ArticleFrontiers in neuroscience2018
Dynamic Complexity of Spontaneous BOLD Activity in Alzheimer's Disease and Mild Cognitive Impairment Using Multiscale Entropy Analysis.
Article in Frontiers in neuroscience, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed, 54 citations in OpenAlex.
- Aberrant Brain Entropy in Alzheimer's Disease: Evidence From a Resting-State fMRI Study.Brain and behavior · 2026Article
- Disrupted Energetic and Entropic Landscape in Individuals With Mild Cognitive Impairment: Insights From Network Control Theory.Human brain mapping · 2025Article
- Functional transition rate of the default mode network is associated with self-reported resilience.NeuroImage · 2025Article
- A dynamical systems framework for precision psychiatry.NPJ digital medicine · 2025Review
- Subjective cognitive decline in major depressive patients is associated with altered entropy and connectivity changes of temporal and insular region.Translational psychiatry · 2025Article
- Complexity organization of resting-state functional-MRI networks.Human brain mapping · 2024Article
- A Novel Metric for Alzheimer's Disease Detection Based on Brain Complexity Analysis via Multiscale Fuzzy Entropy.Bioengineering (Basel, Switzerland) · 2024Article
- Molecular basis underlying changes of brain entropy and functional connectivity in major depressive disorders after electroconvulsive therapy.CNS neuroscience & therapeutics · 2024Article
- Effect of Genetic Risk on the Relationship Between rs-fMRI Complexity and Tau and Amyloid PET in Alzheimer's Disease.Journal of Alzheimer's disease : JAD · 2024Article
- From local properties to brain-wide organization: A review of intraregional temporal features in functional magnetic resonance imaging data.Human brain mapping · 2023Review
- Neuroimaging modalities in the detection of Alzheimer's disease-associated biomarkers.Psychoradiology · 2023Review
- FMRI Complexity Correlates with Tau-PET and Cognitive Decline in Late-Onset and Autosomal Dominant Alzheimer's Disease.Journal of Alzheimer's disease : JAD · 2023Article
- Brain function complexity during dual-tasking is associated with cognitive impairment and age.Journal of neuroimaging : official journal of the American Society of Neuroimaging · 2022Article
- Optimized Multiscale Entropy Model Based on Resting-State fMRI for Appraising Cognitive Performance in Healthy Elderly.Computational and mathematical methods in medicine · 2022Article
- Dynamical Complexity Fingerprints of Occupation-Dependent Brain Functional Networks in Professional Seafarers.Frontiers in neuroscience · 2022Article
- The Application of Complexity Analysis in Brain Blood-Oxygen Signal.Brain sciences · 2021Review
- Signal complexity indicators of health status in clinical EEG.Scientific reports · 2021Article
- Revealing the Relevant Spatiotemporal Scale Underlying Whole-Brain Dynamics.Frontiers in neuroscience · 2021Article
- A Review of Methods of Diagnosis and Complexity Analysis of Alzheimer's Disease Using EEG Signals.BioMed research international · 2021Review
- Brain Entropy During Aging Through a Free Energy Principle Approach.Frontiers in human neuroscience · 2021Article
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Authors and funding
9 authors at 3 institutions in 2 countries.
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Abstract
Alzheimer's disease (AD) is characterized by progressive deterioration of brain function among elderly people. Studies revealed aberrant correlations in spontaneous blood oxygen level-dependent (BOLD) signals in resting-state functional magnetic resonance imaging (rs-fMRI) over a wide range of temporal scales. However, the study of the temporal dynamics of BOLD signals in subjects with AD and mild cognitive impairment (MCI) remains largely unexplored. Multiscale entropy (MSE) analysis is a method for estimating the complexity of finite time series over multiple time scales. In this research, we applied MSE analysis to investigate the abnormal complexity of BOLD signals using the rs-fMRI data from the Alzheimer's disease neuroimaging initiative (ADNI) database. There were 30 normal controls (NCs), 33 early MCI (EMCI), 32 late MCI (LMCI), and 29 AD patients. Following preprocessing of the BOLD signals, whole-brain MSE maps across six time scales were generated using the Complexity Toolbox. One-way analysis of variance (ANOVA) analysis on the MSE maps of four groups revealed significant differences in the thalamus, insula, lingual gyrus and inferior occipital gyrus, superior frontal gyrus and olfactory cortex, supramarginal gyrus, superior temporal gyrus, and middle temporal gyrus on multiple time scales. Compared with the NC group, MCI and AD patients had significant reductions in the complexity of BOLD signals and AD patients demonstrated lower complexity than that of the MCI subjects. Additionally, the complexity of BOLD signals from the regions of interest (ROIs) was found to be significantly associated with cognitive decline in patient groups on multiple time scales. Consequently, the complexity or MSE of BOLD signals may provide an imaging biomarker of cognitive impairments in MCI and AD.
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