Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization
Background: Resting-state functional magnetic resonance imaging (rs-fMRI) is commonly employed to study changes in functional brain connectivity. The recent hypothesis of a brain involvement in primary open angle Glaucoma has sprung interest for neuroimaging studies in this classically ophthalmologi...
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2019-10-01
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Series: | Frontiers in Neurology |
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Online Access: | https://www.frontiersin.org/article/10.3389/fneur.2019.01134/full |
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record_format |
Article |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Silvia Minosse Francesco Garaci Francesco Garaci Alessio Martucci Simona Lanzafame Francesca Di Giuliano Eliseo Picchi Massimo Cesareo Raffaele Mancino Maria Guerrisi Chiara Adriana Pistolese Roberto Floris Carlo Nucci Nicola Toschi Nicola Toschi |
spellingShingle |
Silvia Minosse Francesco Garaci Francesco Garaci Alessio Martucci Simona Lanzafame Francesca Di Giuliano Eliseo Picchi Massimo Cesareo Raffaele Mancino Maria Guerrisi Chiara Adriana Pistolese Roberto Floris Carlo Nucci Nicola Toschi Nicola Toschi Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization Frontiers in Neurology resting-state functional magnetic resonance imaging (rs-fMRI) open angle glaucoma graph theoretical measures functional brain networks neurodegenerative diseases |
author_facet |
Silvia Minosse Francesco Garaci Francesco Garaci Alessio Martucci Simona Lanzafame Francesca Di Giuliano Eliseo Picchi Massimo Cesareo Raffaele Mancino Maria Guerrisi Chiara Adriana Pistolese Roberto Floris Carlo Nucci Nicola Toschi Nicola Toschi |
author_sort |
Silvia Minosse |
title |
Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization |
title_short |
Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization |
title_full |
Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization |
title_fullStr |
Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization |
title_full_unstemmed |
Primary Open Angle Glaucoma Is Associated With Functional Brain Network Reorganization |
title_sort |
primary open angle glaucoma is associated with functional brain network reorganization |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Neurology |
issn |
1664-2295 |
publishDate |
2019-10-01 |
description |
Background: Resting-state functional magnetic resonance imaging (rs-fMRI) is commonly employed to study changes in functional brain connectivity. The recent hypothesis of a brain involvement in primary open angle Glaucoma has sprung interest for neuroimaging studies in this classically ophthalmological pathology.Object: We explored a putative reorganization of functional brain networks in Glaucomatous patients, and evaluated the potential of functional network disruption indices as biomarkers of disease severity in terms of their relationship to clinical variables as well as select retinal layer thicknesses.Methods: Nineteen Glaucoma patients and 16 healthy control subjects (age: 50–76, mean 61.0 ± 8.2 years) underwent rs-fMRI examination at 3T. After preprocessing, rs-fMRI time series were parcellated into 116 regions using the Automated Anatomical Labeling atlas and adjacency matrices were computed based on partial correlations. Graph-theoretical measures of integration, segregation and centrality as well as group-wise and subject-wise disruption index estimates (which use regression of graph-theoretical metrics across subjects to quantify overall network changes) were then generated for all subjects. All subjects also underwent Optical Coherence Tomography (OCT) and visual field index (VFI) quantification. We then examined associations between brain network measures and VFI, as well as thickness of retinal nerve fiber layer (RNFL) and macular ganglion cell layer (MaculaGCL).Results: In Glaucoma, group-wise disruption indices were negative for all graph theoretical metrics. Also, we found statistically significant group-wise differences in subject-wise disruption indexes in all local metrics. Two brain regions serving as hubs in healthy controls were not present in the Glaucoma group. Instead, three hub regions were present in Glaucoma patients but not in controls. We found significant associations between all disruption indices and VFI, RNFL as well as MaculaGCL. The disruption index based on the clustering coefficient yielded the best discriminative power for differentiating Glaucoma patients from healthy controls [Area Under the ROC curve (AUC) 0.91, sensitivity, 100%; specificity, 78.95%].Conclusions: Our findings support a possible relationship between functional brain changes and disease severity in Glaucoma, as well as alternative explanations for motor and cognitive symptoms in Glaucoma, possibly pointing toward an inclusion of this pathology in the heterogeneous group of disconnection syndromes. |
topic |
resting-state functional magnetic resonance imaging (rs-fMRI) open angle glaucoma graph theoretical measures functional brain networks neurodegenerative diseases |
url |
https://www.frontiersin.org/article/10.3389/fneur.2019.01134/full |
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AT silviaminosse primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT francescogaraci primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT francescogaraci primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT alessiomartucci primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT simonalanzafame primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT francescadigiuliano primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT eliseopicchi primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT massimocesareo primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT raffaelemancino primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT mariaguerrisi primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT chiaraadrianapistolese primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT robertofloris primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT carlonucci primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT nicolatoschi primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization AT nicolatoschi primaryopenangleglaucomaisassociatedwithfunctionalbrainnetworkreorganization |
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doaj-0a1fca41fdb44c0680cd190c491896b32020-11-25T00:41:49ZengFrontiers Media S.A.Frontiers in Neurology1664-22952019-10-011010.3389/fneur.2019.01134468793Primary Open Angle Glaucoma Is Associated With Functional Brain Network ReorganizationSilvia Minosse0Francesco Garaci1Francesco Garaci2Alessio Martucci3Simona Lanzafame4Francesca Di Giuliano5Eliseo Picchi6Massimo Cesareo7Raffaele Mancino8Maria Guerrisi9Chiara Adriana Pistolese10Roberto Floris11Carlo Nucci12Nicola Toschi13Nicola Toschi14Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, Rome, ItalyNeuroradiology Unit, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, Rome, ItalySan Raffaele Cassino, Cassino, ItalyOphthalmology Unit, Department of Experimental Medicine, University of Rome Tor Vergata, Rome, ItalyDepartment of Biomedicine and Prevention, University of Rome “Tor Vergata”, Rome, ItalyDiagnostic Imaging Unit, Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, ItalyDiagnostic Imaging Unit, Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, ItalyOphthalmology Unit, Department of Experimental Medicine, University of Rome Tor Vergata, Rome, ItalyOphthalmology Unit, Department of Experimental Medicine, University of Rome Tor Vergata, Rome, ItalyDepartment of Biomedicine and Prevention, University of Rome “Tor Vergata”, Rome, ItalyDiagnostic Imaging Unit, Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, ItalyDiagnostic Imaging Unit, Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, ItalyOphthalmology Unit, Department of Experimental Medicine, University of Rome Tor Vergata, Rome, ItalyDepartment of Biomedicine and Prevention, University of Rome “Tor Vergata”, Rome, ItalyAthinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School, Boston, MA, United StatesBackground: Resting-state functional magnetic resonance imaging (rs-fMRI) is commonly employed to study changes in functional brain connectivity. The recent hypothesis of a brain involvement in primary open angle Glaucoma has sprung interest for neuroimaging studies in this classically ophthalmological pathology.Object: We explored a putative reorganization of functional brain networks in Glaucomatous patients, and evaluated the potential of functional network disruption indices as biomarkers of disease severity in terms of their relationship to clinical variables as well as select retinal layer thicknesses.Methods: Nineteen Glaucoma patients and 16 healthy control subjects (age: 50–76, mean 61.0 ± 8.2 years) underwent rs-fMRI examination at 3T. After preprocessing, rs-fMRI time series were parcellated into 116 regions using the Automated Anatomical Labeling atlas and adjacency matrices were computed based on partial correlations. Graph-theoretical measures of integration, segregation and centrality as well as group-wise and subject-wise disruption index estimates (which use regression of graph-theoretical metrics across subjects to quantify overall network changes) were then generated for all subjects. All subjects also underwent Optical Coherence Tomography (OCT) and visual field index (VFI) quantification. We then examined associations between brain network measures and VFI, as well as thickness of retinal nerve fiber layer (RNFL) and macular ganglion cell layer (MaculaGCL).Results: In Glaucoma, group-wise disruption indices were negative for all graph theoretical metrics. Also, we found statistically significant group-wise differences in subject-wise disruption indexes in all local metrics. Two brain regions serving as hubs in healthy controls were not present in the Glaucoma group. Instead, three hub regions were present in Glaucoma patients but not in controls. We found significant associations between all disruption indices and VFI, RNFL as well as MaculaGCL. The disruption index based on the clustering coefficient yielded the best discriminative power for differentiating Glaucoma patients from healthy controls [Area Under the ROC curve (AUC) 0.91, sensitivity, 100%; specificity, 78.95%].Conclusions: Our findings support a possible relationship between functional brain changes and disease severity in Glaucoma, as well as alternative explanations for motor and cognitive symptoms in Glaucoma, possibly pointing toward an inclusion of this pathology in the heterogeneous group of disconnection syndromes.https://www.frontiersin.org/article/10.3389/fneur.2019.01134/fullresting-state functional magnetic resonance imaging (rs-fMRI)open angle glaucomagraph theoretical measuresfunctional brain networksneurodegenerative diseases |