Analyzing the topological properties of resting-state brain function network connectivity based on graph theoretical methods in patients with high myopia

preprint OA: closed CC-BY-4.0
📄 Open PDF View at publisher

Abstract

Aim: Recent imaging studies have found significant abnormalities in the brain’s functional or structural connectivity among patients with high myopia (HM), indicating a heightened risk of cognitive impairment and other behavioral changes. However, there is a lack of research on the topological characteristics and connectivity changes of the functional networks in HM patients.In this study, we employed graph theoretical analysis to investigate the topological structure and regional connectivity of the brain function network in HM patients. Methods: We conducted rs-fMRI scans on 82 individuals with HM and 59 healthy controls (HC), ensuring that the two groups were matched for age and education level. Through graph theoretical analysis, we studied the topological structure of whole-brain functional networks among participants, exploring the topological properties and differences between the two groups. Results: In the range of 0.05 to 0.50 of sparsity, both groups demonstrated a small-world architecture of the brain network. Compared to the control group, HM patients showed significantly lower values of γ(P = 0.0101) and σ(P = 0.0168). Additionally, the HM group showed lower nodal centrality in the right Amygdala (P<0.001, Bonferroni-corrected). Notably, there is an increase in functional connectivity (FC) between the SN and SMN in the HM group, while the strength of FC between the basal ganglia is relatively weaker (P<0.01). Conclusion: HM Patients exhibit reduced small-world characteristics in their brain networks, with significant drops in γ and σ values indicating weakened global interregional information transfer ability. Not only that, the topological properties of the amygdala nodes in HM patients significantly decline, indicating dysfunction within the brain network.In addition, there are abnormalities in the FC between the saliency network (SN) , Sensorimotor Network (SMN), and basal ganglia networks in HM patients , which is related to attention regulation, motor impairment, emotions, and cognitive performance. These findings may provide a new mechanism for central pathology in HM patients.

My notes (saved in your browser only)

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2024) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-22T02:00:06.705733+00:00
License: CC-BY-4.0