Early grey matter changes in structural covariance networks in Huntington's disease
Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD. We aimed to detect network integrity changes in grey matter structural covariance n...
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Published in | NeuroImage clinical Vol. 12; no. C; pp. 806 - 814 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Netherlands
Elsevier Inc
01.01.2016
Elsevier |
Subjects | |
Online Access | Get full text |
ISSN | 2213-1582 2213-1582 |
DOI | 10.1016/j.nicl.2016.10.009 |
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Abstract | Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD.
We aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments.
Structural magnetic resonance imaging data of premanifest HD (n=30), HD patients (n=30) and controls (n=30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed.
Premanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD p<0.001, in pre-HD p=0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD p<0.001, in pre-HD p=0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices (p=0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions.
Our results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD.
•Identification of anatomical networks in Huntington's disease (HD).•Independent component analysis was used to examine structural covariance networks.•HD patients showed changes in subcortical and cortical covariance networks.•A network-based approach is sensitive to reveal early grey matter changes. |
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AbstractList | Background: Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD. Objectives: We aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments. Methods: Structural magnetic resonance imaging data of premanifest HD (n = 30), HD patients (n = 30) and controls (n = 30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed. Results: Premanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD p < 0.001, in pre-HD p = 0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD p < 0.001, in pre-HD p = 0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices (p = 0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions. Conclusion: Our results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD. BACKGROUNDProgressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD.OBJECTIVESWe aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments.METHODSStructural magnetic resonance imaging data of premanifest HD (n = 30), HD patients (n = 30) and controls (n = 30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed.RESULTSPremanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD p < 0.001, in pre-HD p = 0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD p < 0.001, in pre-HD p = 0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices (p = 0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions.CONCLUSIONOur results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD. • Identification of anatomical networks in Huntington's disease (HD). • Independent component analysis was used to examine structural covariance networks. • HD patients showed changes in subcortical and cortical covariance networks. • A network-based approach is sensitive to reveal early grey matter changes. AbstractBackgroundProgressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD. ObjectivesWe aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments. MethodsStructural magnetic resonance imaging data of premanifest HD ( n= 30), HD patients (n = 30) and controls (n = 30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed. ResultsPremanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD p< 0.001, in pre-HD p= 0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD p< 0.001, in pre-HD p= 0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices ( p= 0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions. ConclusionOur results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD. Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD. We aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments. Structural magnetic resonance imaging data of premanifest HD ( = 30), HD patients (n = 30) and controls (n = 30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed. Premanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD < 0.001, in pre-HD = 0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD < 0.001, in pre-HD = 0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices ( = 0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions. Our results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD. Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence and cohesion of whole brain grey matter changes in HD. We aimed to detect network integrity changes in grey matter structural covariance networks and examined relationships with clinical assessments. Structural magnetic resonance imaging data of premanifest HD (n=30), HD patients (n=30) and controls (n=30) was used to identify ten structural covariance networks based on a novel technique using the co-variation of grey matter with independent component analysis in FSL. Group differences were studied controlling for age and gender. To explore whether our approach is effective in examining grey matter changes, regional voxel-based analysis was additionally performed. Premanifest HD and HD patients showed decreased network integrity in two networks compared to controls. One network included the caudate nucleus, precuneous and anterior cingulate cortex (in HD p<0.001, in pre-HD p=0.003). One other network contained the hippocampus, premotor, sensorimotor, and insular cortices (in HD p<0.001, in pre-HD p=0.023). Additionally, in HD patients only, decreased network integrity was observed in a network including the lingual gyrus, intracalcarine, cuneal, and lateral occipital cortices (p=0.032). Changes in network integrity were significantly associated with scores of motor and neuropsychological assessments. In premanifest HD, voxel-based analyses showed pronounced volume loss in the basal ganglia, but less prominent in cortical regions. Our results suggest that structural covariance might be a sensitive approach to reveal early grey matter changes, especially for premanifest HD. •Identification of anatomical networks in Huntington's disease (HD).•Independent component analysis was used to examine structural covariance networks.•HD patients showed changes in subcortical and cortical covariance networks.•A network-based approach is sensitive to reveal early grey matter changes. |
Author | Hafkemeijer, Anne Roos, Raymund A.C Coppen, Emma M. van der Grond, Jeroen Rombouts, Serge A.R.B. |
AuthorAffiliation | b Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands c Department of Methodology and Statistics, Institute of Psychology, Leiden University, PO Box 9555, 2300 RB Leiden, The Netherlands d Leiden Institute for Brain and Cognition, Leiden University, PO Box 9600, 2300 RC Leiden, The Netherlands a Department of Neurology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands |
AuthorAffiliation_xml | – name: c Department of Methodology and Statistics, Institute of Psychology, Leiden University, PO Box 9555, 2300 RB Leiden, The Netherlands – name: a Department of Neurology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands – name: d Leiden Institute for Brain and Cognition, Leiden University, PO Box 9600, 2300 RC Leiden, The Netherlands – name: b Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands |
Author_xml | – sequence: 1 givenname: Emma M. surname: Coppen fullname: Coppen, Emma M. email: E.M.Coppen@lumc.nl organization: Department of Neurology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands – sequence: 2 givenname: Jeroen surname: van der Grond fullname: van der Grond, Jeroen email: j.van_der_grond@lumc.nl organization: Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands – sequence: 3 givenname: Anne surname: Hafkemeijer fullname: Hafkemeijer, Anne email: a.hafkemeijer@lumc.nl organization: Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands – sequence: 4 givenname: Serge A.R.B. surname: Rombouts fullname: Rombouts, Serge A.R.B. email: s.a.r.b.rombouts@lumc.nl organization: Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands – sequence: 5 givenname: Raymund A.C surname: Roos fullname: Roos, Raymund A.C email: r.a.c.roos@lumc.nl organization: Department of Neurology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/27830113$$D View this record in MEDLINE/PubMed |
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Keywords | VBM ICA Grey matter Voxel-based morphometry CAG Structural MRI HTT MNI Huntington's disease TFC MMSE TMT TMS HD UHDRS SDMT Structural covariance networks Huntingtin Independent Component Analysis Symbol Digit Modality Test Total Functional Capacity cytosine-adenine-guanine Montreal Neurological Institute Voxel-Based Morphometry Unified Huntington's Disease Rating Scale Mini Mental State Examination Trail-Making Test Total Motor Score HTT, Huntingtin UHDRS, Unified Huntington's Disease Rating Scale HD, Huntington's disease MNI, Montreal Neurological Institute TMS, Total Motor Score ICA, Independent Component Analysis VBM, Voxel-Based Morphometry TMT, Trail-Making Test SDMT, Symbol Digit Modality Test CAG, cytosine-adenine-guanine TFC, Total Functional Capacity MMSE, Mini Mental State Examination |
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Snippet | Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the occurrence... AbstractBackgroundProgressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about... BACKGROUNDProgressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the... • Identification of anatomical networks in Huntington's disease (HD). • Independent component analysis was used to examine structural covariance networks. • HD... Background: Progressive subcortical changes are known to occur in Huntington's disease (HD), a hereditary neurodegenerative disorder. Less is known about the... |
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SubjectTerms | Adult Aged Brain - diagnostic imaging Brain - pathology Disease Progression Female Gray Matter - diagnostic imaging Gray Matter - pathology Grey matter Humans Huntington Disease - diagnostic imaging Huntington Disease - pathology Huntington's disease Magnetic Resonance Imaging Male Middle Aged Neural Pathways - diagnostic imaging Neural Pathways - pathology Neuropsychological Tests Radiology Regular Structural covariance networks Structural MRI Voxel-based morphometry |
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Title | Early grey matter changes in structural covariance networks in Huntington's disease |
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