Microstructural development from 9-14 years: evidence from the ABCD Study
Clare E. PalmeriD, Diliana PechevaiD, John Rehner IverseniD, Donald J. HagleriD, Leo P. SugrueiD, Pierre NedeleciD, Chun Chieh FaniD, Wesley Kurt ThompsoniD, Terry L. JerniganiD, Anders Martin DaleiD
Abstract
During late childhood behavioral changes, such as increased risk-taking and emotional reactivity, have been associated with the maturation of cortico-cortico and cortico-subcortical circuits. Understanding microstructural changes in both white matter and subcortical regions may aid our understanding of how individual differences in these behaviors emerge. Restriction spectrum imaging (RSI) is a framework for modelling diffusion-weighted imaging that decomposes the diffusion signal from a voxel into hindered, restricted, and free compartments. This yields greater specificity than conventional methods of characterizing diffusion. Using RSI, we quantified voxelwise restricted diffusion across the brain and measured age associations in a large sample (n=8,086) from the Adolescent Brain and Cognitive Development (ABCD) study aged 9-14 years. Older participants showed a higher restricted signal fraction across the brain, with the largest associations in subcortical regions, particularly the basal ganglia and ventral diencephalon. Importantly, age associations varied with respect to the cytoarchitecture within white matter fiber tracts and subcortical structures, for example age associations differed across thalamic nuclei. This suggests that age-related changes may map onto specific cell populations or circuits and highlights the utility of voxelwise compared to ROI-wise analyses. Future analyses will aim to understand the relevance of this microstructural developmental for behavioral outcomes.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 73
- FWCI
- 5.15
- Field percentile
- top 3%
- Organism
- Assay
- 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
- Spatially heterogeneous microstructural development within subcortical regions from 9-13 years
Clare E. Palmer, Diliana Pecheva, … Anders Martin Dale·bioRxiv·Jun 4, 2021
- White matter microstructure shows sex differences in late childhood: Evidence from 6,797 children
Katherine E. Lawrence, Zvart Abaryan, … Paul M. Thompson·Human Brain MappingPeer-reviewed·Sep 29, 2022
- Highly replicable multisite patterns of adolescent white matter maturation
Steven L. Meisler, Matthew Cieslak, … Theodore Daniel Satterthwaite·bioRxiv·Apr 19, 2026
- Developmental Ramifications of the Screen Age: Associations between Screen Time and Neural Maturation in a Massive Adolescent Cohort
Alexander S. Atalay, Benjamin T. Newman, T. Jason Druzgal·bioRxiv·Sep 27, 2023
- Developmental Differences in White Matter Microarchitecture in Youth with ADHD: Longitudinal Findings from the ABCD Study
L. Nate Overholtzer, Katherine L. Bottenhorn, … Megan M. Herting·Biological Psychiatry Cognitive Neuroscience and NeuroimagingPeer-reviewed·Jul 1, 2026
- Age associations with cortical and subcortical brain structure in adolescents age 9-17
Diana M. Y. Smith, Alison M. Rigby, … Anders Martin Dale·bioRxiv·Sep 18, 2025