使用功能-结构数据融合管道评估重度抑郁障碍的缓解情况:CAN-BIND-1 研究

IF 2 Q3 NEUROSCIENCES IBRO Neuroscience Reports Pub Date : 2024-01-04 DOI:10.1016/j.ibneur.2023.12.011
Sondos Ayyash , Andrew D. Davis , Gésine L. Alders , Glenda MacQueen , Stephen C. Strother , Stefanie Hassel , Mojdeh Zamyadi , Stephen R. Arnott , Jacqueline K. Harris , Raymond W. Lam , Roumen Milev , Daniel J. Müller , Sidney H. Kennedy , Susan Rotzinger , Benicio N. Frey , Luciano Minuzzi , Geoffrey B. Hall , CAN-BIND Investigator Team
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引用次数: 0

摘要

重度抑郁症(MDD)症状缓解所依赖的神经网络层面的变化通常是从单一角度进行研究的。评估神经精神障碍的多模态方法正在不断发展,因为它们能提供更丰富的大脑网络信息。我们开发了 FATCAT-awFC 管道,将计算密集型数据融合方法与工具箱整合在一起,以产生更快、更直观的管道,将功能连通性与结构连通性相结合(称为解剖加权功能连通性(awFC))。加拿大抑郁症生物标记物整合网络研究(CAN-BIND-1)的93名参与者参与了这项研究。多发性抑郁症患者接受了为期8周的艾司西酞普兰治疗和为期8周的阿立哌唑辅助治疗。组间连通性(SC、FC、awFC)对比了基线和 8 周时的缓解者(REM)与非缓解者(NREM)。此外,还进行了一项纵向研究分析,以比较从基线到第 8 周这段时间内 REM 的连接性变化。同时还评估了认知变量与连接性之间的关联。REM与NREM的区别在于默认模式、顶叶前部和腹侧注意力网络内的awFC较低。与基线时的快速动眼期相比,第8周时的快速动眼期显示背侧注意网络内的awFC增加,而额叶网络内的awFC减少。大多数结果的效应大小为中等。第 8 周时,前顶叶网络的 awFC 与 NREM 组的神经认知指数和认知灵活性相关。总之,FATCAT-awFC 管道的优点是可以深入了解快速动眼期和非快速动眼期连接变化的 "全貌",同时提供一种简单直观的方法。
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Assessing remission in major depressive disorder using a functional-structural data fusion pipeline: A CAN-BIND-1 study

Neural network-level changes underlying symptom remission in major depressive disorder (MDD) are often studied from a single perspective. Multimodal approaches to assess neuropsychiatric disorders are evolving, as they offer richer information about brain networks. A FATCAT-awFC pipeline was developed to integrate a computationally intense data fusion method with a toolbox, to produce a faster and more intuitive pipeline for combining functional connectivity with structural connectivity (denoted as anatomically weighted functional connectivity (awFC)). Ninety-three participants from the Canadian Biomarker Integration Network for Depression study (CAN-BIND-1) were included. Patients with MDD were treated with 8 weeks of escitalopram and adjunctive aripiprazole for another 8 weeks. Between-group connectivity (SC, FC, awFC) comparisons contrasted remitters (REM) with non-remitters (NREM) at baseline and 8 weeks. Additionally, a longitudinal study analysis was performed to compare connectivity changes across time for REM, from baseline to week-8. Association between cognitive variables and connectivity were also assessed. REM were distinguished from NREM by lower awFC within the default mode, frontoparietal, and ventral attention networks. Compared to REM at baseline, REM at week-8 revealed increased awFC within the dorsal attention network and decreased awFC within the frontoparietal network. A medium effect size was observed for most results. AwFC in the frontoparietal network was associated with neurocognitive index and cognitive flexibility for the NREM group at week-8. In conclusion, the FATCAT-awFC pipeline has the benefit of providing insight on the ‘full picture’ of connectivity changes for REMs and NREMs while making for an easy intuitive approach.

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来源期刊
IBRO Neuroscience Reports
IBRO Neuroscience Reports Neuroscience-Neuroscience (all)
CiteScore
2.80
自引率
0.00%
发文量
99
审稿时长
14 weeks
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