Evidence map›Paper›PMID 40832198›Full record

ArticlebioRxiv : the preprint server for biology2025

High frequency broadband activity detected noninvasively in infants distinguishes wake from sleep states.

Ania M Holubecki, Josset B Yarbrough, Vinitha Rangarajan, Rachel Kuperman, Robert T Knight, Elizabeth L Johnson

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Ania M HolubeckiKen & Ruth Davee Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.ORCID 0009-0002-6394-5856
Josset B YarbroughDepartment of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Vinitha RangarajanDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA.
Rachel KupermanEysz, Inc.
Robert T KnightHelen Wills Neuroscience Institute, Department of Psychology, Department of Neuroscience, University of California, Berkeley, Berkeley, CA, USA.ORCID 0000-0001-8686-1685
Elizabeth L JohnsonDepartment of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.ORCID 0000-0001-5297-5019

Funding

Attention, Orientation and the Human Prefrontal CortexR01NS021135 · NINDS · UNIVERSITY OF CALIFORNIA DAVIS · PI Robert Thomas Knight · 1985 to 2026
$6.5M
TRAINING PROGRAM IN THE NEUROSCIENCE OF HUMAN COGNITIONT32NS047987 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Rodrigo M Braga, Christina Maria Zelano · 2006 to 2026
$5.6M
Measuring Electrical Activity from the Human Brain to Predict Memory Formation and Behavior Across the LifespanR00NS115918 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI JOHNSON, ELIZABETH · 2022 to 2024
$843k
NINDS NIH HHS R00 NS115918NINDS NIH HHS R01 NS021135NINDS NIH HHS T32 NS047987
6 · The paper itself

Abstract

High frequency broadband activity (HFB; 70-150 Hz) indexes local brain activity. It is predominantly studied using invasive measures due to signal drop off from skull attenuation. We hypothesized that HFB is detectable in infants noninvasively through fontanelles and thin skull that have not fully developed. We analyzed scalp electroencephalography (EEG) data during wake and sleep states in 19 channels from 18 infants (1-4 months, both sexes). At the group level, linear mixed-effects models revealed greater HFB power in wake versus sleep states in midline and central channels near fontanelles, as well as in occipital channels over thin skull. These differences were detected with 90% reliability using as few as 25 seconds of data per state in as few as 10 subjects. On the individual level, linear mixed-effects models revealed the same wake > sleep effect with a mean reliability of 60% when using at least 50 seconds of data per state. These findings establish that noninvasive HFB detection in infants is not only possible at sites where the skull has not fully developed, but sufficiently robust to enable systematic investigation of early cognitive development.

Identifiers

PMID40832198
PMCPMC12363898

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Registered trials

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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.