ArticleJournal of magnetic resonance imaging : JMRI2024
Associations of Brain Entropy Estimated by Resting State fMRI With Physiological Indices, Body Mass Index, and Cognition.
Article in Journal of magnetic resonance imaging : JMRI, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 25 citations in OpenAlex.
- Lifespan trajectories of the brain's functional complexity characterized by multiscale sample entropy.NeuroImage · 2026Article
- Resting-State Brain Entropy Reveals Altered Neural Dynamics and Cognitive Associations in Mild Traumatic Brain Injury: A Longitudinal Study.Journal of neuroscience research · 2026Article
- Multi-metric evaluations of acute psychedelic effects on fMRI brain entropy.Nature communications · 2026Article
- Blood-brain barrier integrity and brain entropy in reversible cerebral vasoconstriction syndrome.The journal of headache and pain · 2026Article
- Reduced but Reversible Brain Entropy After Occupational Partial Sleep Deprivation in Night-Shift Medical Staff.Brain and behavior · 2026Article
- Poorer Physical Function Is Associated With Elevated Spatial Entropy in the Aging Brain Network Landscape.Aging cell · 2026Article
- Brain entropy as a biomarker of major depression in adolescents and young adults: insights from multimodal resting-state functional magentic resonance imaging.Psychoradiology · 2026Article
- Consistent Brain Entropy Changes During Rumination Across Three Magnetic Resonance Imaging Scanners.Neural plasticity · 2026Article
- Brain Entropy: Linking Brain Structure to Task Activation.bioRxiv : the preprint server for biology · 2025Article
- Chronic pain is associated with greater brain entropy in the prefrontal cortex.The journal of pain · 2025Article
- Normative Brain Entropy Across the Lifespan.bioRxiv : the preprint server for biology · 2025Article
- The effects of intermittent theta burst stimulation (iTBS) on resting-state brain entropy (BEN).Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2025Article
- rsfMRI-based brain entropy is negatively correlated with gray matter volume and surface area.Brain structure & function · 2025Article
- The link to steady-state oxidative metabolism and hemodynamics varies across rs-fMRI metrics: A whole-brain assessment using macrovascular correction.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Resting state fMRI-based temporal coherence mapping.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Global brain connectivity: Test-retest stability and association with biological and neurocognitive variables.Journal of neuroscience methods · 2024Article
- Divergent association between pain intensity and resting-state fMRI-based brain entropy in different age groups.Journal of neuroscience research · 2024Article
- Article
- Cross-subject brain entropy mapping.bioRxiv : the preprint server for biology · 2024Article
- Task-induced changes in brain entropy.Journal of neuroscience research · 2024Article
Corrections and comments
- Commented on by
Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
backgroundIn recent years, resting-state fMRI (rsfMRI)-based brain entropy (BEN) has gained increasing interest as a tool to characterize brain activity. While previous studies indicate that BEN is correlated with cognition, it remains unclear whether BEN is influenced by other factors that typically affect brain activity measured by fMRI. PURPOSE: To investigate the relationship between BEN and physiological indices, including respiratory rate (RR), heart rate (HR), systolic blood pressure (s-BP), and body mass index (BMI), and to investigate whether and to what extent the relationship between BEN and cognition is influenced by physiological variables. STUDY TYPE: Retrospective. SUBJECTS: One thousand two hundred six healthy subjects (mean age: 28.83 ± 3.69 years; 550 male) with rsfMRI datasets selected from the Human Connectome Project (HCP). FIELD STRENGTH/SEQUENCE: Multiband echo planar imaging (EPI) sequence at 3.0 Tesla. ASSESSMENT: Neurocognitive, physical health (RR, HR, s-BP, BMI), and rsfMRI data were retrieved from the HCP datasets. Neurocognition was measured through the total cognition composite (TCC) score provided by HCP. BEN maps were calculated from rsfMRI data. STATISTICAL TESTS: Multiple regression models, p
resultsBEN was negatively associated with RR (T-thresholds ranging from 4.75 to 4.8; r-threshold = |0.15|) and positively associated with s-BP and BMI (T-thresholds ranging from 4.75 to 4.8; r-threshold = |0.15|) in areas overlapping with the default mode network. After controlling the physiological effects, BEN still showed regional associations with TCC, including negative associations (T-thresholds = 3.09; r-threshold = |0.1|) in the fronto-parietal cortex and positive associations (T-thresholds = 3.09; r-threshold = |0.1|) in the sensorimotor system (motor network and the limbic system). DATA
conclusionsRR negatively affects rsfMRI-derived BEN, while s-BP and BMI positively affect BEN. The positive associations between BEN and cognition in the motor network and the limbic system might indicate a facilitation of information processing in the sensorimotor system. EVIDENCE LEVEL: 3 TECHNICAL EFFICACY: Stage 3.
Indexed as
Identifiers
What OpenQuestion holds
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.