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Study | Modality | Subjects | Node definition | Edge definition | Network type | Main findings |
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He et al., 2008 [95] | sMRI | 92 AD 97 HC | 54 regions in ANIMAL package | Partial correlation based on cortical thickness | Binary | (1) Increased clustering coefficient and shortest paths in AD. (2) Reduced betweenness centrality in the temporal and parietal regions and increased betweenness centrality in the occipital regions. |
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Yao et al., 2010 [83] | sMRI | 91 AD 113 MCI 98 HC | 90 regions in AAL atlas | Pearson correlation based on gray matter volume | Binary | (1) The greatest clustering coefficient and the longest absolute path length in AD. (2) The small-world index of the MCI network was between AD and HC networks. (3) Compared with the HCs, the MCI and AD patients retained hub regions in the frontal lobe but lost hub regions in the temporal lobe. |
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Tijms et al., 2013 [96] | sMRI | 38 AD 38 HC | 8683 ± 545 cubes | Intracortical similarity | Binary | (1) Decreased normalized clustering coefficient and normalized path length in AD. (2) Decreased small-world index in AD. |
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Pereira et al., 2016 [97] | sMRI | 282 AD 110 sMCI 71 lMCIc 87 eMCIc 301 HC | 82 regions in FreeSurfer | Pearson correlation | Binary | (1) Increased characteristic path length in sMCI, lMCIc, eMCIc, and AD compared with HC. (2) Decreased clustering coefficient in lMCIc, eMCIc, and AD compared with HC. (3) Decreased transitivity and increased modularity in patients compared with HCs. (4) Decreased small-world index in patients compared with HCs. (5) Decreased characteristic path length and clustering coefficient in lMCIc, eMCIc, and AD compared with sMCI. |
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Lo et al., 2010 [98] | DTI | 25 AD 30 HC | 78 regions in AAL atlas | FN × FA | Weighted | (1) Increased shortest path length in AD. (2) Decreased global efficiency and reduced nodal efficiency in the frontal regions in AD. |
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Bai et al., 2012 [99] | DTI | 35 RGD 38 aMRI 30 HC | 90 regions in AAL atlas | FN | Weighted | (1) Reduced network strength, reduced global efficiency, and increased absolute path length in RGD and aMCI. (2) Similar deficits of the regional and connectivity characteristics in the frontal brain regions in RGD and aMCI. (3) Different nodal efficiency in the posterior cingulate cortex and several prefrontal brain regions between RGD and aMCI. |
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Daianu et al., 2015 [100] | DTI | 42 AD 110 MCI 50 HC | 68 regions in FreeSurfer | FN | Binary | (1) AD affected the low degree brain regions, rather than the rich club comprising the high degree brain regions. (2) Global connectivity of AD was disrupted. (3) Detecting network differences of MCI/HC and AD/HC using the normalized rich club coefficient. |
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Wang et al., 2016 [101] | DTI | 26 AD 16 HC | 90 regions in AAL atlas | FN | Binary | (1) Higher small-world index in AD. (2) Decreased global efficiency and local efficiency in AD. (3) Increased normalized shortest path length and normalized clustering coefficient in AD. |
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