Structural and functional multilayer network analysis in restless legs syndrome patients

J Sleep Res. 2024 May;33(3):e14104. doi: 10.1111/jsr.14104. Epub 2023 Nov 14.

Abstract

The combination of brain structural and functional connectivity offers complementary insights into its organisation. Multilayer network analysis explores various relationships across different layers within a single system. We aimed to investigate changes in the structural and functional multilayer network in 69 patients with primary restless legs syndrome (RLS) compared with 50 healthy controls. Participants underwent diffusion tensor imaging (DTI) and resting state-functional magnetic resonance imaging (rs-fMRI) using a three-tesla MRI scanner. We constructed a structural connectivity matrix derived from DTI using a DSI program and made a functional connectivity matrix based on rs-fMRI using an SPM program and CONN toolbox. A multilayer network analysis, using BRAPH program, was then conducted to assess the connectivity patterns in both groups. At the global level, significant differences there were between the patients with RLS and healthy controls. The average multiplex participation was lower in patients with RLS than in healthy controls (0.804 vs. 0.821, p = 0.042). Additionally, several regions showed significant differences in the nodal level in multiplex participation between patients with RLS and healthy controls, particularly the frontal and temporal lobes. The regions affected included the inferior frontal gyrus, medial orbital gyrus, precentral gyrus, rectus gyrus, insula, superior and inferior temporal gyrus, medial and lateral occipitotemporal gyrus, and temporal pole. These results represent evidence of diversity in interactions between structural and functional connectivity in patients with RLS, providing a more comprehensive understanding of the brain network in RLS. This may contribute to a precise diagnosis of RLS, and aid the development of a biomarker to track treatment effectiveness.

Keywords: functional neuroimaging; magnetic resonance imaging; multilayer network analysis; restless legs syndrome.

MeSH terms

  • Adult
  • Brain* / diagnostic imaging
  • Brain* / physiopathology
  • Diffusion Tensor Imaging*
  • Female
  • Humans
  • Magnetic Resonance Imaging*
  • Male
  • Middle Aged
  • Nerve Net / diagnostic imaging
  • Nerve Net / physiopathology
  • Neural Pathways / diagnostic imaging
  • Neural Pathways / physiopathology
  • Restless Legs Syndrome* / diagnostic imaging
  • Restless Legs Syndrome* / physiopathology