A framework for quantifying node-level community structure group differences in brain connectivity networks.
A framework for quantifying node-level community structure group differences in brain connectivity networks.
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DOI:
10.1007/978-3-642-33418-4_25
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发表时间:
2012
期刊:
影响因子:
--
通讯作者:
Leow, Alex D.
中科院分区:
文献类型:
--
作者:
GadElkarim, Johnson J.;Schonfeld, Dan;Ajilore, Olusola;Zhan, Liang;Zhang, Aifeng F.;Feusner, Jamie D.;Thompson, Paul M.;Simon, Tony J.;Kumar, Anand;Leow, Alex D.
We propose a framework for quantifying node-level community structures between groups using anatomical brain networks derived from DTI-tractography. To construct communities, we computed hierarchical binary trees by maximizing two metrics: the well-known modularity metric (Q), and a novel metric that measures the difference between inter-community and intra-community path lengths. Changes in community structures on the nodal level were assessed between generated trees and a statistical framework was developed to detect local differences between two groups of community structures. We applied this framework to a sample of 42 subjects with major depression and 47 healthy controls. Results showed that several nodes (including the bilateral precuneus, which have been linked to self-awareness) within the default mode network exhibited significant differences between groups. These findings are consistent with those reported in previous literature, suggesting a higher degree of ruminative self-reflections in depression.
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DOI:
10.1523/jneurosci.1929-08.2008
发表时间:
2008-09-10
期刊:
The Journal of neuroscience : the official journal of the Society for Neuroscience
影响因子:
--
作者:
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影响因子:
3.5
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通讯作者:
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影响因子:
5.3
作者:
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DOI:
10.1103/physreve.84.016111
发表时间:
2011-07
期刊:
Physical review. E, Statistical, nonlinear, and soft matter physics
影响因子:
--
作者:
Steen M;Hayasaka S;Joyce K;Laurienti P
通讯作者:
Laurienti P