设计考虑。
Trials. 2024 Sep 12;25(1):608. doi: 10.1186/s13063-024-08400-6.
3
Multi-arm multi-stage (MAMS) randomised selection designs: impact of treatment selection rules on the operating characteristics.多臂多阶段(MAMS)随机选择设计:治疗选择规则对操作特性的影响。
BMC Med Res Methodol. 2024 Jun 3;24(1):124. doi: 10.1186/s12874-024-02247-w.
4
Folic acid supplementation and malaria susceptibility and severity among people taking antifolate antimalarial drugs in endemic areas.在流行地区,服用抗叶酸抗疟药物的人群中,叶酸补充剂与疟疾易感性和严重程度的关系。
Cochrane Database Syst Rev. 2022 Feb 1;2(2022):CD014217. doi: 10.1002/14651858.CD014217.
5
Adding new experimental arms to randomised clinical trials: Impact on error rates.在随机临床试验中增加新的实验组:对误差率的影响。
Clin Trials. 2020 Jun;17(3):273-284. doi: 10.1177/1740774520904346. Epub 2020 Feb 17.
6
Efficient stage-wise allocation ratios in multi-arm multi-stage designs.多臂多阶段设计中的高效逐阶段分配比例
Contemp Clin Trials. 2025 Jun;153:107908. doi: 10.1016/j.cct.2025.107908. Epub 2025 Apr 9.
7
Multi-arm multi-stage trials can improve the efficiency of finding effective treatments for stroke: a case study.多臂多阶段试验可提高中风有效治疗方法的发现效率:一项案例研究。
BMC Cardiovasc Disord. 2018 Nov 27;18(1):215. doi: 10.1186/s12872-018-0956-4.
8
Two-stage response adaptive randomization designs for multi-arm trials with binary outcome.两阶段反应适应性随机分组设计在多臂二分类临床试验中的应用。
J Biopharm Stat. 2024 Jul 3;34(4):526-538. doi: 10.1080/10543406.2023.2234028. Epub 2023 Jul 15.
9
Type I error rates of multi-arm multi-stage clinical trials: strong control and impact of intermediate outcomes.多臂多阶段临床试验的I型错误率:严格控制与中间结果的影响
Trials. 2016 Jul 2;17(1):309. doi: 10.1186/s13063-016-1382-5.
10
Comparison of multi-arm multi-stage design and adaptive randomization in platform clinical trials.平台临床试验中多臂多阶段设计与适应性随机化的比较。
Contemp Clin Trials. 2017 Mar;54:48-59. doi: 10.1016/j.cct.2017.01.003. Epub 2017 Jan 13.

引用本文的文献

1
The statistical design and analysis of pandemic platform trials: Implications for the future.大流行平台试验的统计设计与分析:对未来的启示。
J Clin Transl Sci. 2024 Oct 15;8(1):e155. doi: 10.1017/cts.2024.514. eCollection 2024.
2
Design considerations for Factorial Adaptive Multi-Arm Multi-Stage (FAST) clinical trials.阶乘型适应性多臂多阶段(FAST)临床试验的设计考虑。
Trials. 2024 Sep 12;25(1):608. doi: 10.1186/s13063-024-08400-6.
3
Comparison of Mechanical Insufflation-Exsufflation and Hypertonic Saline and Hyaluronic Acid With Conventional Open Catheter Suctioning in Intubated Patients.

本文引用的文献

1
Flexible sequential designs for multi-arm clinical trials.多臂临床试验的灵活序贯设计。
Stat Med. 2014 Aug 30;33(19):3269-79. doi: 10.1002/sim.6183. Epub 2014 May 13.
2
Clinical development success rates for investigational drugs.研究性药物的临床开发成功率。
Nat Biotechnol. 2014 Jan;32(1):40-51. doi: 10.1038/nbt.2786.
3
Manual therapy, exercise therapy, or both, in addition to usual care, for osteoarthritis of the hip or knee: a randomized controlled trial. 1: clinical effectiveness.手法治疗、运动疗法或两者联合常规治疗,用于髋或膝关节骨关节炎:一项随机对照试验。1:临床疗效。
机械通气辅助排痰与高渗盐水联合透明质酸用于气管插管患者的排痰效果与传统开放式导管吸痰的比较
Respir Care. 2024 Apr 22;69(5):575-585. doi: 10.4187/respcare.11566.
4
When should factorial designs be used for late-phase randomised controlled trials?何时应使用析因设计进行后期随机对照试验?
Clin Trials. 2024 Apr;21(2):162-170. doi: 10.1177/17407745231206261. Epub 2023 Oct 31.
5
Interactions in the 2×2×2 factorial randomised clinical STEPCARE trial and the potential effects on conclusions: a protocol for a simulation study.2×2×2 析因随机临床试验 STEPCARE 中的交互作用及其对结论的潜在影响:一项模拟研究方案。
Trials. 2022 Oct 22;23(1):889. doi: 10.1186/s13063-022-06796-7.
6
Combining factorial and multi-arm multi-stage platform designs to evaluate multiple interventions efficiently.结合析因和多臂多阶段平台设计来有效地评估多种干预措施。
Clin Trials. 2022 Aug;19(4):432-441. doi: 10.1177/17407745221093577. Epub 2022 May 17.
7
Clinical trial design in phase 2 and 3 trials for pulmonary hypertension.肺动脉高压2期和3期试验的临床试验设计。
Pulm Circ. 2020 Jul 20;10(4):2045894020941491. doi: 10.1177/2045894020941491. eCollection 2020 Oct-Dec.
8
'Immunity Passports' for SARS-CoV-2: an online experimental study of the impact of antibody test terminology on perceived risk and behaviour.SARS-CoV-2的“免疫护照”:关于抗体检测术语对感知风险和行为影响的在线实验研究
BMJ Open. 2020 Aug 30;10(8):e040448. doi: 10.1136/bmjopen-2020-040448.
9
The design and statistical aspects of VIETNARMS: a strategic post-licensing trial of multiple oral direct-acting antiviral hepatitis C treatment strategies in Vietnam.VIETNARMS 的设计与统计学方面:越南一项针对多种口服直接作用抗病毒药物丙型肝炎治疗策略的上市后许可战略试验。
Trials. 2020 May 18;21(1):413. doi: 10.1186/s13063-020-04350-x.
10
A randomized controlled trial comparing lifestyle intervention to letrozole for ovulation in women with polycystic ovary syndrome: a study protocol.一项比较生活方式干预与来曲唑对多囊卵巢综合征女性排卵作用的随机对照试验:研究方案。
Trials. 2018 Nov 16;19(1):632. doi: 10.1186/s13063-018-3009-5.
Osteoarthritis Cartilage. 2013 Apr;21(4):525-34. doi: 10.1016/j.joca.2012.12.014. Epub 2013 Jan 8.
4
Some recommendations for multi-arm multi-stage trials.多臂多阶段试验的一些建议。
Stat Methods Med Res. 2016 Apr;25(2):716-27. doi: 10.1177/0962280212465498. Epub 2012 Dec 12.
5
Considerations on covariates and endpoints in multi-arm multi-stage clinical trials selecting all promising treatments.多臂多阶段临床试验中考虑协变量和终点,选择所有有前途的治疗方法。
Stat Med. 2013 Mar 30;32(7):1150-63. doi: 10.1002/sim.5669. Epub 2012 Oct 30.
6
Optimal design of multi-arm multi-stage trials.多臂多阶段试验的优化设计。
Stat Med. 2012 Dec 30;31(30):4269-79. doi: 10.1002/sim.5513. Epub 2012 Jul 23.
7
A decade of change.十年的变迁。
Nat Rev Drug Discov. 2012 Jan 3;11(1):17-8. doi: 10.1038/nrd3630.
8
Designs for clinical trials with time-to-event outcomes based on stopping guidelines for lack of benefit.基于缺乏获益的停止标准的时间事件结局临床试验设计。
Trials. 2011 Mar 18;12:81. doi: 10.1186/1745-6215-12-81.
9
How to improve R&D productivity: the pharmaceutical industry's grand challenge.如何提高研发生产力:制药行业的重大挑战。
Nat Rev Drug Discov. 2010 Mar;9(3):203-14. doi: 10.1038/nrd3078. Epub 2010 Feb 19.
10
Exercise therapy, manual therapy, or both, for osteoarthritis of the hip or knee: a factorial randomised controlled trial protocol.运动疗法、手法治疗或两者联合用于髋或膝骨关节炎:一项析因随机对照试验方案
Trials. 2009 Feb 8;10:11. doi: 10.1186/1745-6215-10-11.