Statistical Learning Group, Basque Center on Cognition, Brain and Language, 20 009, Donostia, Spain;
Novosibirsk National State Research University, Novosibirsk 630 090, Russia.
Proc Natl Acad Sci U S A. 2021 Oct 5;118(40). doi: 10.1073/pnas.2105730118. Epub 2021 Sep 30.
Functional neuroimaging research on depression has traditionally targeted neural networks associated with the psychological aspects of depression. In this study, instead, we focus on alterations of sensorimotor function in depression. We used resting-state functional MRI data and dynamic causal modeling (DCM) to assess the hypothesis that depression is associated with aberrant effective connectivity within and between key regions in the sensorimotor hierarchy. Using hierarchical modeling of between-subject effects in DCM with parametric empirical Bayes we first established the architecture of effective connectivity in sensorimotor cortices. We found that in (interoceptive and exteroceptive) sensory cortices across participants, the backward connections are predominantly inhibitory, whereas the forward connections are mainly excitatory in nature. In motor cortices these parities were reversed. With increasing depression severity, these patterns are depreciated in exteroceptive and motor cortices and augmented in the interoceptive cortex, an observation that speaks to depressive symptomatology. We established the robustness of these results in a leave-one-out cross-validation analysis and by reproducing the main results in a follow-up dataset. Interestingly, with (nonpharmacological) treatment, depression-associated changes in backward and forward effective connectivity partially reverted to group mean levels. Overall, altered effective connectivity in sensorimotor cortices emerges as a promising and quantifiable candidate marker of depression severity and treatment response.
抑郁症的功能神经影像学研究传统上针对与抑郁症心理方面相关的神经网络。在这项研究中,我们则专注于抑郁症中感觉运动功能的改变。我们使用静息态功能磁共振成像数据和动态因果建模 (DCM) 来评估抑郁症与感觉运动层次结构中关键区域内和区域间异常有效连接相关的假设。通过 DCM 中基于主体间效应的层次建模和参数经验贝叶斯,我们首先确定了感觉运动皮质中有效连接的结构。我们发现,在参与者之间的(内感受和外感受)感觉皮质中,后向连接主要是抑制性的,而前向连接主要是兴奋性的。在运动皮质中,这些奇偶性则相反。随着抑郁严重程度的增加,这些模式在外感受和运动皮质中被削弱,在内感受皮质中被增强,这一观察结果反映了抑郁症状。我们通过在留一交叉验证分析中建立了这些结果的稳健性,并在后续数据集的复制中再现了主要结果。有趣的是,经过(非药物)治疗,与抑郁症相关的后向和前向有效连接的变化部分恢复到组平均水平。总体而言,感觉运动皮质中异常的有效连接作为抑郁症严重程度和治疗反应的一个有前途和可量化的候选标志物出现。
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