Evidence map›Paper›PMID 35477906›Full record

ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2022

Human Spindle Variability.

Christopher Gonzalez, Xi Jiang, Jorge Gonzalez-Martinez, Eric Halgren

Open access · bronzeAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
2.1field-weighted citation impact, top 13% of its field
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 21 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
  6. 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 · 2025
    Article
  7. Article
  8. Differential expression of spatiotemporal sleep spindle clusters in aging.Sleep advances : a journal of the Sleep Research Society · 2025
    Article
  9. Breathing orchestrates synchronization of sleep oscillations in the human hippocampus.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Review
  16. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 4 institutions in 2 countries.

Christopher GonzalezNeurosciences Graduate Program, University of California, San Diego, La Jolla, California 92093 ceg017@health.ucsd.edu ehalgren@ucsd.edu.
Xi JiangNeurosciences Graduate Program, University of California, San Diego, La Jolla, California 92093.
Jorge Gonzalez-MartinezEpilepsy Center, Cleveland Clinic, Cleveland, Ohio 44106.
Eric HalgrenDepartment of Neurosciences, University of California, San Diego, La Jolla, California 92093 ceg017@health.ucsd.edu ehalgren@ucsd.edu.ORCID https://orcid.org/0000-0001-5926-6872
Cleveland Clinic · USUC San Diego Health System · USUniversity of California San Diego · USUniversity of Lethbridge · CA

Funding

Neurosciences Graduate Training ProgramT32NS061847 · NINDS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Brenda L Bloodgood · 2008 to 2026
$7.7M
TRAINING PROGRAM IN COGNITIVE NEUROSCIENCET32MH020002 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI SEJNOWSKI, TERRENCE J · 1999 to 2020
$6.1M
Integrated Biophysical and Neural Model of Electrical Stimulation EffectsR01NS109553 · NINDS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BAZHENOV, MAKSIM V, HALGREN, ERIC · 2019 to 2023
$4.4M
From ion channel dynamics to human EEG and MEG: multiscale neuronal models validated by human dataRF1MH117155 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BAZHENOV, MAKSIM V, CASH, SYDNEY S · 2018 to 2018
$3.7M
NIMH NIH HHS RF1 MH117155NIMH NIH HHS T32 MH020002NINDS NIH HHS R01 NS109553NINDS NIH HHS T32 NS061847
6 · The paper itself

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.

Indexed as

ElectroencephalographyMemory ConsolidationFemaleHippocampusHumansMaleSleepSleep Stagescortexhippocampusintracranialsleepslow oscillationspindle

Identifiers

PMID35477906
PMCPMC9172080
OpenAlexW4225380873

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.