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Regional structural-functional coupling alterations associated with subjective sleep quality in young adults
Ziqiang Shao1, Zhe Du1, Qing Song1
1School of Life Science and Technology, Xidian University, Xi'an, Shanxi, 710071, PR China; Engineering Research Center of Molecular and Neuro Imaging Ministry of Education, Xi'an, Shanxi, 710071, PR China.
Background:
Poor sleep quality is associated with adverse behavioural and brain-related outcomes, yet the neurobiological mechanisms remain incompletely understood. Because sleep is thought to support synaptic renormalization and network reorganization, structural-functional connectivity (SC-FC) coupling-indexing the correspondence between the brain's anatomical scaffold and resting-state functional interactions-may provide complementary sensitivity beyond structural or functional connectivity alone.
Methods:
We analysed multimodal MRI data from 1037 adults in the Human Connectome Project. Sleep quality was assessed with the Pittsburgh Sleep Quality Index (PSQI), and Mini-Mental State Examination (MMSE) total score was included as a coarse exploratory measure. Regional SC-FC coupling was quantified as the region-wise correspondence between diffusion-derived structural connectivity and resting-state functional connectivity profiles. We compared coupling between poor sleepers (PSQI>5) and good sleepers (PSQI≤5). We further used linear support vector regression (SVR) with leakage-controlled nested cross-validation to explore multivariate coupling patterns associated with PSQI. Finally, in secondary exploratory analyses, we tested whether regional coupling showed statistical indirect effects in the PSQI-MMSE association.
Results:
Compared to good sleepers, poor sleepers exhibited reduced SC-FC coupling in frontoparietal and default-mode regions, alongside increased coupling in temporal subregions. SVR revealed a statistically significant but weak out-of-sample association between coupling features and PSQI, with negligible variance explained at the individual level. Additionally, coupling in frontal subregions showed small indirect effects in the PSQI-MMSE association.
Conclusion:
Regional alterations in structure-function alignment were associated with subjective sleep quality, highlighting SC-FC coupling as a mechanistically interpretable marker of sleep-related brain differences. Further validation in clinical and longitudinal cohorts is needed.
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