ArticleNeuroImage2012
Strengthened functional connectivity in the brain during muscle fatigue.
Article in NeuroImage, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
30 citing papers in PubMed, 65 citations in OpenAlex.
- Synergistic effects of tDCS combined with aerobic exercise on pulmonary function and heart rate in sedentary young people.Scientific reports · 2025Trial
- Physical and cognitive contributions to fatigue perception: The interplay between local muscle fatigue and sensory prediction error.iScience · 2026Article
- Effects of running-induced fatigue on ankle plantar-dorsiflexion performance and functional connectivity in brain and brain-muscle networks.European journal of applied physiology · 2026Article
- Post-Stroke Motor Fatigability: Defining and Studying the Impairments That Emerge During Prolonged Motor Tasks.Neurorehabilitation and neural repair · 2026Review
- The characteristics of cerebral cortical oxygenation levels and functional connectivity under upper and lower limb exercise-induced fatigue.Sports medicine and health science · 2026Article
- Neurophysiological Markers of Cancer-Related Fatigue Derived from High-Density EEG.Brain topography · 2025Article
- Modulation of beta oscillatory dynamics in motor and frontal areas during physical fatigue.Communications biology · 2025Article
- Article
- Exploring the Effects of Sleep Deprivation on Physical Performance: An EEG Study in the Context of High-Intensity Endurance.Sports medicine - open · 2025Article
- Cortical-striatal network functional connectivity markers in poststroke fatigue: a single-centre fMRI case-control study protocol.BMJ open · 2024Article
- Repeated unilateral handgrip contractions alter functional connectivity and improve contralateral limb response times.Scientific reports · 2023Article
- Cerebral Hemodynamic Changes during Unaffected Handgrip Exercises in Stroke Patients: An fNIRS Study.Brain sciences · 2023Article
- Modeling Brain Functional Connectivity Patterns during an Isometric Arm Force Exertion Task at Different Levels of Perceived Exertion: A Graph Theoretical Approach.Brain sciences · 2022Article
- EEG-Based Spectral Analysis Showing Brainwave Changes Related to Modulating Progressive Fatigue During a Prolonged Intermittent Motor Task.Frontiers in human neuroscience · 2022Article
- Muscle strength and executive function in children and adolescents with autism spectrum disorder.Autism research : official journal of the International Society for Autism Research · 2021Article
- Transcranial photobiomodulation-induced changes in human brain functional connectivity and network metrics mapped by whole-head functional near-infrared spectroscopyBiomedical optics express · 2020Article
- Functional neuroimaging of sensorimotor cortices in postmenopausal women with type II diabetes.Neurophotonics · 2020Article
- Accumulative Competitive Season Training Stress Affects Neuromuscular Function and Increases Injury Risk in Uninjured D1 Female Athletes.Frontiers in sports and active living · 2020Article
- Differences in Net Information Flow and Dynamic Connectivity Metrics Between Physically Active and Inactive Subjects Measured by Functional Near-Infrared Spectroscopy (fNIRS) During a Fatiguing Handgrip Task.Frontiers in neuroscience · 2020Article
- Neural Signatures of Handgrip Fatigue in Type 1 Diabetic Men and Women.Frontiers in human neuroscience · 2020Article
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 3 countries.
Funding
Abstract
Fatigue caused by sustaining submaximal-intensity muscle contraction(s) involves increased activation in the brain such as primary motor cortex (M1), primary sensory cortex (S1), premotor and supplementary motor area (PM&SMA) and prefrontal cortex (PFC). The synchronized increases in activation level in these cortical areas suggest fatigue-related strengthening of functional coupling within the motor control network. In the present study, this hypothesis was tested using the cross-correlation based functional connectivity (FC) analysis method. Ten subjects performed a 20-minute intermittent (3.5s ON/6.5s OFF, 120 trials total) handgrip task using the right hand at 50% maximal voluntary contraction (MVC) force level while their brain was scanned by a 3 T Siemens Trio scanner using echo planar imaging (EPI) sequence. A representative signal time course of the left M1 was extracted by averaging the time course data of a 2-mm cluster of neighboring voxels of local maximal activation foci, which was identified by a general linear model. Two FC activation maps were created for each subject by cross-correlating the time course data of the minimal (the first 10 trials) and significant (the last 10 trials) fatigue stages across all the voxels in the brain to the corresponding representative time course. Histogram and quantile regression analysis were used to compare the FC between the minimal and significant fatigue stages and the results showed a significant increase in FC among multiple cortical regions, including right M1 and bilateral PM&SMA, S1 and PFC. This strengthened FC indicates that when muscle fatigue worsens, many brain regions increase their coupling with the left M1, the primary motor output control center for the right handgrip, to compensate for diminished force generating capability of the muscle in a coordinated fashion by enhancing the descending command for greater muscle recruitment to maintain the same force.
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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.