Intrinsic timescale develops hierarchically from sensorimotor to association cortex in youth and stabilizes in adulthood
18 affiliations
- 1Penn Lifespan Informatics and Neuroimaging Center (PennLINC), Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 2Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 3Lifespans Brain Institute (LiBI), Children’s Hospital of Philadelphia and Penn Medicine, Philadelphia, Pennsylvania, United States of America
- 4Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America
- 5Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 6Department of Electrical & Systems Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 7Department of Physics & Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 8Department of Psychiatry, Washington University School of Medicine in St. Louis, St. Louis, Missouri, United States of America
- 9Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, Missouri, United States of America
- 10Department of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 11Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 12Child Mind Institute, New York, New York, United States of America
- 13Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, Orangeburg, New York, United States of America
- 14Department of Psychiatry, NYU Grossman School of Medicine, New York, New York, United States of America
- 15Department of Psychiatry, Brain Health Institute, Rutgers University, Piscataway, New Jersey, United States of America
- 16Department of Psychology and Center for Brain Science, Harvard University, Cambridge, Massachusetts, United States of America
- 17Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- 18Penn Statistics in Imaging and Visualization Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
Abstract
Intrinsic timescale is a commonly used measure of spontaneous neural dynamics that quantifies the temporal window of processing of neuronal populations. Intrinsic timescale displays a hierarchical cortical organization across multiple species and imaging modalities, with shorter timescales in sensorimotor cortex compared to association cortex. However, less is known about how intrinsic timescale evolves during human brain development and whether its cortical maturation patterns generalize to independent developmental samples. Here we estimate the intrinsic timescale in two independent cross-sectional datasets of youth (HCPD: n = 565; HBN: n = 729; age range 8–22 years) and investigate its neurodevelopmental patterns. We find that developmental patterns in the intrinsic timescale follow a hierarchical pattern that recapitulates an axis spanning sensorimotor to association cortices (S–A axis). Our analysis of an independent healthy young adult dataset (HCPYA: n = 973, age range 22–37 years) underscores the specificity of these developmental findings, suggesting that the intrinsic timescale develops along the S–A axis in youth and stabilizes in adulthood. Together, these results reveal convergence between major axes of cortical organization and development, highlighting intrinsic timescale as a principled marker of hierarchical brain maturation in youth.
Intrinsic timescale reflects the temporal window of neural processing, but how it matures across the human cortex during development remains unclear. This study shows that intrinsic timescale develops hierarchically from sensorimotor to association cortices across youth, recapitulating major cortical organization axes before stabilizing in adulthood.
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BibTeX
@article{shafiei2026intrinsic,
title = {{Intrinsic timescale develops hierarchically from sensorimotor to association cortex in youth and stabilizes in adulthood}},
author = {Golia Shafiei and Joëlle Bagautdinova and Valerie J. Sydnor and Dani S. Bassett and Deanna M. Barch and Matthew Cieslak and Yong Fan and Elizabeth Flook and Alexandre R. Franco and Gregory Kiar and Audrey C. Luo and Michael P. Milham and Linden Parkes and Taylor Salo and Leah H. Somerville and Tien T. Tong and Russell T. Shinohara and Theodore D. Satterthwaite},
journal = {PLOS Biology},
year = {2026},
month = sep,
doi = {10.1371/journal.pbio.3004037},
url = {https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3004037},
note = {CC BY 4.0},
}
RIS
TY - JOUR
TI - Intrinsic timescale develops hierarchically from sensorimotor to association cortex in youth and stabilizes in adulthood
AU - Golia Shafiei
AU - Joëlle Bagautdinova
AU - Valerie J. Sydnor
AU - Dani S. Bassett
AU - Deanna M. Barch
AU - Matthew Cieslak
AU - Yong Fan
AU - Elizabeth Flook
AU - Alexandre R. Franco
AU - Gregory Kiar
AU - Audrey C. Luo
AU - Michael P. Milham
AU - Linden Parkes
AU - Taylor Salo
AU - Leah H. Somerville
AU - Tien T. Tong
AU - Russell T. Shinohara
AU - Theodore D. Satterthwaite
PY - 2026
DA - 2026/09/29
JO - PLOS Biology
DO - 10.1371/journal.pbio.3004037
UR - https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3004037
AB - Intrinsic timescale is a commonly used measure of spontaneous neural dynamics that quantifies the temporal window of processing of neuronal populations. Intrinsic timescale displays a hierarchical cortical organization across multiple species and imaging modalities, with shorter timescales in sensorimotor cortex compared to association cortex. However, less is known about how intrinsic timescale evolves during human brain development and whether its cortical maturation patterns generalize to independent developmental samples. Here we estimate the intrinsic timescale in two independent cross-sectional datasets of youth (HCPD: n = 565; HBN: n = 729; age range 8–22 years) and investigate its neurodevelopmental patterns. We find that developmental patterns in the intrinsic timescale follow a hierarchical pattern that recapitulates an axis spanning sensorimotor to association cortices (S–A axis). Our analysis of an independent healthy young adult dataset (HCPYA: n = 973, age range 22–37 years) underscores the specificity of these developmental findings, suggesting that the intrinsic timescale develops along the S–A axis in youth and stabilizes in adulthood. Together, these results reveal convergence between major axes of cortical organization and development, highlighting intrinsic timescale as a principled marker of hierarchical brain maturation in youth. Intrinsic timescale reflects the temporal window of neural processing, but how it matures across the human cortex during development remains unclear. This study shows that intrinsic timescale develops hierarchically from sensorimotor to association cortices across youth, recapitulating major cortical organization axes before stabilizing in adulthood.
SN - 1545-7885
ER -