Flint J, Cuijpers P, Horder J, Koole S L, Munafò M R
Wellcome Trust Centre for Human Genetics,University of Oxford,UK.
Department of Clinical Psychology,VU University Amsterdam,The Netherlands.
Psychol Med. 2015 Jan;45(2):439-46. doi: 10.1017/S0033291714001421. Epub 2014 Jul 25.
Many studies have examined the efficacy of psychotherapy for major depressive disorder (MDD) but publication bias against null results may exist in this literature. However, to date, the presence of an excess of significant findings in this literature has not been explicitly tested.
We used a database of 1344 articles on the psychological treatment of depression, identified through systematic search in PubMed, PsycINFO, EMBASE and the Cochrane database of randomized trials. From these we identified 149 studies eligible for inclusion that provided 212 comparisons. We tested for an excess of significant findings using the method developed by Ioannidis and Trikalinos (2007), and compared the distribution of p values in this literature with the distribution in the antidepressant literature, where publication bias is known to be operating.
The average statistical power to detect the effect size indicated by the meta-analysis was 49%. A total of 123 comparisons (58%) reported a statistically significant difference between treatment and control groups, but on the basis of the average power observed, we would only have expected 104 (i.e. 49%) to do so. There was therefore evidence of an excess of significance in this literature (p = 0.010). Similar results were obtained when these analyses were restricted to studies including a cognitive behavioural therapy (CBT) arm. Finally, the distribution of p values for psychotherapy studies resembled that for published antidepressant studies, where publication bias against null results has already been established.
The small average size of individual psychotherapy studies is only sufficient to detect large effects. Our results indicate an excess of significant findings relative to what would be expected, given the average statistical power of studies of psychotherapy for major depression.
许多研究探讨了心理治疗对重度抑郁症(MDD)的疗效,但该领域文献中可能存在针对无效结果的发表偏倚。然而,迄今为止,尚未明确检验该领域文献中是否存在过多的显著结果。
我们使用了一个包含1344篇抑郁症心理治疗文章的数据库,这些文章通过在PubMed、PsycINFO、EMBASE和Cochrane随机试验数据库中进行系统检索而确定。从中我们确定了149项符合纳入标准的研究,这些研究提供了212组比较。我们使用Ioannidis和Trikalinos(2007年)开发的方法检验是否存在过多的显著结果,并将该领域文献中的p值分布与已知存在发表偏倚的抗抑郁药文献中的分布进行比较。
检测元分析所表明的效应大小的平均统计功效为49%。共有123组比较(58%)报告治疗组与对照组之间存在统计学显著差异,但基于观察到的平均功效,我们仅预期104组(即49%)会如此。因此,有证据表明该领域文献中存在过多的显著结果(p = 0.010)。当这些分析仅限于包含认知行为疗法(CBT)组的研究时,也得到了类似结果。最后,心理治疗研究的p值分布与已发表的抗抑郁药研究相似,后者针对无效结果的发表偏倚已得到证实。
个体心理治疗研究的平均样本量较小,仅足以检测出较大的效应。我们的结果表明,相对于重度抑郁症心理治疗研究的平均统计功效而言,显著结果过多。