Neurodevelopmental and behavioral correlates of household structure independent of socioeconomic status.
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- [1] § Method › Data analysis › Neurostructural analyses ↔ Dataprep_household_structure.R, lines 285–371 · score 0.58 · quality control, MRI, clustered, demographics, modeling, ABCD
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R · 371 lines · 10 KB · no license · 1 match
Dataprep_household_structure.R at commit 6d103d0, no license · at the source
Overview
Abstract
Introduction: Parental socioeconomic status (SES) is associated with children’s brain development and mental health but does not fully capture variation in caregiving environments. Household structure, including the number of caregivers in the home, may also shape children’s experiences through differences in supervision, support, and daily demands. Because household structure and SES are closely linked, it remains unclear whether differences in child outcomes reflect economic conditions, caregiving context, or both. This study examined whether household structure is associated with psychopathology symptoms and brain structure after accounting for SES.
Methods: Participants included 7890 children (ages 9–10) from the Adolescent Brain Cognitive Development Study living in households with one or two caregivers. Associations between household structure, psychopathology, and gray matter volume were examined while controlling for age, sex, site, family income, and parental education. Sensitivity analyses included additional caregiving and mental health factors. Mediation analyses tested whether total cortical and subcortical volumes were associated with the relationship between household structure and psychopathology. For all analyses, multiple comparisons were controlled using false discovery rate correction.
Results: Households with two caregivers had, on average, higher income and parental education. After adjustment for SES and covariates, differences were observed in externalizing behaviors and attention-related symptoms. Small but widespread differences in regional brain volumes were also observed and remained robust in sensitivity analyses. Total cortical and subcortical volumes were associated with both household structure and behavioral outcomes, with small but significant indirect effects indicating significant mediation.
Discussion: Although effect sizes were small, findings suggest that aspects of caregiving context captured by household structure are associated with child development above and beyond SES. Brain structure differences may represent one pathway linking caregiving context to behavioral outcomes, though effects were modest. Further work is needed to identify specific, modifiable processes underlying these associations.
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VU-BRAINS-lab/Ellis_household-structure_ses
6d103d0be69163445da0827506f24a20d940fcc1, 21 May 2026Availability: 1 check, the latest on 27 September 2026: the link answers
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tructure.R — R, 143 lines, shown from its source
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This paper
Ellis, K. E., Camara, A., Archer, C., Chen, Y. D., & Kaczkurkin, A. N. (2026). Neurodevelopmental and behavioral correlates of household structure independent of socioeconomic status. Psychoradiology, 6, kkag022. https://
BibTeX
@article{ellis2026neurod
author = {Ellis, Kaitlynn E and Camara, Amar and Archer, Camille and Chen, Yulan D and Kaczkurkin, Antonia N},
title = {{Neurodevelopmental and behavioral correlates of household structure independent of socioeconomic status}},
journal = {Psychoradiology},
year = {2026},
month = jun,
volume = {6},
pages = {kkag022},
publisher = {Oxford University Press},
issn = {2634-4416},
doi = {10.1093/
url = {https://
pmid = {42367722},
pmcid = {PMC13294820}
}
RIS
TY - JOUR
AU - Ellis, Kaitlynn E
AU - Camara, Amar
AU - Archer, Camille
AU - Chen, Yulan D
AU - Kaczkurkin, Antonia N
TI - Neurodevelopmental and behavioral correlates of household structure independent of socioeconomic status
T2 - Psychoradiology
J2 - Psychoradiology
PY - 2026
DA - 2026/
VL - 6
SP - kkag022
SN - 2634-4416
PB - Oxford University Press
DO - 10.1093/
UR - https://
LA - en
ER -
CSL-JSON
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