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利用扩散磁共振成像从解剖连接性和网络拓扑结构中寻找青少年重度抑郁症的生物标志物。

Biomarkers for Adolescent MDD from Anatomical Connectivity and Network Topology Using Diffusion MRI.

作者信息

Chu Shu-Hsien, Lenglet Christophe, Schreiner Mindy Westlund, Klimes-Dougan Bonnie, Cullen Kathryn, Parhi Keshab K

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:1152-1155. doi: 10.1109/EMBC.2018.8512505.

Abstract

Due to the high resistance (35%) to the current treatment methods in adolescent Major Depressive Disorder (MDD) and its tragic outcomes, the discovery of treatmentrelated responders is critical to developing effective treatments. In this paper, the permutation test is performed to identify statistically significant changes in anatomical characteristics during pairwise comparisons among the control group (n=27), treated MDD group (n=37), and untreated MDD group (n=15). The anatomical characteristics include: 1) anatomical connectivity defined using DTI metrics between a pair of brain regions, and 2) topological measurements of anatomical networks. With the Bonferroni correction for multiple-comparison, significant alterations in community structure and local topology were identified as the p-value < 5%, which include: 1) a reduced nodal centrality (degree and strength) on right hippocampus for treated compared to untreated group, 2) an elevated clustering coefficient and local efficiency on right lateral orbitofrontal cortex for untreated compared to the combination of control and treated groups, 3) an increased participation coefficient for untreated patients on left insula cortex in the meandiffusivity network compared to the combination of control and treated groups, and 4) a degraded module degree z-score on right caudate nucleus for all the patients compared to the control group. Two connections, hippocampus-insula in the right hemisphere and parahippocampal-insula in the left hemisphere, were found significantly altered in TR, AD, and FA due to MDD.

摘要

由于青少年重度抑郁症(MDD)对当前治疗方法具有较高的抗性(35%)及其悲惨后果,发现与治疗相关的反应者对于开发有效的治疗方法至关重要。在本文中,进行了排列检验,以确定在对照组(n = 27)、接受治疗的MDD组(n = 37)和未接受治疗的MDD组(n = 15)之间的成对比较过程中解剖学特征的统计学显著变化。解剖学特征包括:1)使用一对脑区之间的扩散张量成像(DTI)指标定义的解剖连接性,以及2)解剖网络的拓扑测量。通过对多重比较进行Bonferroni校正,当p值< 5%时,确定了社区结构和局部拓扑的显著改变,其中包括:1)与未治疗组相比,治疗组右侧海马体的节点中心性(度和强度)降低;2)与对照组和治疗组的组合相比,未治疗组右侧眶额外侧皮质的聚类系数和局部效率升高;3)与对照组和治疗组的组合相比,未治疗患者在平均扩散率网络中左侧岛叶皮质的参与系数增加;4)与对照组相比,所有患者右侧尾状核的模块度z评分降低。由于MDD,发现右半球的海马体 - 岛叶和左半球的海马旁回 - 岛叶这两个连接在TR、AD和FA方面有显著改变。

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