Functional connectivity in the dorsal network of the cervical spinal cord is correlated with diffusion tensor imaging indices in relapsing-remitting multiple sclerosis
- PMID: 35917721
- PMCID: PMC9421501
- DOI: 10.1016/j.nicl.2022.103127
Functional connectivity in the dorsal network of the cervical spinal cord is correlated with diffusion tensor imaging indices in relapsing-remitting multiple sclerosis
Abstract
Focal lesions may affect functional connectivity (FC) of the ventral and dorsal networks in the cervical spinal cord of people with relapsing-remitting multiple sclerosis (RRMS). Resting-state FC can be measured using functional MRI (fMRI) at 3T. This study sought to determine whether alterations in FC may be related to the degree of damage in the normal-appearing tissue. Tissue integrity and FC in the cervical spinal cord were assessed with diffusion tensor imaging (DTI) and resting-state fMRI, respectively, in a group of 26 RRMS participants with high cervical lesion load, low disability, and minimally impaired sensorimotor function, and healthy controls. Lower fractional anisotropy (FA) and higher radial diffusivity (RD) were observed in the normal-appearing white matter in the RRMS group relative to controls. Average FC in ventral and dorsal networks was similar between groups. Significant associations were found between higher FC in the dorsal sensory network and several DTI markers of pathology in the normal-appearing tissue. In the normal-appearing grey matter, dorsal FC was positively correlated with axial diffusivity (AD) (r = 0.46, p = 0.020) and mean diffusivity (MD) (r = 0.43, p = 0.032). In the normal-appearing white matter, dorsal FC was negatively correlated with FA (r = -0.43, p = 0.028) and positively correlated with RD (r = 0.49, p = 0.012), AD (r = 0.42, p = 0.037) and MD (r = 0.53, p = 0.006). These results suggest that increased connectivity, while remaining within the normal range, may represent a compensatory mechanism in response to structural damage in support of preserved sensory function in RRMS.
Keywords: Diffusion tensor imaging; Functional connectivity; Multiple sclerosis; Resting-state fMRI; Spinal cord.
Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.
Conflict of interest statement
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Figures




Similar articles
-
Diffusion tensor imaging of normal-appearing cervical spinal cords in patients with multiple sclerosis: Correlations with clinical evaluation and cerebral diffusion tensor imaging changes. Preliminary experience.Adv Clin Exp Med. 2020 Apr;29(4):441-448. doi: 10.17219/acem/116754. Adv Clin Exp Med. 2020. PMID: 32369275
-
In vivo assessment of cervical cord damage in MS patients: a longitudinal diffusion tensor MRI study.Brain. 2007 Aug;130(Pt 8):2211-9. doi: 10.1093/brain/awm110. Epub 2007 May 29. Brain. 2007. PMID: 17535835
-
Altered inter-subregion connectivity of the default mode network in relapsing remitting multiple sclerosis: a functional and structural connectivity study.PLoS One. 2014 Jul 7;9(7):e101198. doi: 10.1371/journal.pone.0101198. eCollection 2014. PLoS One. 2014. PMID: 24999807 Free PMC article.
-
Quantitative evaluation of callosal abnormalities in relapsing-remitting multiple sclerosis using diffusion tensor imaging: A systemic review and meta-analysis.Clin Neurol Neurosurg. 2021 Feb;201:106442. doi: 10.1016/j.clineuro.2020.106442. Epub 2020 Dec 24. Clin Neurol Neurosurg. 2021. PMID: 33373835
-
The role of diffusion tensor imaging in the diagnosis, prognosis, and assessment of recovery and treatment of spinal cord injury: a systematic review.Neurosurg Focus. 2019 Mar 1;46(3):E7. doi: 10.3171/2019.1.FOCUS18591. Neurosurg Focus. 2019. PMID: 30835681
Cited by
-
Reliability of resting-state functional connectivity in the human spinal cord: Assessing the impact of distinct noise sources.Neuroimage. 2023 Jul 15;275:120152. doi: 10.1016/j.neuroimage.2023.120152. Epub 2023 May 2. Neuroimage. 2023. PMID: 37142169 Free PMC article.
-
Changes in functional connectivity in relapsing-remitting multiple sclerosis spinal cord measured via region-based and data-driven analyses.Imaging Neurosci (Camb). 2025 Jun 20;3:IMAG.a.51. doi: 10.1162/IMAG.a.51. eCollection 2025. Imaging Neurosci (Camb). 2025. PMID: 40800997 Free PMC article.
-
Leveling up: along-level diffusion tensor imaging in the spinal cord of multiple sclerosis patients.Front Neuroimaging. 2025 Aug 11;4:1599966. doi: 10.3389/fnimg.2025.1599966. eCollection 2025. Front Neuroimaging. 2025. PMID: 40860722 Free PMC article.
-
Advanced spinal cord MRI in multiple sclerosis: Current techniques and future directions.Neuroimage Clin. 2022;36:103244. doi: 10.1016/j.nicl.2022.103244. Epub 2022 Oct 21. Neuroimage Clin. 2022. PMID: 36306717 Free PMC article. Review.
-
Vascular risk factors and neuroimaging heterogeneity across different white matter hyperintensities distribution patterns.Front Hum Neurosci. 2025 Jul 28;19:1633355. doi: 10.3389/fnhum.2025.1633355. eCollection 2025. Front Hum Neurosci. 2025. PMID: 40792178 Free PMC article.
References
-
- Baijot J., Denissen S., Costers L., Gielen J., Cambron M., D’Haeseleer M., D’hooghe M.B., Vanbinst A.-M., De Mey J., Nagels G., Van Schependom J. Signal quality as Achilles’ heel of graph theory in functional magnetic resonance imaging in multiple sclerosis. Sci. Rep. 2021;11(1) doi: 10.1038/s41598-021-86792-0. - DOI - PMC - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous