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 inNeuroImage clinical Vol. 12; no. C; pp. 806 - 814
Main Authors Coppen, Emma M., van der Grond, Jeroen, Hafkemeijer, Anne, Rombouts, Serge A.R.B., Roos, Raymund A.C
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier Inc 01.01.2016
Elsevier
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Online AccessGet full text
ISSN2213-1582
2213-1582
DOI10.1016/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.
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
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  givenname: Jeroen
  surname: van der Grond
  fullname: van der Grond, Jeroen
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  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.
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  organization: Department of Radiology, Leiden University Medical Center, PO Box 9600, 2300 RC Leiden, The Netherlands
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  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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Issue C
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
Language English
License This is an open access article under the CC BY-NC-ND license.
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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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StartPage 806
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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