scholarly journals Combing Graph Convolutional Network and Whole-Brain Functional Connectivity Network to Identify Individuals With Major Depressive Disorder

2021 ◽  
Vol 168 ◽  
pp. S144-S145
Author(s):  
Kun Qin ◽  
Du Lei ◽  
Ziyu Zhu ◽  
Nanfang Pan ◽  
Shiyu Ji ◽  
...  
2013 ◽  
Vol 44 (10) ◽  
pp. 2053-2065 ◽  
Author(s):  
M.-J. van Tol ◽  
M. Li ◽  
C. D. Metzger ◽  
N. Hailla ◽  
D. I. Horn ◽  
...  

BackgroundLocal structural and metabolic as well as inter-regional connectivity abnormalities have been implicated in the neuropathology of major depressive disorder (MDD). How local tissue properties affect intrinsic functional connectivity is, however, unclear. Using a cross-sectional, multi-modal imaging approach, we investigated the relationship between local cortical tissue abnormalities and intrinsic resting-state functional connectivity (RSFC) in MDD.MethodA total of 20 MDD in-patients and 20 healthy controls underwent magnetic resonance imaging at 3 T for structural and functional imaging. Whole-brain cortical thickness was calculated and compared between groups. Regions with reduced cortical thickness defined seeds for subsequent whole-brain RSFC analyses. Contributions of structural tissue abnormalities on inter-regional RSFC were explicitly investigated.ResultsLower cortical thickness was observed in MDD in the right dorsomedial prefrontal cortex (PFC), superior temporal gyrus/temporal pole, middle-posterior cingulate cortex, and dorsolateral PFC. No differences in local fractional amplitude of low-frequency fluctuations were observed. Lower thickness in patients' dorsomedial PFC further directly and selectively affected its RSFC with the precuneus, which was unaffected by symptom severity. No effects of cortical thickness in other regions showing abnormal thickness were observed to influence functional connectivity.ConclusionsAbnormal cortical thickness in the dorsomedial PFC in MDD patients was observed to selectively and directly affect its intrinsic connectivity with the precuneus in MDD patients independent of depression severity, thereby marking a potential vulnerability for maladaptive mood regulation. Future studies should include an unmedicated sample and replicate findings using independent component analysis to test for morphometric effects on network integrity.


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