Cancers · 2022 · 44 citations · 31 references
MedicineNeuroscienceOncologyBiomedical ImagingClinical NeuroscienceNeuro-oncologyBrain ConnectivityBrain TumorsFunctional ConnectivityFunctional NeuroimagingGraph TheoryNetwork ConnectivityBrain Connectivity MappingFunctional Brain ConnectivityFunctional Brain NetworksFunctional Connectivity MriFunctional ConnectomicsFunctional Magnetic Resonance ImagingNeuronal Network DynamicsTumor Grade Classification
Brain tumors lead to modifications of brain networks. Graph theory plays an important role in clarifying the principles of brain connectivity. Our objective was to investigate network modifications related to tumor grade and location using resting-state functional magnetic resonance imaging (fMRI) and graph theory. We retrospectively studied 30 low-grade (LGG), 30 high-grade (HGG) left-hemispheric glioma patients and 20 healthy controls (HC) with rs-fMRI. Tumor location was labeled as: frontal, temporal, parietal, insular or occipital. We collected patients’ clinical data from records. We analyzed whole-brain and hemispheric networks in all patients and HC. Subsequently, we studied lobar networks in subgroups of patients divided by tumor location. Seven graph-theoretical metrics were calculated (FDR p < 0.05). Connectograms were computed for significant nodes. The two-tailed Student t-test or Mann−Whitney U-test (p < 0.05) were used to compare graph metrics and clinical data. The hemispheric network analysis showed increased ipsilateral connectivity for LGG (global efficiency p = 0.03) and decreased contralateral connectivity for HGG (degree/cost p = 0.028). Frontal and temporal tumors showed bilateral modifications; parietal and insular tumors showed only local effects. Temporal tumors led to a bilateral decrease in all graph metrics. Tumor grade and location influence the pattern of network reorganization. LGG may show more favorable network changes than HGG, reflecting fewer clinical deficits.
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Efficient Behavior of Small-World Networks
Vito Latora, Massimo Marchiori · Physical Review Letters · 2001 · 5.2K citations · Full text
Temporal and Spatial Dynamics of Brain Structure Changes during Extensive Learning
Bogdan Draganski, Christian Gaser, Gerd Kempermann et al. · Journal of Neuroscience · 2006 · 765 citations · Full text
Medicine, Neurobiology, Neuroscience +17