ArticleFrontiers in neural circuits2020
The Dynamics of Functional Brain Networks Associated With Depressive Symptoms in a Nonclinical Sample.
Article in Frontiers in neural circuits, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers.
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Who cites it
40 citing papers in PubMed, 67 citations in OpenAlex.
- Dynamic Repertoire of Brain Networks in Mindfulness-Based Cognitive Therapy During Rumination: A Randomized Controlled Trial.Biological psychiatry global open science · 2026Article
- Brain dynamics of attentional, default-mode and limbic networks are disrupted at rest in post-COVID-19 syndrome.Brain, behavior, & immunity - health · 2026Article
- Energy-Based Phase-Locking State Analysis in Brain State Identification.Human brain mapping · 2026Article
- Altered Dynamic Functional Connectivity of the Frontoparietal Network in Major Depressive Disorder: Evidence From a Large-Scale Resting-State fMRI Study.Brain and behavior · 2026Article
- Review of Dynamic Resting-State Methods in Neuroimaging: Applications to Depression and Rumination.Human brain mapping · 2025Review
- Transcranial direct current stimulation modulates primate brain dynamics across states of consciousness.eLife · 2025Article
- Altered dynamic functional connectivity and reduced higher order information interaction in Parkinson's patients with hyposmia.NPJ systems biology and applications · 2025Article
- Task Modulation of Resting-State Functional Gradient Stability in Lifelong Premature Ejaculation: An FMRI Study.eNeuro · 2025Article
- Atypical attentional network dynamics in adolescent depression during emotional movie viewing.Social cognitive and affective neuroscience · 2025Article
- Metastability demystified - the foundational past, the pragmatic present and the promising future.Nature reviews. Neuroscience · 2025Review
- Altered brain state dynamics between preterm and term-born infants.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Dynamical structure-function correlations provide robust and generalizable signatures of consciousness in humans.Communications biology · 2024Article
- Anhedonia severity mediates the relationship between attentional networks recruitment and emotional blunting during music listening.Scientific reports · 2024Article
- A Dynamic Entropy Approach Reveals Reduced Functional Network Connectivity Trajectory Complexity in Schizophrenia.Entropy (Basel, Switzerland) · 2024Article
- Insomnia disorder characterized by probabilistic metastable substates using blood-oxygenation-level-dependent (BOLD) phase signals.Sleep & breathing = Schlaf & Atmung · 2024Article
- EiDA: A lossless approach for dynamic functional connectivity; application to fMRI data of a model of ageing.Imaging neuroscience (Cambridge, Mass.) · 2024Article
- Article
- Long-term mindfulness meditation increases occurrence of sensory and attention brain states.Frontiers in human neuroscience · 2024Article
- Inducing a meditative state by artificial perturbations: A mechanistic understanding of brain dynamics underlying meditation.Network neuroscience (Cambridge, Mass.) · 2024Article
- Depression recurrence is accompanied by longer periods in default mode and more frequent attentional and reward processing dynamic brain-states during resting-state activity.Human brain mapping · 2023Article
Corrections and comments
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Authors and funding
4 authors at 3 institutions in 5 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Brain function depends on the flexible and dynamic coordination of functional subsystems within distributed neural networks operating on multiple scales. Recent progress has been made in the characterization of functional connectivity (FC) at the whole-brain scale from a dynamic, rather than static, perspective, but its validity for cognitive sciences remains under debate. Here, we analyzed brain activity recorded with functional Magnetic Resonance Imaging from 71 healthy participants evaluated for depressive symptoms after a relationship breakup based on the conventional Major Depression Inventory (MDI). We compared both static and dynamic FC patterns between participants reporting high and low depressive symptoms. Between-group differences in static FC were estimated using a standard pipeline for network-based statistic (NBS). Additionally, FC was analyzed from a dynamic perspective by characterizing the occupancy, lifetime, and transition profiles of recurrent FC patterns. Recurrent FC patterns were defined by clustering the BOLD phase-locking patterns obtained using leading eigenvector dynamics analysis (LEiDA). NBS analysis revealed a brain subsystem exhibiting significantly lower within-subsystem correlation values in more depressed participants (high MDI). This subsystem predominantly comprised connections between regions of the default mode network (i.e., precuneus) and regions outside this network. On the other hand, LEiDA results showed that high MDI participants engaged more in a state connecting regions of the default mode, memory retrieval, and frontoparietal network (p-FDR = 0.012); and less in a state connecting mostly the visual and dorsal attention systems (p-FDR = 0.004). Although both our analyses on static and dynamic FC implicate the role of the precuneus in depressive symptoms, only including the temporal evolution of BOLD FC helped to disentangle over time the distinct configurations in which this region plays a role. This finding further indicates that a holistic understanding of brain function can only be gleaned if the temporal dynamics of FC is included.
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