ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2022
Human Spindle Variability.
Article in The Journal of neuroscience : the official journal of the Society for Neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Who cites it
16 citing papers in PubMed, 21 citations in OpenAlex.
- Advances in Thalamic Neuromodulation for Epilepsy: From Mechanisms to Clinical Translation.Epilepsy currents · 2026Article
- Biophysical modeling of thalamocortical circuit dynamics: species-specific insights into neural synchrony, sleep spindles, and circuit mechanisms.Sleep advances : a journal of the Sleep Research Society · 2026Article
- Differences in sleep spindles and polysomnography in humans: a meta-analysis on the influence of age, sex, and cognitive ability.Frontiers in sleep · 2026Review
- The effects of targeted reactivation on memories cued once or multiple times during a nap.Neuropsychologia · 2025Article
- A clinical grade neurostimulation implant for hierarchical control of physiological activity.bioRxiv : the preprint server for biology · 2025Article
- Sleep Spindle Abnormalities in Preschool Children With Autism Spectrum Disability: Insights From Nap Polysomnography.Autism research : official journal of the International Society for Autism Research · 2025Article
- The Cortical Structural Model Extends to Thalamocortical Connections.The European journal of neuroscience · 2025Article
- Differential expression of spatiotemporal sleep spindle clusters in aging.Sleep advances : a journal of the Sleep Research Society · 2025Article
- Breathing orchestrates synchronization of sleep oscillations in the human hippocampus.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Coordinated NREM sleep oscillations among hippocampal subfields modulate synaptic plasticity in humans.Communications biology · 2024Article
- Spindle chirp and other sleep oscillatory features in young children with autism.Sleep medicine · 2024Article
- Movement Termination of Slow-Wave Sleep-A Potential Biomarker?Brain sciences · 2024Article
- Spindle oscillations in communicating axons within a reconstituted hippocampal formation are strongest in CA3 without thalamus.Scientific reports · 2024Article
- Spindle Chirp and other Sleep Oscillatory Features in Young Children with Autism.bioRxiv : the preprint server for biology · 2023Article
- Sub-Scalp Implantable Telemetric EEG (SITE) for the Management of Neurological and Behavioral Disorders beyond Epilepsy.Brain sciences · 2023Review
- Physiological and pathological neuronal connectivity in the living human brain based on intracranial EEG signals: the current state of research.Frontiers in network physiology · 2023Review
Corrections and comments
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Authors and funding
4 authors at 4 institutions in 2 countries.
Funding
Abstract
In humans, sleep spindles are 10- to 16-Hz oscillations lasting approximately 0.5-2 s. Spindles, along with cortical slow oscillations, may facilitate memory consolidation by enabling synaptic plasticity. Early recordings of spindles at the scalp found anterior channels had overall slower frequency than central-posterior channels. This robust, topographical finding led to dichotomizing spindles as "slow" versus "fast," modeled as two distinct spindle generators in frontal versus posterior cortex. Using a large dataset of intracranial stereoelectroencephalographic (sEEG) recordings from 20 patients (13 female, 7 male) and 365 bipolar recordings, we show that the difference in spindle frequency between frontal and parietal channels is comparable to the variability in spindle frequency within the course of individual spindles, across different spindles recorded by a given site, and across sites within a given region. Thus, fast and slow spindles only capture average differences that obscure a much larger underlying overlap in frequency. Furthermore, differences in mean frequency are only one of several ways that spindles differ. For example, compared with parietal, frontal spindles are smaller, tend to occur after parietal when both are engaged, and show a larger decrease in frequency within-spindles. However, frontal and parietal spindles are similar in being longer, less variable, and more widespread than occipital, temporal, and Rolandic spindles. These characteristics are accentuated in spindles which are highly phase-locked to posterior hippocampal spindles. We propose that rather than a strict parietal-fast/frontal-slow dichotomy, spindles differ continuously and quasi-independently in multiple dimensions, with variability due about equally to within-spindle, within-region, and between-region factors.
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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.