TY - JOUR
T1 - Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis
AU - Kulik, Shanna D.
AU - Nauta, Ilse M.
AU - Tewarie, Prejaas
AU - Koubiyr, Ismail
AU - van Dellen, Edwin
AU - Ruet, Aurelie
AU - Meijer, Kim A.
AU - de Jong, Brigit A.
AU - Stam, Cornelis J.
AU - Hillebrand, Arjan
AU - Geurts, Jeroen J. G.
AU - Douw, Linda
AU - Schoonheim, Menno M.
N1 - Funding Information:
Brigit de Jong, Stichting MS Research (https://dx.doi.org/10.13039/501100003000), Award ID: 15-911. Jeroen Geurts and Menno Schoonheim, Stichting MS Research (https://dx.doi.org/10.13039/501100003000), Award ID: 14-358e.
Publisher Copyright:
© MIT Press Journals. All rights reserved.
PY - 2022/6/1
Y1 - 2022/6/1
N2 - Multiple sclerosis (MS) features extensive connectivity changes, but how structural and functional connectivity relate, and whether this relation could be a useful biomarker for cognitive impairment in MS is unclear. This study included 79 MS patients and 40 healthy controls (HCs). Patients were classified as cognitively impaired (CI) or cognitively preserved (CP). Structural connectivity was determined using diffusion MRI and functional connectivity using resting-state magnetoencephalography (MEG) data (theta, alpha1, and alpha2 bands). Structure-function coupling was assessed by correlating modalities, and further explored in frequency bands that significantly correlated with whole-brain structural connectivity. Functional correlates of short-and long-range structural connections (based on tract length) were then specifically assessed. Receiving operating curve analyses were performed on coupling values to identify biomarker potential. Only the theta band showed significant correlations between whole-brain structural and functional connectivity (rho = −0.26, p = 0.023, only in MS). Long-range structure-function coupling was stronger in CI patients compared to HCs ( p = 0.005). Short-range coupling showed no group differences. Structure-function coupling was not a significant classifier of cognitive impairment for any tract length (short-range area under the curve (AUC) = 0.498, p = 0.976, long-range AUC = 0.611, p = 0.095). Long-range structure-function coupling was stronger in CI MS compared to HCs, but more research is needed to further explore this measure as biomarkers in MS.
AB - Multiple sclerosis (MS) features extensive connectivity changes, but how structural and functional connectivity relate, and whether this relation could be a useful biomarker for cognitive impairment in MS is unclear. This study included 79 MS patients and 40 healthy controls (HCs). Patients were classified as cognitively impaired (CI) or cognitively preserved (CP). Structural connectivity was determined using diffusion MRI and functional connectivity using resting-state magnetoencephalography (MEG) data (theta, alpha1, and alpha2 bands). Structure-function coupling was assessed by correlating modalities, and further explored in frequency bands that significantly correlated with whole-brain structural connectivity. Functional correlates of short-and long-range structural connections (based on tract length) were then specifically assessed. Receiving operating curve analyses were performed on coupling values to identify biomarker potential. Only the theta band showed significant correlations between whole-brain structural and functional connectivity (rho = −0.26, p = 0.023, only in MS). Long-range structure-function coupling was stronger in CI patients compared to HCs ( p = 0.005). Short-range coupling showed no group differences. Structure-function coupling was not a significant classifier of cognitive impairment for any tract length (short-range area under the curve (AUC) = 0.498, p = 0.976, long-range AUC = 0.611, p = 0.095). Long-range structure-function coupling was stronger in CI MS compared to HCs, but more research is needed to further explore this measure as biomarkers in MS.
KW - Cognition
KW - Diffusion tensor imaging
KW - Functional connectivity
KW - Magnetoencephalography
KW - Multiple sclerosis
KW - Structural connectivity
UR - http://www.scopus.com/inward/record.url?scp=85131255736&partnerID=8YFLogxK
U2 - 10.1162/netn_a_00226
DO - 10.1162/netn_a_00226
M3 - Article
C2 - 35733434
SN - 2472-1751
VL - 6
SP - 339
EP - 356
JO - Network Neuroscience
JF - Network Neuroscience
IS - 2
ER -