ArticlePNAS nexus2024
Socioeconomic resources in youth are linked to divergent patterns of network integration/segregation across the brain's transmodal axis.
Article in PNAS nexus, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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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.
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Who cites it
11 citing papers in PubMed.
- Effects of adverse childhood experiences on behavior in adolescence: Insights from brain imaging and genetic risk.Developmental cognitive neuroscience · 2026Article
- Multivariate environmental exposures are reflected in whole-brain functional connectivity and cognition in youth.Developmental cognitive neuroscience · 2026Article
- Cognitive and affective neurodevelopment in youth exposed to deprivation and threat.bioRxiv : the preprint server for biology · 2026Article
- Investigating hierarchical critical periods in human neurodevelopment.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026Review
- Somatomotor Disconnection Links Sleep Duration With Socioeconomic Context, Screen Time, Cognition, and Psychopathology.Biological psychiatry global open science · 2025Article
- Assessing neurocognitive maturation in early adolescence based on baby and adult functional brain landscapes.Developmental cognitive neuroscience · 2025Article
- Regional, but not brain-wide, graph theoretic measures are robustly and reproducibly linked to general cognitive ability.Cerebral cortex (New York, N.Y. : 1991) · 2025Article
- Functional Brain Connectivity Predictors of Prospective Substance Use Initiation and Their Environmental Correlates.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2025Article
- Assessing neurocognitive maturation in early adolescence based on baby and adult functional brain landscapes.bioRxiv : the preprint server for biology · 2024Article
- A sensorimotor-association axis of thalamocortical connection development.bioRxiv : the preprint server for biology · 2024Article
- Functional brain connectivity predictors of prospective substance use initiation and their environmental correlates.medRxiv : the preprint server for health sciences · 2024Article
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Authors and funding
10 authors.
Funding
Abstract
Socioeconomic resources (SER) calibrate the developing brain to the current context, which can confer or attenuate risk for psychopathology across the lifespan. Recent multivariate work indicates that SER levels powerfully relate to intrinsic functional connectivity patterns across the entire brain. Nevertheless, the neuroscientific meaning of these widespread neural differences remains poorly understood, despite its translational promise for early risk identification, targeted intervention, and policy reform. In the present study, we leverage graph theory to precisely characterize multivariate and univariate associations between SER across household and neighborhood contexts and the intrinsic functional architecture of brain regions in 5,821 youth (9-10 years) from the Adolescent Brain Cognitive Development Study. First, we establish that decomposing the brain into profiles of integration and segregation captures more than half of the multivariate association between SER and functional connectivity with greater parsimony (100-fold reduction in number of features) and interpretability. Second, we show that the topological effects of SER are not uniform across the brain; rather, higher SER levels are associated with greater integration of somatomotor and subcortical systems, but greater segregation of default mode, orbitofrontal, and cerebellar systems. Finally, we demonstrate that topological associations with SER are spatially patterned along the unimodal-transmodal gradient of brain organization. These findings provide critical interpretive context for the established and widespread associations between SER and brain organization. This study highlights both higher-order and somatomotor networks that are differentially implicated in environmental stress, disadvantage, and opportunity in youth.
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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 Socratic graph.