TY - JOUR
T1 - The constrained brain in multiple sclerosis
T2 - Cognitive impairment is related to network-specific coupling of structural and functional connectivity
AU - Bet, Marloes D. A.
AU - van Dam, Maureen
AU - Broeders, Tommy A. A.
AU - Ruet, Aurélie
AU - Barkhof, Frederik
AU - Strijbis, Eva M. M.
AU - Douw, Linda
AU - Koubiyr, Ismail
AU - Hulst, Hanneke E.
AU - Schoonheim, Menno M.
N1 - Publisher Copyright:
© The Author(s), 2026. This article is distributed under the terms of the Creative Commons Attribution 4.0 License (https://creativecommons.org/licenses/by/4.0/) which permits any use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage).
PY - 2026/4/1
Y1 - 2026/4/1
N2 - Background: Cognitive impairment in multiple sclerosis (MS) is related to abnormal structural and functional brain network changes. As both modalities have mostly been studied separately, structure connectivity-function coupling (SC-FC) may elucidate how function is constrained by structure. Objectives: We examine how changes in SC-FC and its dynamics SC-FC (dSC-FC) may underlie MS-related cognitive impairment. Methods: We classified 266 people with MS (PwMS) as cognitively impaired (CI; z < −2 on ≥2/7 cognitive abilities compared to healthy controls [HC]) or preserved (CP; z > −1.5 on ≥2/7 abilities). Derived from diffusion-weighted and functional magnetic resonance imaging, SC-FC reflected the correlation coefficient between structural and functional connectivity, while dSC-FC reflected its variability. Whole-brain, within-network, and between-network (d)SC-FC were compared between 95 HC, 197 CP, and 69 CI. Results: Compared to CP and HC, CI showed higher SC-FC for connections extending from the dorsal attention (DAN; p ≤ 0.006) and somatomotor networks (p ≤ 0.024), and higher dSC-FC within the visual network (p ≤ 0.003) and deep grey matter (p ≤ 0.006). SC-FC in connections extending from the DAN predicted CP/CI status in PwMS (β = 0.069, OR = 1.072 [95% CI = 1.009–1.139], p = 0.025). Conclusions: In MS-related CI, deterioration of structural pathways is paired with loss of functional strength in connections extending from the DAN. This may hinder DAN-mediated stimulus selection, possibly contributing to CI.
AB - Background: Cognitive impairment in multiple sclerosis (MS) is related to abnormal structural and functional brain network changes. As both modalities have mostly been studied separately, structure connectivity-function coupling (SC-FC) may elucidate how function is constrained by structure. Objectives: We examine how changes in SC-FC and its dynamics SC-FC (dSC-FC) may underlie MS-related cognitive impairment. Methods: We classified 266 people with MS (PwMS) as cognitively impaired (CI; z < −2 on ≥2/7 cognitive abilities compared to healthy controls [HC]) or preserved (CP; z > −1.5 on ≥2/7 abilities). Derived from diffusion-weighted and functional magnetic resonance imaging, SC-FC reflected the correlation coefficient between structural and functional connectivity, while dSC-FC reflected its variability. Whole-brain, within-network, and between-network (d)SC-FC were compared between 95 HC, 197 CP, and 69 CI. Results: Compared to CP and HC, CI showed higher SC-FC for connections extending from the dorsal attention (DAN; p ≤ 0.006) and somatomotor networks (p ≤ 0.024), and higher dSC-FC within the visual network (p ≤ 0.003) and deep grey matter (p ≤ 0.006). SC-FC in connections extending from the DAN predicted CP/CI status in PwMS (β = 0.069, OR = 1.072 [95% CI = 1.009–1.139], p = 0.025). Conclusions: In MS-related CI, deterioration of structural pathways is paired with loss of functional strength in connections extending from the DAN. This may hinder DAN-mediated stimulus selection, possibly contributing to CI.
KW - Structure-function coupling
KW - cognition
KW - connectivity
KW - magnetic resonance imaging
KW - multiple sclerosis
UR - https://www.scopus.com/pages/publications/105041137870
U2 - 10.1177/20552173261448282
DO - 10.1177/20552173261448282
M3 - Article
C2 - 42253336
SN - 2055-2173
VL - 12
JO - Multiple sclerosis journal - experimental, translational and clinical
JF - Multiple sclerosis journal - experimental, translational and clinical
IS - 2
ER -