• 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

重复测量设计中有多少次重复测量?比较试验的统计学问题。

How many repeated measures in repeated measures designs? Statistical issues for comparative trials.

作者信息

Vickers Andrew J

机构信息

Integrative Medicine Service, Biostatistics Service, Memorial Sloan Kettering Cancer Center, Howard 13, 1275 York Avenue NY, NY 10021, USA.

出版信息

BMC Med Res Methodol. 2003 Oct 27;3:22. doi: 10.1186/1471-2288-3-22.

DOI:10.1186/1471-2288-3-22
PMID:14580266
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC280679/
Abstract

BACKGROUND

In many randomized and non-randomized comparative trials, researchers measure a continuous endpoint repeatedly in order to decrease intra-patient variability and thus increase statistical power. There has been little guidance in the literature as to selecting the optimal number of repeated measures.

METHODS

The degree to which adding a further measure increases statistical power can be derived from simple formulae. This "marginal benefit" can be used to inform the optimal number of repeat assessments.

RESULTS

Although repeating assessments can have dramatic effects on power, marginal benefit of an additional measure rapidly decreases as the number of measures rises. There is little value in increasing the number of either baseline or post-treatment assessments beyond four, or seven where baseline assessments are taken. An exception is when correlations between measures are low, for instance, episodic conditions such as headache.

CONCLUSIONS

The proposed method offers a rational basis for determining the number of repeat measures in repeat measures designs.

摘要

背景

在许多随机和非随机对照试验中,研究人员会多次测量连续终点,以降低患者内变异性,从而提高统计效能。关于选择重复测量的最佳次数,文献中几乎没有相关指导。

方法

增加一次测量所提高的统计效能程度可从简单公式推导得出。这种“边际效益”可用于确定重复评估的最佳次数。

结果

尽管重复评估对效能可能有显著影响,但随着测量次数的增加,额外一次测量的边际效益会迅速下降。将基线或治疗后评估的次数增加到四次以上,或在进行基线评估时增加到七次以上,几乎没有价值。一个例外是测量之间的相关性较低时,例如头痛等发作性疾病。

结论

所提出的方法为确定重复测量设计中重复测量的次数提供了合理依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/923c/280679/715cc9be553a/1471-2288-3-22-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/923c/280679/4b30855ba3ad/1471-2288-3-22-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/923c/280679/715cc9be553a/1471-2288-3-22-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/923c/280679/4b30855ba3ad/1471-2288-3-22-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/923c/280679/715cc9be553a/1471-2288-3-22-2.jpg

相似文献

1
How many repeated measures in repeated measures designs? Statistical issues for comparative trials.重复测量设计中有多少次重复测量?比较试验的统计学问题。
BMC Med Res Methodol. 2003 Oct 27;3:22. doi: 10.1186/1471-2288-3-22.
2
Multiple-arm superiority and non-inferiority designs with various endpoints.具有多种终点的多臂优效性和非劣效性设计。
Pharm Stat. 2007 Jan-Mar;6(1):43-52. doi: 10.1002/pst.242.
3
Improving the estimation of change from baseline in a continuous outcome measure in the clinical trial setting.在临床试验环境中改进连续结果测量相对于基线变化的估计。
Contemp Clin Trials. 2005 Feb;26(1):2-16. doi: 10.1016/j.cct.2004.08.008. Epub 2005 Jan 27.
4
Sample size determination in clinical trials with multiple co-primary binary endpoints.临床试验中具有多个主要二分类结局指标的样本量确定。
Stat Med. 2010 Sep 20;29(21):2169-79. doi: 10.1002/sim.3972.
5
Parametric versus non-parametric statistics in the analysis of randomized trials with non-normally distributed data.非正态分布数据的随机试验分析中的参数统计与非参数统计
BMC Med Res Methodol. 2005 Nov 3;5:35. doi: 10.1186/1471-2288-5-35.
6
[Controlled randomized clinical trials].[对照随机临床试验]
Bull Acad Natl Med. 2007 Apr-May;191(4-5):739-56; discussion 756-8.
7
Optimal number of repeated measures and group sizes in clinical trials with linearly divergent treatment effects.具有线性发散治疗效果的临床试验中重复测量的最佳次数和组大小
Contemp Clin Trials. 2006 Feb;27(1):57-69. doi: 10.1016/j.cct.2005.09.005. Epub 2005 Nov 2.
8
Optimal designs for clinical trials with second-order polynomial treatment effects.具有二阶多项式治疗效果的临床试验的最优设计
Stat Methods Med Res. 2007 Dec;16(6):523-37. doi: 10.1177/0962280206071847. Epub 2007 Aug 14.
9
Move over ANOVA: progress in analyzing repeated-measures data and its reflection in papers published in the Archives of General Psychiatry.告别方差分析:重复测量数据分析的进展及其在《普通精神病学档案》发表论文中的体现。
Arch Gen Psychiatry. 2004 Mar;61(3):310-7. doi: 10.1001/archpsyc.61.3.310.
10
Optimal time-points in clinical trials with linearly divergent treatment effects.具有线性发散治疗效果的临床试验中的最佳时间点。
Stat Med. 2005 Dec 30;24(24):3743-56. doi: 10.1002/sim.2385.

引用本文的文献

1
Syphacia obvelata antigens alter the FOXP3/RORɣt expression balance in isolated peripheral blood mononuclear cells of IBD patients.微小隐孢子虫抗原改变炎症性肠病患者分离的外周血单个核细胞中FOXP3/RORɣt表达平衡。
Sci Rep. 2025 Jul 24;15(1):26871. doi: 10.1038/s41598-025-06619-0.
2
Adjunctive dobutamine in patients with septic cardiomyopathy and tissue hypoperfusion: a blinded randomised controlled multicentre trial study protocol of the ADAPT-dobutamine trial.脓毒症性心肌病合并组织灌注不足患者使用多巴酚丁胺的辅助治疗:ADAPT-多巴酚丁胺试验的一项双盲随机对照多中心试验研究方案
BMJ Open. 2025 Jun 30;15(6):e101200. doi: 10.1136/bmjopen-2025-101200.
3

本文引用的文献

1
Music therapy for mood disturbance during hospitalization for autologous stem cell transplantation: a randomized controlled trial.自体干细胞移植住院期间情绪障碍的音乐疗法:一项随机对照试验。
Cancer. 2003 Dec 15;98(12):2723-9. doi: 10.1002/cncr.11842.
2
Orally administered beta-glucans enhance anti-tumor effects of monoclonal antibodies.口服β-葡聚糖可增强单克隆抗体的抗肿瘤作用。
Cancer Immunol Immunother. 2002 Nov;51(10):557-64. doi: 10.1007/s00262-002-0321-3. Epub 2002 Sep 20.
3
Immediate effects of dry needling and acupuncture at distant points in chronic neck pain: results of a randomized, double-blind, sham-controlled crossover trial.
Clinical and cost-effectiveness of individualised exercises and foot orthoses in the treatment of plantar heel pain: protocol for the TREADON randomised multi-arm multi-stage adaptive trial.
个性化运动和足部矫形器治疗足跟足底疼痛的临床疗效及成本效益:TREADON随机多组多阶段适应性试验方案
NIHR Open Res. 2025 May 6;5:42. doi: 10.3310/nihropenres.13930.1. eCollection 2025.
4
Clinical and cost-effectiveness of a personalised guided consultation versus usual physiotherapy care in people presenting with shoulder pain: a protocol for the PANDA-S cluster randomised controlled trial and process evaluation.个性化指导咨询与常规物理治疗对肩痛患者的临床疗效和成本效益:PANDA-S 集群随机对照试验及过程评估方案
BMJ Open. 2025 May 6;15(5):e100501. doi: 10.1136/bmjopen-2025-100501.
5
Tumor ADC value predicts outcome and yields refined prognostication in uterine cervical cancer.肿瘤表观扩散系数(ADC)值可预测子宫颈癌的预后并实现更精准的预后评估。
Cancer Imaging. 2025 Feb 28;25(1):23. doi: 10.1186/s40644-025-00828-6.
6
The Association Between Hypothyroidism and Cognitive Function Change in Women across the Menopause Transition: The Study of Women's Health Across the Nation.甲状腺功能减退症与女性绝经过渡期认知功能变化的关联:全国妇女健康研究。
Thyroid. 2024 Oct;34(10):1205-1213. doi: 10.1089/thy.2024.0358. Epub 2024 Sep 18.
7
Measuring effects of ivermectin-treated cattle on potential malaria vectors in Vietnam: A cluster-randomized trial.评估越南伊维菌素处理牛对潜在疟疾传播媒介的影响:一项整群随机试验。
PLoS Negl Trop Dis. 2024 Apr 29;18(4):e0012014. doi: 10.1371/journal.pntd.0012014. eCollection 2024 Apr.
8
AUCReshaping: improved sensitivity at high-specificity.AUCReshaping:提高高特异性时的灵敏度。
Sci Rep. 2023 Nov 30;13(1):21097. doi: 10.1038/s41598-023-48482-x.
9
Effectiveness and Cost-Effectiveness of a Stratified Blended Physiotherapy Intervention Compared With Face-to-Face Physiotherapy in Patients With Nonspecific Low Back Pain: Cluster Randomized Controlled Trial.分层混合物理治疗干预与面对面物理治疗对非特异性腰痛患者的疗效和成本效益比较:集群随机对照试验。
J Med Internet Res. 2023 Nov 24;25:e43034. doi: 10.2196/43034.
10
Overcoming the Challenges in the Development and Implementation of Artificial Intelligence in Radiology: A Comprehensive Review of Solutions Beyond Supervised Learning.克服放射学中人工智能发展和实施面临的挑战:超越监督学习的解决方案综合述评。
Korean J Radiol. 2023 Nov;24(11):1061-1080. doi: 10.3348/kjr.2023.0393. Epub 2023 Aug 28.
干针疗法与远部穴位针刺疗法对慢性颈部疼痛的即时效应:一项随机、双盲、假针刺对照交叉试验的结果
Pain. 2002 Sep;99(1-2):83-9. doi: 10.1016/s0304-3959(02)00062-3.
4
Effect of soy phytoestrogens on hot flashes in postmenopausal women with breast cancer: a randomized, controlled clinical trial.大豆植物雌激素对绝经后乳腺癌女性潮热的影响:一项随机对照临床试验。
J Clin Oncol. 2002 Mar 15;20(6):1449-55. doi: 10.1200/JCO.2002.20.6.1449.
5
The use of percentage change from baseline as an outcome in a controlled trial is statistically inefficient: a simulation study.在对照试验中使用相对于基线的百分比变化作为结果在统计学上是低效的:一项模拟研究。
BMC Med Res Methodol. 2001;1:6. doi: 10.1186/1471-2288-1-6. Epub 2001 Jun 28.
6
Randomised trial of acupuncture compared with conventional massage and "sham" laser acupuncture for treatment of chronic neck pain.针刺疗法与传统按摩及“假”激光针刺疗法治疗慢性颈部疼痛的随机试验
BMJ. 2001 Jun 30;322(7302):1574-8. doi: 10.1136/bmj.322.7302.1574.
7
Topical capsaicin in the management of HIV-associated peripheral neuropathy.局部用辣椒素治疗HIV相关的周围神经病变
J Pain Symptom Manage. 2000 Jan;19(1):45-52. doi: 10.1016/s0885-3924(99)00139-6.
8
Randomised clinical trial comparing the effects of acupuncture and a newly designed placebo needle in rotator cuff tendinitis.比较针刺与新设计的安慰剂针治疗肩袖肌腱炎效果的随机临床试验。
Pain. 1999 Nov;83(2):235-41. doi: 10.1016/s0304-3959(99)00107-4.
9
A randomized comparative trial of acupuncture versus transcutaneous electrical nerve stimulation for chronic back pain in the elderly.针刺与经皮电刺激神经疗法治疗老年人慢性背痛的随机对照试验
Pain. 1999 Jul;82(1):9-13. doi: 10.1016/S0304-3959(99)00027-5.
10
Chronic pain after thoracic surgery: a follow-up study.
Acta Anaesthesiol Scand. 1999 May;43(5):563-7. doi: 10.1034/j.1399-6576.1999.430513.x.