Review Article

Complex Brain Network Analysis and Its Applications to Brain Disorders: A Survey

Table 3

Overview of functional brain network studies in AD.

StudyModality SubjectsNode definition Edge definition Network type Main findings

Supekar et al., 2008 [88]fMRI21 AD
18 HC
90 regions in AAL atlasWavelet correlationWeighted(1) Compared with HC, the loss of small-world property characterized by a lower clustering coefficient in AD in low frequency band: 0.01–0.05 Hz.
(2) Lower clustering coefficients in the left and right hippocampus in AD.

Wang et al., 2013 [89]fMRI37 aMCI
47 HC
1024 regions in H-1024 [102]Wavelet correlationWeighted(1) Decreased functional connectivity in the frequency band, 0.031–0.063 Hz, in aMCI.
(2) Increased path length in aMCI.

Brier et al., 2014 [85]fMRI31
CDR 1
90
CDR 0.5
205
CDR 0
160 regions [61]Pearson correlationBinary(1) Reduced clustering coefficient and modularity with increasing CDR.
(2) No significant differences in path length among participants with different CDR.

Golbabaei et al., 2016 [86]fMRI21 AD
21 HC
90 regions in AAL atlasPearson correlationWeighted(1) Decreased clustering coefficient and global efficiency and increased characteristic path length in AD.
(2) Decreased node strength, local clustering coefficient, and local efficiency and increased local characteristic path length in olfactory, hippocampus, parahippocampal, amygdala, and superior parietal gyrus in AD.

Buldú et al., 2011 [34]MEG19 AD
19 HC
148 sensorsSynchronization likelihoodWeighted(1) Higher connection strength in MCI.
(2) Lower normalized clustering coefficient and characteristic path length in MCI.

de Haan et al., 2012 [21]MEG18 AD
18 HC
149 channelsSynchronization likelihoodWeighted(1) Loss of network connectivity and altered synchronizability in most frequency bands in AD.
(2) Low centrality of the left temporal region in the theta band in AD.

Engels et al., 2015 [103]EEG117
se-AD
96
mo-AD
105
mi-AD
133 HC
21 channelsPhase lag indexWeighted(1) Decreased functional connectivity with increasing AD severity in the alpha band.
(2) Increased betweenness centrality with increasing AD severity in all regions (except for posterior).
(3) Decreased hub regions in posterior regions and increased hub regions in most anterior regions with increasing AD severity.

Deng et al., 2016 [104]EEG30 AD
35 LMCI
52 EMCI
44 HC
25 regionsWavelet correlationBinary(1) Increased clustering coefficient and longer characteristic path length in AD compared with HC.
(2) No significant difference of clustering coefficient and characteristic path length between EMCI and HC and between LMCI and HC.