TY - JOUR
T1 - Increased default-mode network centrality in cognitively impaired multiple sclerosis patients
AU - Eijlers, Anand J C
AU - Meijer, Kim A.
AU - Wassenaar, Thomas M.
AU - Steenwijk, Martijn D.
AU - Uitdehaag, Bernard M J
AU - Barkhof, Frederik
AU - Wink, Alle M.
AU - Geurts, Jeroen J G
AU - Schoonheim, Menno M.
PY - 2017/3/7
Y1 - 2017/3/7
N2 - OBJECTIVE: To investigate how changes in functional network hierarchy determine cognitive impairment in multiple sclerosis (MS).METHODS: A cohort consisting of 332 patients with MS (age 48.1 ± 11.0 years, symptom duration 14.6 ± 8.4 years) and 96 healthy controls (HCs; age 45.9 ± 10.4 years) underwent structural MRI, fMRI, and extensive neuropsychological testing. Patients were divided into 3 groups: cognitively impaired (CI; n = 87), mildly cognitively impaired (MCI; n = 65), and cognitively preserved (CP; n = 180). The functional importance of brain regions was quantified with degree centrality, the average strength of the functional connections of a brain region with the rest of the brain, and eigenvector centrality, which adds to this concept by adding additional weight to connections with brain hubs because these are known to be especially important. Centrality values were calculated for each gray matter voxel based on resting-state fMRI data, registered to standard space. Group differences were assessed with a cluster-wise permutation-based method corrected for age, sex, and education.RESULTS: CI patients demonstrated widespread centrality increases compared to both HCs and CP patients, mainly in regions making up the default-mode network. Centrality decreases were similar in all patient groups compared to HCs, mainly in occipital and sensorimotor areas. Results were robust across centrality measures.CONCLUSIONS: Patients with MS with cognitive impairment show hallmark alterations in functional network hierarchy with increased relative importance (centrality) of the default-mode network.
AB - OBJECTIVE: To investigate how changes in functional network hierarchy determine cognitive impairment in multiple sclerosis (MS).METHODS: A cohort consisting of 332 patients with MS (age 48.1 ± 11.0 years, symptom duration 14.6 ± 8.4 years) and 96 healthy controls (HCs; age 45.9 ± 10.4 years) underwent structural MRI, fMRI, and extensive neuropsychological testing. Patients were divided into 3 groups: cognitively impaired (CI; n = 87), mildly cognitively impaired (MCI; n = 65), and cognitively preserved (CP; n = 180). The functional importance of brain regions was quantified with degree centrality, the average strength of the functional connections of a brain region with the rest of the brain, and eigenvector centrality, which adds to this concept by adding additional weight to connections with brain hubs because these are known to be especially important. Centrality values were calculated for each gray matter voxel based on resting-state fMRI data, registered to standard space. Group differences were assessed with a cluster-wise permutation-based method corrected for age, sex, and education.RESULTS: CI patients demonstrated widespread centrality increases compared to both HCs and CP patients, mainly in regions making up the default-mode network. Centrality decreases were similar in all patient groups compared to HCs, mainly in occipital and sensorimotor areas. Results were robust across centrality measures.CONCLUSIONS: Patients with MS with cognitive impairment show hallmark alterations in functional network hierarchy with increased relative importance (centrality) of the default-mode network.
KW - Adult
KW - Aged
KW - Brain
KW - Cognition Disorders
KW - Cohort Studies
KW - Female
KW - Humans
KW - Image Processing, Computer-Assisted
KW - Journal Article
KW - Magnetic Resonance Imaging
KW - Male
KW - Middle Aged
KW - Multiple Sclerosis
KW - Neural Networks (Computer)
KW - Neural Pathways
KW - Neuropsychological Tests
UR - http://www.scopus.com/inward/record.url?scp=85014850993&partnerID=8YFLogxK
U2 - https://doi.org/10.1212/WNL.0000000000003689
DO - https://doi.org/10.1212/WNL.0000000000003689
M3 - Article
C2 - 28179464
SN - 0028-3878
VL - 88
SP - 952
EP - 960
JO - Neurology
JF - Neurology
IS - 10
ER -