Department of Psychiatry, Weill Cornell Medicine, New York, NY, USA.
Department of Psychology and Neuroscience, University of Colorado Boulder, Boulder, CO, USA.
Transl Psychiatry. 2021 May 1;11(1):260. doi: 10.1038/s41398-021-01366-y.
Predictive brain markers promise a number of important scientific, clinical, and societal applications. Over 600 predictive brain markers have been described in published reports, but very few have been tested in independent replication attempts. Here, we conducted an independent replication of a previously published marker predicting treatment response to cognitive-behavioral therapy for social anxiety disorder from patterns of resting-state fMRI amygdala connectivity. The replication attempt was conducted in an existing dataset similar to the dataset used in the original report, by a team of independent investigators in consultation with the original authors. The precise model described in the original report positively predicted treatment outcomes in the replication dataset, but with marginal statistical significance, permutation test p = 0.1. The effect size was substantially smaller in the replication dataset, with the model explaining 2% of the variance in treatment outcomes, as compared to 21% in the original report. Several lines of evidence, including the current replication attempt, suggest that features of amygdala function or structure may be able to predict treatment response in anxiety disorders. However, predictive models that explain a substantial amount of variance in independent datasets will be needed for scientific and clinical applications.
预测性脑标记物有望在多个重要的科学、临床和社会领域得到应用。目前已有 600 多种预测性脑标记物在已发表的报告中被描述,但只有极少数经过了独立重复验证。在这里,我们对之前发表的一项研究进行了独立重复验证,该研究旨在从静息状态 fMRI 杏仁核连接模式预测认知行为疗法治疗社交焦虑障碍的反应。这项重复验证是由一个独立的研究团队在与原始作者协商后,使用与原始报告中使用的数据集相似的现有数据集进行的。原始报告中描述的精确模型在复制数据集中对治疗结果有积极预测作用,但具有边缘统计学意义,置换检验 p=0.1。在复制数据集中,该模型的效果大小要小得多,仅解释了 2%的治疗结果的变异性,而在原始报告中则为 21%。包括当前的重复验证在内的多项证据表明,杏仁核功能或结构的特征可能能够预测焦虑障碍的治疗反应。然而,对于科学和临床应用,需要能够在独立数据集中解释大量变异性的预测模型。