Preserved Intrinsic Neural Timescale Organization with Hierarchical Variation in Autism Spectrum Disorder
Yumi ShikauchiiD, Ryuta AokiiD, Takashi ItahashiiD, Masaaki ShimizuiD, Taiga NaoeiD, Tsukasa OkimuraiD, Haruhisa OhtaiD, Ryuichiro HashimotoiD, Motoaki NakamuraiD
Abstract
Intrinsic neural timescales (INTs) index the temporal decay of neural activity and form a cortical hierarchy from fast sensorimotor to slow transmodal regions. Altered INTs have been reported in autism spectrum disorder (ASD), but it remains unclear whether the hierarchical organization is preserved and how individual variability along this hierarchy relates to sensory traits. Using resting-state fMRI from 182 participants (67 ASD, 115 typically developed controls (TDC)), we estimated INT at each cortical vertex from the autocorrelation half-life and averaged these values across four five-minute runs per participant. Vertex-wise INTs were then averaged within predefined cortical parcels and large-scale functional networks for subsequent analyses. The cortical INT hierarchy was preserved in ASD, showing comparable sensorimotor-to-transmodal hierarchy in both groups. However, regions operating at longer timescales showed prolonged INTs in ASD, and such tendency increased systematically along the hierarchy. No vertex, parcel, or network survived correction of multiple comparisons, indicating that observed alterations followed a distributed hierarchical trend rather than a focal pattern. To disentangle group-level differences from inter-individual variability, we next modeled each participants parcel-wise INT profile relative to a TDC-derived group-averaged template. At the individual level, decomposition of INT profiles revealed that global shifts and hierarchical scaling primarily reflected demographic variation (plimarily sex) rather than diagnostic group membership. After accounting for these components, residual deviations from theTDC-derived cortical INT hierarchy showed a modest association with sensory traits characterized by reduced sensory registration. Together, these findings indicate that while the large-scale hierarchical organization of cortical temporal dynamics is largely preserved in ASD, individual-specific deviations from this hierarchy may contribute to variability in sensory experience beyond group-level differences. HighlightsO_LIAcross both autism spectrum disorder (ASD) and typically developed controls (TDC), intrinsic neural timescales (INTs) followed the established sensory cortical hierarchy and showed a negative association with cortical microstructural markers (myelin content and neurite density index), with no group difference in hierarchical slope. C_LIO_LIAt the whole-brain level, the hierarchical organization of INTs was preserved across ASD and TDC, although regions operating at longer timescales exhibited relatively greater extension in ASD. C_LIO_LIGlobal shifts and hierarchical scaling, describing individual positioning within the INT-based cortical hierarchy, were more strongly associated with demographic variation (primarily sex) than with diagnosis. C_LIO_LIAfter accounting for these global and hierarchical components, residual deviations from the INT-based cortical hierarchy were modestly associated with sensory traits characterized by reduced sensory registration. C_LI
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- FWCI
- 4.12
- Field percentile
- top 10%
- Organism
- Assay
- Research Focus
- Approach
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
- Intrinsic Neural Timescales in Autism Spectrum Disorder and Schizophrenia. A Replication and Direct Comparison Study
Lavinia Carmen Uscătescu, Martin Kronbichler, … Michal Assaf·SchizophreniaPeer-reviewed·Mar 30, 2023
- Personalized intrinsic network topography mapping and functional connectivity deficits in Autism Spectrum Disorder
Erin W. Dickie, Stephanie Hope Ameis, … Aristotle N. Voineskos·Biological PsychiatryPeer-reviewed·Mar 18, 2018
- Individualized morphometric-similarity deviations in autism linked to cortical hierarchy and microarchitecture
Makliya Mamat, Yiyong Chen, Lin Li·bioRxiv·Oct 9, 2025
- Altered hierarchical gradients of intrinsic neural timescales in mild cognitive impairment and Alzheimer's disease
Aiying Zhang, Kenneth Wengler, … Alzheimer’s Disease Neuroimaging Initiative·Journal of NeurosciencePeer-reviewed·Apr 24, 2024
- Dysregulation of temporal dynamics of synchronous neural activity in adolescents on autism spectrum
Evie Malaia, Sungwoo Ahn, Leonid L. Rubchinsky·Autism ResearchPeer-reviewed·Nov 8, 2019
- Not Just Noise: Impaired Oscillatory Entrainment Reflects Reduced Temporal Flexibility in Autism
Shlomit Beker, Théo Vanneau, … Sophie Molholm·bioRxiv·Jul 2, 2025