Nature Human BehaviourNeurosciencePeer-reviewed journal article
The development of aperiodic neural activity in the human brain
Zachariah R. CrossiD, Samantha M. GrayiD, Adam J. O. DedeiD, Yessenia M. RiveraiD, Qin YiniD, Parisa VahidiiD, Elias M. B. RauiD, Christopher CyriD, Ania M. HolubeckiiD, Eishi AsanoiD, Jack J. LiniD, Olivia Kim McManusiD, Shifteh SattariD, Ignacio SáeziD, Fady GirgisiD, David King‐StephensiD, Peter B. WeberiD, Kenneth D. LaxeriD, Stephan SchueleiD, Joshua M. RosenowiD, Joyce Y. WuiD, Sandi Karen LamiD, Jeffrey Steven RaskiniD, Edward F. ChangiD, Ammar ShaikhouniiD, , Elizabeth L. JohnsoniD
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 analyzed intracranial EEG (iEEG) recordings from widespread brain regions in a large developmental cohort. Using task-based (i.e., attention 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 = 5691), we mapped aperiodic (1/[f]-like) activity, a proxy of neural noise, with steeper slopes indexing less noise and flatter slopes indexing 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 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 gray 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.
- organism: human
- assay: electronic health records
- research focus: cell-cell communication
- approach: statistical model
- Citations
- 20
- FWCI
- 10.83
- Field percentile
- top 1%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Periodic and Aperiodic Neural Activity Displays Age-Dependent Changes Across Early-to-Middle Childhood
Aron T. Hill, Gillian Maree Clark, … Peter G. Enticott·Developmental Cognitive NeurosciencePeer-reviewed·Jan 22, 2022
- Longitudinal trajectories of aperiodic EEG activity in early to middle childhood
Dashiell D. Sacks, Viviane Valdes, … Michelle Bosquet Enlow·Child DevelopmentPeer-reviewed·Jun 12, 2025
- Aperiodic and Periodic EEG Component Lifespan Trajectories: Monotonic Decrease versus Growth-then-Decline
Min Li, Ying Wang, … Pedro Antonio Valdes-Sosa·bioRxiv·Aug 26, 2025
- Aperiodic EEG and 7T MRSI evidence for maturation of E/I balance supporting the development of working memory through adolescence
Shane D. McKeon, Maria I. Perica, … Beatríz Luna·Developmental Cognitive NeurosciencePeer-reviewed·Apr 1, 2024
- Laminar pattern of adolescent development changes in working memory neuronal activity
Junda Zhu, Benjamin M. Hammond, … Christos Constantinidis·Journal of NeurophysiologyPeer-reviewed·Sep 13, 2023
- Co-Increasing Neuronal Noise and Beta Power in the Developing Brain
Wei He, Thomas Donoghue, … Arjan Hillebrand·bioRxiv·Nov 12, 2019