ArticleBrain structure & function2022
Cortical connectivity gradients and local timescales during cognitive states are modulated by cognitive loads.
Article in Brain structure & function, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Functional gradient analysis reveals potential therapeutic mechanisms of nrTMS for postoperative motor deficits in glioma patients: A randomized controlled trial.NeuroImage. Clinical · 2026Trial
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- Structure-function coupling of large-scale cortical networks across the lifespan is spectrally specific.Communications biology · 2026Article
- Mapping EEG Metrics to Human Affective and Cognitive Models: An Interdisciplinary Scoping Review from a Cognitive Neuroscience Perspective.Biomimetics (Basel, Switzerland) · 2025Review
- Dynamic and Static Functional Gradient in Temporal Lobe Epilepsy With Hippocampal Sclerosis Versus Healthy Controls.CNS neuroscience & therapeutics · 2025Article
- Dissociable functional responses along the posterior-anterior gradient of the frontal and parietal cortices revealed by parametric working memory and training.Brain structure & function · 2024Article
- Article
- Functional gradients reveal cortical hierarchy changes in multiple sclerosis.Human brain mapping · 2024Article
- The aging trajectories of brain functional hierarchy and its impact on cognition across the adult lifespan.Frontiers in aging neuroscience · 2024Article
- Test-retest reliability and predictive utility of a macroscale principal functional connectivity gradient.Human brain mapping · 2023Article
- Interaction Between Memory Load and Experimental Design on Brain Connectivity and Network Topology.Neuroscience bulletin · 2023Article
- Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states.Network neuroscience (Cambridge, Mass.) · 2023Article
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
Although resting-state fMRI studies support that human brain is topographically organized regarding localized and distributed processes, it is still unclear about the task-modulated cortical hierarchy in terms of distributed functional connectivity and localized timescales. To address, current study investigated the effect of cognitive load on cortical connectivity gradients and local timescales in the healthy brain using resting state fMRI as well as 1- and 2-back working memory task fMRI. The results demonstrated that (1) increased cognitive load was associated with lower principal gradient in transmodal cortices, higher principal gradient in primary cortices, decreased decay rate and reduced timescale variability; (2) global properties including gradient variability, timescale decay rate, timescale variability and network topology were all modulated by cognitive load, with timescale variability related to behavioral performance; and (3) at 2-back state, the timescale variability was indirectly and negatively linked with global network integration, which was mediated by gradient variability. In conclusion, current study provides novel evidence for load-modulated cortical connectivity gradients and local timescales during cognitive states, which could contribute to better understanding about cognitive load theory and brain disorders with cognitive dysfunction.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.