ArticleNature communications2022
Dissociable multi-scale patterns of development in personalized brain networks.
Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 62 papers.
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.
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.
Who cites it
62 citing papers in PubMed.
- Human cortex organizes dynamic co-fluctuations along the sensorimotor-association axis.Nature communications · 2026Article
- Early Adversity Selectively Reshapes the Somato-Cognitive Action Network in the Developing Brain.bioRxiv : the preprint server for biology · 2026Article
- Developmental variation in basal ganglia tissue iron, neurocognitive functioning, and impulsivity is associated with substance use trajectories in youth.Nature communications · 2026Article
- Longitudinal Study of Adolescent Brain Connectivity Development Using Sign-Aware Graph Theory Metrics.Human brain mapping · 2026Article
- Mapping the spatiotemporal continuum of structural connectivity development across the human connectome in youth.Nature communications · 2026Article
- Mapping Individualized Developmental Imbalance in Youth and Its Association with Psychopathology.bioRxiv : the preprint server for biology · 2026Article
- White matter reflects the childhood exposome.bioRxiv : the preprint server for biology · 2026Article
- Spatiotemporal dynamics of the human cortical functional hierarchy across the lifespan.Nature communications · 2026Article
- Two axes of white matter development.Nature communications · 2026Article
- Spatial heterogeneity and subtypes of functional connectivity development in youth.Nature communications · 2026Article
- Lysergic acid diethylamide-derived excitatory/inhibitory ratio change enhances global synchrony in functional brain dynamics.PLoS computational biology · 2025Article
- Mirror effect of genomic deletions and duplications on cognitive ability across the human cerebral cortex.Research square · 2025Article
- Mirror effect of genomic deletions and duplications on cognitive ability across the human cerebral cortex.bioRxiv : the preprint server for biology · 2025Article
- Developmental variation in dopamine neurobiology, neurocognitive functioning, and impulsivity shape substance use trajectories in youth.bioRxiv : the preprint server for biology · 2025Article
- Article
- Krakencoder: a unified brain connectome translation and fusion tool.Nature methods · 2025Article
- Somatomotor Disconnection Links Sleep Duration With Socioeconomic Context, Screen Time, Cognition, and Psychopathology.Biological psychiatry global open science · 2025Article
- Article
- Integrative Single-Cell Transcriptomics and Network Modeling Reveal Modular Regulators of Sheep Zygotic Genome Activation.Biology · 2025Article
- Age and Alzheimer's disease affect functional connectivity along separate axes of functional brain organization.bioRxiv : the preprint server for biology · 2025Article
2 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
23 authors.
Funding
Abstract
The brain is organized into networks at multiple resolutions, or scales, yet studies of functional network development typically focus on a single scale. Here, we derive personalized functional networks across 29 scales in a large sample of youths (n = 693, ages 8-23 years) to identify multi-scale patterns of network re-organization related to neurocognitive development. We found that developmental shifts in inter-network coupling reflect and strengthen a functional hierarchy of cortical organization. Furthermore, we observed that scale-dependent effects were present in lower-order, unimodal networks, but not higher-order, transmodal networks. Finally, we found that network maturation had clear behavioral relevance: the development of coupling in unimodal and transmodal networks are dissociably related to the emergence of executive function. These results suggest that the development of functional brain networks align with and refine a hierarchy linked to cognition.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.