Baseline P value distributions in randomized trials were uniform for continuous but not categorical variables

被引:19
作者
Bolland, Mark J. [1 ]
Gamble, Greg D. [1 ]
Avenell, Alison [2 ]
Grey, Andrew [1 ]
Lumley, Thomas [3 ]
机构
[1] Univ Auckland, Dept Med, Private Bag 92 019, Auckland 1142, New Zealand
[2] Univ Aberdeen, Hlth Serv Res Unit, Aberdeen AB25 2ZD, Scotland
[3] Univ Auckland, Dept Stat, Private Bag 92 019, Auckland 1142, New Zealand
关键词
Statistical methods; Research integrity; Fabricated data; Data integrity; P values; Randomization; NORMAL POSTMENOPAUSAL WOMEN; CALCIUM SUPPLEMENTATION; BONE; HEALTHY; ZOLEDRONATE; STATISTICS; THERAPY; DENSITY;
D O I
10.1016/j.jclinepi.2019.05.006
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objective: Comparing observed and expected distributions of baseline variables in randomized controlled trials (RCTs) has been used to investigate possible research misconduct, although the validity of this approach has been questioned. We explored this technique and introduced a novel metric to compare P values from baseline variables between treatment arms. Study Design and Setting: We compared observed with expected distributions of baseline P values using a one-way chi-square test and by comparing the area under the curve (AUC) of the cumulative distribution function in 13 RCTs conducted by our group, two groups of RCTs known to contain fabricated data, and simulations. Results: In our 13 RCTs, the distribution of P values from baseline continuous variables was consistent with the expected theoretical uniform distribution (P = 0.19, difference from expected AUC -0.03, 95% confidence interval (-0.04, 0.04]). For categorical variables, the P value distribution was not uniform. The distributions of P values from RCTs with fabricated data were highly unusual and not consistent with the uniform distribution for continuous variables, nor with the expected distribution for categorical variables, nor with the distribution of P values in genuine RCTs. Conclusions: Assessing baseline P values in groups of RCTs can identify highly unusual distributions that might raise or reinforce concerns about randomization and data integrity. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:67 / 76
页数:10
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