Evidence map›Paper›PMID 40670699›Full record

ArticleNature human behaviour2025

The development of aperiodic neural activity in the human brain.

Zachariah R Cross, Samantha M Gray, Adam J O Dede, Yessenia M Rivera, Qin Yin, Parisa Vahidi, Elias M B Rau, Christopher Cyr, Ania M Holubecki, Eishi Asano and 21 more

Abstract read
In one paragraph

Article in Nature human behaviour, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing 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

12 citing papers in PubMed.

  1. Article
  2. Article
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  5. Article
  6. Article
  7. Aperiodic Signatures of Stress Sensitivity and Depression Recurrence in Adolescents.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2026
    Article
  8. Mobility Function and Aperiodic Electrocortical Activity in Younger and Older Adults.IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society · 2026
    Article
  9. Article
  10. Article
  11. Article
  12. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

31 authors.

Zachariah R CrossNorthwestern University, Chicago, IL, USA. zachariah.cross@northwestern.edu.ORCID http://orcid.org/0000-0001-5775-2367
Samantha M GrayNorthwestern University, Chicago, IL, USA.
Adam J O DedeNorthwestern University, Chicago, IL, USA.
Yessenia M RiveraNorthwestern University, Chicago, IL, USA.
Qin YinWayne State University, Detroit, MI, USA.
Parisa VahidiWayne State University, Detroit, MI, USA.ORCID http://orcid.org/0000-0002-6432-5889
Elias M B RauRuhr University Bochum, Bochum, Germany.ORCID http://orcid.org/0000-0001-5496-7530
Christopher CyrNorthwestern University, Chicago, IL, USA.
Ania M HolubeckiNorthwestern University, Chicago, IL, USA.ORCID http://orcid.org/0009-0002-6394-5856
Eishi AsanoWayne State University, Detroit, MI, USA.ORCID http://orcid.org/0000-0001-8391-4067
Jack J LinUniversity of California, Davis, Davis, CA, USA.ORCID http://orcid.org/0000-0003-1304-227X
Olivia Kim McManusUniversity of California, San Diego, and Rady Children's Hospital, San Diego, CA, USA.ORCID http://orcid.org/0000-0002-4785-7795
Shifteh SattarUniversity of California, San Diego, and Rady Children's Hospital, San Diego, CA, USA.
Ignacio SaezUniversity of California, Davis, Davis, CA, USA.ORCID http://orcid.org/0000-0003-0651-2069
Fady GirgisUniversity of California, Davis, Davis, CA, USA.
David King-StephensCalifornia Pacific Medical Center, San Francisco, CA, USA.
Peter B WeberCalifornia Pacific Medical Center, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-9900-4823
Kenneth D LaxerCalifornia Pacific Medical Center, San Francisco, CA, USA.
Stephan U SchueleNorthwestern University, Chicago, IL, USA.
Joshua M RosenowNorthwestern University, Chicago, IL, USA.
Joyce Y WuNorthwestern University, Chicago, IL, USA.
Sandi K LamNorthwestern University, Chicago, IL, USA.
Jeffrey S RaskinNorthwestern University, Chicago, IL, USA.
Edward F ChangUniversity of California, San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0003-2480-4700
Ammar ShaikhouniOhio State University and Nationwide Children's Hospital, Columbus, OH, USA.
Peter BrunnerWashington University in St. Louis, St. Louis, MO, USA.
Jarod L RolandWashington University in St. Louis, St. Louis, MO, USA.ORCID http://orcid.org/0000-0002-1312-8826
Rodrigo M BragaNorthwestern University, Chicago, IL, USA.ORCID http://orcid.org/0000-0003-2671-7096
Robert T KnightUniversity of California, Berkeley, Berkeley, CA, USA.ORCID http://orcid.org/0000-0001-8686-1685
Noa OfenWayne State University, Detroit, MI, USA.
Elizabeth L JohnsonNorthwestern University, Chicago, IL, USA.ORCID http://orcid.org/0000-0001-5297-5019

Funding

Neuropathology CoreP30AG013854 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI VASSAR, ROBERT J · 1996 to 2020
$28.9M
Training and DisseminationP41EB018783 · NIBIB · WADSWORTH CENTER · PI Jonathan Rickel Wolpaw · 2014 to 2026
$15.4M
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
DEVELOPMENT OF MEMORY NETWORKS IN CHILDRENR01MH107512 · NIMH · WAYNE STATE UNIVERSITY · PI Noa Ofen · 2016 to 2026
$5.0M
Training Program in Neurobiology of Information StorageT32MH067564 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Daniel A Dombeck · 2003 to 2026
$4.7M
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
CAUSAL MECHANISMS OF DISTRIBUTED BRAIN NETWORK FUNCTION DURING EPISODIC MEMORY RETRIEVALR00MH117226 · NIMH · NORTHWESTERN UNIVERSITY AT CHICAGO · PI BRAGA, RODRIGO M · 2020 to 2022
$744k
NIA NIH HHS P30 AG013854NIBIB NIH HHS P41 EB018783NIMH NIH HHS R00 MH117226NIMH NIH HHS R01 MH107512NIMH NIH HHS T32 MH067564NINDS NIH HHS R00 NS115918NINDS NIH HHS R01 NS021135NINDS NIH HHS T32 NS047987
6 · The paper itself

Abstract

The neurophysiological mechanisms supporting brain maturation are fundamental to attention and memory capacity across the lifespan. Human brain regions develop at different rates, with many regions developing into the third and fourth decades of life. Here, in this preregistered study ( https://osf.io/gsru7 ), we analysed intracranial electroencephalography recordings from widespread brain regions in a large developmental cohort. Using task-based (that is, attention to to-be-remembered visual stimuli) and task-free (resting-state) data from 101 children and adults (5.93-54.00 years, 63 males; n electrodes = 5,691), we mapped aperiodic (1/ƒ-like) activity, a proxy of neural noise, where steeper slopes indicate less noise and flatter slopes indicate more noise. We reveal that aperiodic slopes flatten with age into young adulthood in both association and sensorimotor cortices, challenging models of early sensorimotor development based on brain structure. In the prefrontal cortex (PFC), attentional state modulated age effects, revealing steeper task-based than task-free slopes in adults and the opposite in children, consistent with the development of cognitive control. Age-related differences in task-based slopes also explained age-related gains in memory performance, linking the development of PFC cognitive control to the development of memory. Last, with additional structural imaging measures, we reveal that age-related differences in grey matter volume are similarly associated with aperiodic slopes in association and sensorimotor cortices. Our findings establish developmental trajectories of aperiodic activity in localized brain regions and illuminate the development of PFC control during adolescence in the development of attention and memory.

Indexed as

AttentionBrainPrefrontal CortexAdolescentAdultChildChild, PreschoolElectrocorticographyElectroencephalographyFemaleHumansMaleMemoryMiddle AgedYoung Adult

Identifiers

PMID40670699
PMCPMC12818177

What Socratic holds

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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 Socratic graph.