Huang Huan, Zhang Bei, Mi Li, Liu Meiqing, Chang Xin, Luo Yuling, Li Cheng, He Hui, Zhou Jingyu, Yang Ruikun, Li Hechun, Jiang Sisi, Yao Dezhong, Li Qifu, Duan Mingjun, Luo Cheng
The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, School of Life Sciences and Technology, University of Electronic Science and Technology of China, Chengdu, China.
Department of Psychiatry, The Clinical Hospital of Chengdu Brain Science Institute, University of Electronic Science and Technology of China, Chengdu, China.
Front Hum Neurosci. 2022 Jul 25;16:928315. doi: 10.3389/fnhum.2022.928315. eCollection 2022.
Schizophrenia is a serious mental illness characterized by a disconnection between brain regions. Transcranial magnetic stimulation is a non-invasive brain intervention technique that can be used as a new and safe treatment option for patients with schizophrenia with drug-refractory symptoms, such as negative symptoms and cognitive impairment. However, the therapeutic effects of transcranial magnetic stimulation remain unclear and would be investigated using non-invasive tools, such as functional connectivity (FC). A longitudinal design was adopted to investigate the alteration in FC dynamics using a dynamic functional connectivity (dFC) approach in patients with schizophrenia following high-frequency repeated transcranial magnetic stimulation (rTMS) with the target at the left dorsolateral prefrontal cortex (DLPFC). Two groups of schizophrenia inpatients were recruited. One group received a 4-week high-frequency rTMS together with antipsychotic drugs (TSZ, = 27), while the other group only received antipsychotic drugs (DSZ, = 26). Resting-state functional magnetic resonance imaging (fMRI) and psychiatric symptoms were obtained from the patients with schizophrenia twice at baseline () and after 4-week treatment (). The dynamics was evaluated using voxel- and region-wise FC temporal variability resulting from fMRI data. The pattern classification technique was used to verify the clinical application value of FC temporal variability. For the voxel-wise FC temporary variability, the repeated measures ANCOVA analysis showed significant treatment × time interaction effects on the FC temporary variability between the left DLPFC and several regions, including the thalamus, cerebellum, precuneus, and precentral gyrus, which are mainly located within the cortico-thalamo-cerebellar circuit (CTCC). For the ROI-wise FC temporary variability, our results found a significant interaction effect on the FC among CTCC. rTMS intervention led to a reduced FC temporary variability. In addition, higher alteration in FC temporal variability between left DLPFC and right posterior parietal thalamus predicted a higher remission ratio of negative symptom scores, indicating that the decrease of FC temporal variability between the brain regions was associated with the remission of schizophrenia severity. The support vector regression (SVR) results suggested that the baseline pattern of FC temporary variability between the regions in CTCC could predict the efficacy of high-frequency rTMS intervention on negative symptoms in schizophrenia. These findings confirm the potential relationship between the reduction in whole-brain functional dynamics induced by high-frequency rTMS and the improvement in psychiatric scores, suggesting that high-frequency rTMS affects psychiatric symptoms by coordinating the heterogeneity of activity between the brain regions. Future studies would examine the clinical utility of using functional dynamics patterns between specific brain regions as a biomarker to predict the treatment response of high-frequency rTMS.
精神分裂症是一种严重的精神疾病,其特征是脑区之间的联系中断。经颅磁刺激是一种非侵入性脑干预技术,可作为对有药物难治性症状(如阴性症状和认知障碍)的精神分裂症患者的一种新的安全治疗选择。然而,经颅磁刺激的治疗效果仍不明确,将使用诸如功能连接(FC)等非侵入性工具进行研究。采用纵向设计,使用动态功能连接(dFC)方法,研究精神分裂症患者在以左侧背外侧前额叶皮层(DLPFC)为靶点进行高频重复经颅磁刺激(rTMS)后FC动力学的变化。招募了两组精神分裂症住院患者。一组接受为期4周的高频rTMS联合抗精神病药物治疗(TSZ组,n = 27),而另一组仅接受抗精神病药物治疗(DSZ组,n = 26)。在基线期(T0)和4周治疗后(T1)对精神分裂症患者进行两次静息态功能磁共振成像(fMRI)和精神症状评估。使用fMRI数据得出的体素和区域水平的FC时间变异性来评估动力学。采用模式分类技术验证FC时间变异性的临床应用价值。对于体素水平的FC时间变异性,重复测量协方差分析显示,在左侧DLPFC与几个区域(包括丘脑、小脑、楔前叶和中央前回,这些区域主要位于皮质 - 丘脑 - 小脑回路(CTCC)内)之间的FC时间变异性上,存在显著的治疗×时间交互效应。对于感兴趣区域(ROI)水平的FC时间变异性,我们的结果发现CTCC之间的FC存在显著交互效应。rTMS干预导致FC时间变异性降低。此外,左侧DLPFC与右侧顶叶后丘脑之间的FC时间变异性变化越大,阴性症状评分的缓解率越高,这表明脑区之间FC时间变异性的降低与精神分裂症严重程度的缓解相关。支持向量回归(SVR)结果表明,CTCC区域之间FC时间变异性的基线模式可以预测高频rTMS干预对精神分裂症阴性症状的疗效。这些发现证实了高频rTMS引起的全脑功能动力学降低与精神症状改善之间的潜在关系,表明高频rTMS通过协调脑区之间活动的异质性来影响精神症状。未来的研究将考察使用特定脑区之间的功能动力学模式作为生物标志物来预测高频rTMS治疗反应的临床效用。