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ized in the (peri)tumor region only, or decreases with   Oscillatory and structural signatures of language
            distance from the tumor. Materials and Methods:    plasticity in brain tumor patients: A longitudinal
            Weighted global and local brain network clustering   study (2021)
            was determined in 71 glioma patients and 53 controls
            by using magnetoencephalography. Tumor cluster-                                Amoruso, Lucia; Geng, Shuang; Molinaro, Nicola;
            ing was determined by averaging local clustering of   Timofeeva, Polina; Gisbert-Muñoz, Sandra; Gil-Robles,
            regions overlapping with the tumor, and vice versa for   Santiago; Pomposo, Iñigo; Quiñones, Ileana; Carreiras,
            non-tumor regions. Euclidean distance was determined   Manuel
            from the tumor centroid to the centroids of other
            regions. Results: Patients showed higher global cluster-  IKERBASQUE, Basque Foundation for Science, Bilbao, Spain;
            ing compared with controls. Clustering of tumor and   University of the Basque Country, UPV/EHU, Bilbao, Spain;
            non-tumor regions did not differ, and local clustering   BioCruces Research Institute, Bilbao, Spain; Basque Center on
            was not associated with distance from the tumor. Post   Cognition, Brain and Language (BCBL), San Sebastian, Spain
            hoc analyses revealed that in the patient group, tumors
            were located more often in regions with higher cluster-  ABSTRACT Recent evidence suggests that damage to
            ing in controls, but it seemed that tumors of patients   the language network triggers its functional reorga-
            with high global clustering were located more often in   nization. Yet, the spectro-temporal fingerprints of this
            regions with lower clustering in controls. Conclusions:   plastic rearrangement and its relation to anatomical
            Glioma patients show non-local network disturbances.   changes is less well understood. Here, we combined
            Tumors of patients with high global clustering may   magnetoencephalographic recordings with a proxy
            have a preferred localization, namely regions with   measure of white matter to investigate oscillatory
            lower clustering in controls, suggesting that tumor   activity supporting language plasticity and its relation
            localization relates to the extent of network disruption.   to structural reshaping. First, cortical dynamics were
            Impact statement This work uses the innovative frame-  acquired in a group of healthy controls during object
            work of network neuroscience to investigate functional   and action naming. Results showed segregated beta
            connectivity patterns associated with brain tumors.   (13-28 Hz) power decreases in left ventral and dorsal
            Glioma (primary brain tumor) patients experience   pathways, in a time-window associated to lexico-
            cognitive deficits and epileptic seizures, which have   semantic processing (~250-500 ms). Six patients with
            been related to brain network alterations. This study   left tumors invading either ventral or dorsal regions
            shows that glioma patients have a spatially widespread   performed the same naming task before and 3 months
            increase in global network clustering, which cannot   after surgery for tumor resection. When longitudinally
            be attributed to local effects of the tumor. Moreover,   comparing patients' responses we found beta com-
            tumors occur more often in brain regions with higher   pensation mimicking the category-based segregation
            network clustering in controls. This study emphasizes   showed by controls, with ventral and dorsal damage
            the global character of network alterations in glioma   leading to selective compensation for object and action
            patients and suggests that preferred tumor locations   naming, respectively. At the structural level, all patients
            are characterized by particular network profiles.  showed preoperative changes in white matter tracts
                                                               possibly linked to plasticity triggered by tumor growth.
            Keywords: functional connectivity, glioma, magnetoen-  Furthermore, in some patients, structural changes were
            cephalography, neuro-oncology, resting-state       also evident after surgery and showed associations
                                                               with longitudinal changes in beta power lateralization
            Brain connectivity (2021), Vol. 11, No. 10 (33947274) (4   toward the contralesional hemisphere. Overall, our
            citations)                                         findings support the existence of anatomo-functional
                                                               dependencies in language reorganization and high-
                                                               light the potential role of oscillatory markers in tracking
                                                               longitudinal plasticity in brain tumor patients. By doing







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