Connectomic profile and clinical phenotype in newly diagnosed glioma patients

Gliomas are primary brain tumors, originating from the glial cells in the brain. In contrast to the more traditional view of glioma as a localized disease, it is becoming clear that global brain functioning is impacted, even with respect to functional communication between brain regions remote from...

Full description

Bibliographic Details
Main Authors: Jolanda Derks, Anne R. Dirkson, Philip C. de Witt Hamer, Quinten van Geest, Hanneke E. Hulst, Frederik Barkhof, Petra J.W. Pouwels, Jeroen J.G. Geurts, Jaap C. Reijneveld, Linda Douw
Format: Article
Language:English
Published: Elsevier 2017-01-01
Series:NeuroImage: Clinical
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2213158217300074
id doaj-5fd77e22d0e543c4b5b7dd39354d7afc
record_format Article
spelling doaj-5fd77e22d0e543c4b5b7dd39354d7afc2020-11-24T23:12:21ZengElsevierNeuroImage: Clinical2213-15822017-01-0114C879610.1016/j.nicl.2017.01.007Connectomic profile and clinical phenotype in newly diagnosed glioma patientsJolanda Derks0Anne R. Dirkson1Philip C. de Witt Hamer2Quinten van Geest3Hanneke E. Hulst4Frederik Barkhof5Petra J.W. Pouwels6Jeroen J.G. Geurts7Jaap C. Reijneveld8Linda Douw9Department of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsDepartment of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsVUmc CCA Brain Tumor Center Amsterdam, De Boelelaan 1117, Amsterdam, The NetherlandsDepartment of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsDepartment of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsDepartment of Radiology and Nuclear Medicine, VU University Medical Center, De Boelelaan 1117, Amsterdam, The NetherlandsDepartment of Physics and Medical Technology, VU University Medical Center, De Boelelaan 1117, Amsterdam, The NetherlandsDepartment of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsVUmc CCA Brain Tumor Center Amsterdam, De Boelelaan 1117, Amsterdam, The NetherlandsDepartment of Anatomy and Neurosciences, VU University Medical Center, De Boelelaan 1117, 1081 HV Amsterdam, The NetherlandsGliomas are primary brain tumors, originating from the glial cells in the brain. In contrast to the more traditional view of glioma as a localized disease, it is becoming clear that global brain functioning is impacted, even with respect to functional communication between brain regions remote from the tumor itself. However, a thorough investigation of glioma-related functional connectomic profiles is lacking. Therefore, we constructed functional brain networks using functional MR scans of 71 glioma patients and 19 matched healthy controls using the automated anatomical labelling (AAL) atlas and interregional Pearson correlation coefficients. The frequency distributions across connectivity values were calculated to depict overall connectomic profiles and quantitative features of these distributions (full-width half maximum (FWHM), peak position, peak height) were calculated. Next, we investigated the spatial distribution of the connectomic profile. We defined hub locations based on the literature and determined connectivity (1) between hubs, (2) between hubs and non-hubs, and (3) between non-hubs. Results show that patients had broader and flatter connectivity distributions compared to controls. Spatially, glioma patients particularly showed increased connectivity between non-hubs and hubs. Furthermore, connectivity distributions and hub-non-hub connectivity differed within the patient group according to tumor grade, while relating to Karnofsky performance status and progression-free survival. In conclusion, newly diagnosed glioma patients have globally altered functional connectomic profiles, which mainly affect hub connectivity and relate to clinical phenotypes. These findings underscore the promise of using connectomics as a future biomarker in this patient population.http://www.sciencedirect.com/science/article/pii/S2213158217300074Functional connectivityNeuro-oncologyConnectomeGliomaNetwork theoryHubs
collection DOAJ
language English
format Article
sources DOAJ
author Jolanda Derks
Anne R. Dirkson
Philip C. de Witt Hamer
Quinten van Geest
Hanneke E. Hulst
Frederik Barkhof
Petra J.W. Pouwels
Jeroen J.G. Geurts
Jaap C. Reijneveld
Linda Douw
spellingShingle Jolanda Derks
Anne R. Dirkson
Philip C. de Witt Hamer
Quinten van Geest
Hanneke E. Hulst
Frederik Barkhof
Petra J.W. Pouwels
Jeroen J.G. Geurts
Jaap C. Reijneveld
Linda Douw
Connectomic profile and clinical phenotype in newly diagnosed glioma patients
NeuroImage: Clinical
Functional connectivity
Neuro-oncology
Connectome
Glioma
Network theory
Hubs
author_facet Jolanda Derks
Anne R. Dirkson
Philip C. de Witt Hamer
Quinten van Geest
Hanneke E. Hulst
Frederik Barkhof
Petra J.W. Pouwels
Jeroen J.G. Geurts
Jaap C. Reijneveld
Linda Douw
author_sort Jolanda Derks
title Connectomic profile and clinical phenotype in newly diagnosed glioma patients
title_short Connectomic profile and clinical phenotype in newly diagnosed glioma patients
title_full Connectomic profile and clinical phenotype in newly diagnosed glioma patients
title_fullStr Connectomic profile and clinical phenotype in newly diagnosed glioma patients
title_full_unstemmed Connectomic profile and clinical phenotype in newly diagnosed glioma patients
title_sort connectomic profile and clinical phenotype in newly diagnosed glioma patients
publisher Elsevier
series NeuroImage: Clinical
issn 2213-1582
publishDate 2017-01-01
description Gliomas are primary brain tumors, originating from the glial cells in the brain. In contrast to the more traditional view of glioma as a localized disease, it is becoming clear that global brain functioning is impacted, even with respect to functional communication between brain regions remote from the tumor itself. However, a thorough investigation of glioma-related functional connectomic profiles is lacking. Therefore, we constructed functional brain networks using functional MR scans of 71 glioma patients and 19 matched healthy controls using the automated anatomical labelling (AAL) atlas and interregional Pearson correlation coefficients. The frequency distributions across connectivity values were calculated to depict overall connectomic profiles and quantitative features of these distributions (full-width half maximum (FWHM), peak position, peak height) were calculated. Next, we investigated the spatial distribution of the connectomic profile. We defined hub locations based on the literature and determined connectivity (1) between hubs, (2) between hubs and non-hubs, and (3) between non-hubs. Results show that patients had broader and flatter connectivity distributions compared to controls. Spatially, glioma patients particularly showed increased connectivity between non-hubs and hubs. Furthermore, connectivity distributions and hub-non-hub connectivity differed within the patient group according to tumor grade, while relating to Karnofsky performance status and progression-free survival. In conclusion, newly diagnosed glioma patients have globally altered functional connectomic profiles, which mainly affect hub connectivity and relate to clinical phenotypes. These findings underscore the promise of using connectomics as a future biomarker in this patient population.
topic Functional connectivity
Neuro-oncology
Connectome
Glioma
Network theory
Hubs
url http://www.sciencedirect.com/science/article/pii/S2213158217300074
work_keys_str_mv AT jolandaderks connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT annerdirkson connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT philipcdewitthamer connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT quintenvangeest connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT hannekeehulst connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT frederikbarkhof connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT petrajwpouwels connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT jeroenjggeurts connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT jaapcreijneveld connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
AT lindadouw connectomicprofileandclinicalphenotypeinnewlydiagnosedgliomapatients
_version_ 1725601229487210496