Graph theoretical analysis and independent component analysis of diabetic optic neuropathy: A resting‐state functional magnetic resonance imaging study

Aims This study aimed to investigate the resting‐state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON). Methods Resting‐state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC)...

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Published inCNS neuroscience & therapeutics Vol. 30; no. 3; pp. e14579 - n/a
Main Authors Wei, Qian, Lin, Si‐Min, Xu, San‐Hua, Zou, Jie, Chen, Jun, Kang, Min, Hu, Jin‐Yu, Liao, Xu‐Lin, Wei, Hong, Ling, Qian, Shao, Yi, Yu, Yao
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LanguageEnglish
Published England John Wiley & Sons, Inc 01.03.2024
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Abstract Aims This study aimed to investigate the resting‐state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON). Methods Resting‐state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks. Results Compared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN‐L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group. Conclusion DON patients altered node properties and connectivity in the DMN, auditory network, FPN‐L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON. Using independent component analysis and graph theoretical analysis to determine how brain networks altered in patients with diabetic optic neuropathy.
AbstractList This study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON). Resting-state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks. Compared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN-L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group. DON patients altered node properties and connectivity in the DMN, auditory network, FPN-L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON.
Using independent component analysis and graph theoretical analysis to determine how brain networks altered in patients with diabetic optic neuropathy.
This study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON).AIMSThis study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON).Resting-state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks.METHODSResting-state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks.Compared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN-L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group.RESULTSCompared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN-L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group.DON patients altered node properties and connectivity in the DMN, auditory network, FPN-L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON.CONCLUSIONDON patients altered node properties and connectivity in the DMN, auditory network, FPN-L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON.
AimsThis study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON).MethodsResting-state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks.ResultsCompared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN-L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group.ConclusionDON patients altered node properties and connectivity in the DMN, auditory network, FPN-L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON.
Aims This study aimed to investigate the resting‐state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic neuropathy (DON). Methods Resting‐state functional magnetic resonance imaging scans were performed on 23 patients and 41 healthy control (HC) subjects. We used independent component analysis and graph theoretical analysis to determine the topologic characteristics of the brain and as well as functional network connectivity (FNC) and topologic properties of brain networks. Results Compared with HCs, patients with DON showed altered global characteristics. At the nodal level, the DON group had fewer nodal degrees in the thalamus and insula, and a greater number in the right rolandic operculum, right postcentral gyrus, and right superior temporal gyrus. In the internetwork comparison, DON patients showed significantly increased FNC between the left frontoparietal network (FPN‐L) and ventral attention network (VAN). Additionally, in the intranetwork comparison, connectivity between the left medial superior frontal gyrus (MSFG) of the default network (DMN) and left putamen of auditory network was decreased in the DON group. Conclusion DON patients altered node properties and connectivity in the DMN, auditory network, FPN‐L, and VAN. These results provide evidence of the involvement of specific brain networks in the pathophysiology of DON. Using independent component analysis and graph theoretical analysis to determine how brain networks altered in patients with diabetic optic neuropathy.
Author Wei, Qian
Zou, Jie
Kang, Min
Xu, San‐Hua
Shao, Yi
Lin, Si‐Min
Chen, Jun
Liao, Xu‐Lin
Yu, Yao
Hu, Jin‐Yu
Wei, Hong
Ling, Qian
AuthorAffiliation 3 Department of Radiology Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University Xiamen Fujian China
4 Department of Ophthalmology The First Affiliated Hospital, Jiangxi Medical College, Nanchang University Nanchang Jiangxi China
6 Department of Ophthalmology Eye & ENT Hospital of Fudan University Shanghai China
2 Queen Mary School The Nanchang University Nanchang Jiangxi China
1 Department of Endocrine and Metabolic The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Jiangxi Clinical Research Center for Endocrine and Metabolic Disease, Jiangxi Branch of National Clinical Research Center for Metabolic Disease Nanchang Jiangxi China
5 Department of Ophthalmology and Visual Sciences The Chinese University of Hong Kong Hong Kong China
AuthorAffiliation_xml – name: 5 Department of Ophthalmology and Visual Sciences The Chinese University of Hong Kong Hong Kong China
– name: 2 Queen Mary School The Nanchang University Nanchang Jiangxi China
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– name: 4 Department of Ophthalmology The First Affiliated Hospital, Jiangxi Medical College, Nanchang University Nanchang Jiangxi China
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Keywords independent component analysis
diabetic optic neuropathy
graph theoretical analysis
rs-fMRI
Language English
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This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
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Notes Qian Wei, Si‐Min Lin and San‐Hua Xu have equal contributions.
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Snippet Aims This study aimed to investigate the resting‐state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic...
This study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic...
AimsThis study aimed to investigate the resting-state functional connectivity and topologic characteristics of brain networks in patients with diabetic optic...
Using independent component analysis and graph theoretical analysis to determine how brain networks altered in patients with diabetic optic neuropathy.
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StartPage e14579
SubjectTerms Alzheimer's disease
Brain - diagnostic imaging
Brain mapping
Brain Mapping - methods
Brain research
Cerebrospinal fluid
Diabetes
Diabetes Mellitus
Diabetic neuropathy
diabetic optic neuropathy
Disease
Edema
Efficiency
Frontal gyrus
Functional magnetic resonance imaging
graph theoretical analysis
Humans
independent component analysis
Ischemia
Magnetic resonance imaging
Magnetic Resonance Imaging - methods
Medical imaging
Metabolism
Nervous system
Neural networks
Neuroimaging
Operculum
Optic nerve
Optic Nerve Diseases
Optic neuropathy
Original
Pathogenesis
Postcentral gyrus
Principal components analysis
Putamen
rs‐fMRI
Schizophrenia
Software
Sparsity
Statistical analysis
Superior temporal gyrus
Temporal gyrus
Time series
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Title Graph theoretical analysis and independent component analysis of diabetic optic neuropathy: A resting‐state functional magnetic resonance imaging study
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fcns.14579
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Volume 30
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