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Neurodevelopmental and behavioral correlates of household structure independent of socioeconomic status.

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  1. [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

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Overview

Authors: Kaitlynn E Ellis1, Amar Camara1, Camille Archer1, Yulan D Chen1, Antonia N Kaczkurkin1
  1. Department of Psychology, Vanderbilt University, PMB 407817, 2301 Vanderbilt Place, Nashville, TN 37240-7817, United States
Institutions: Vanderbilt University (United States)
Journal: Psychoradiology, volume 6, article kkag022
Dates: received 31 December 2025; accepted 17 May 2026; published online 3 June 2026
Type: Research article · Language: English
License: CC BY-NC
Identifiers: DOI 10.1093/psyrad/kkag022 · PMID 42367722 · PMCID PMC13294820 · OpenAlex W7163343122
Open access: diamond, a free copy (OpenAlex)
Status: code verified
Categories: human (organism), developmental (subfield)
Methods: Statistics, fMRI & imaging
Keywords: household structure, socioeconomic status, family income, parental education, psychopathology, brain structure
Journal subjects: Special issue: Sociodemographic Influences on Brain and Behavior
Topic: Child and Adolescent Psychosocial and Emotional Development (Clinical Psychology, Psychology), according to OpenAlex
Funding: Brain and Behavior Research Foundation (Brain & Behavior Research Foundation); Vanderbilt University Institutional Review Board (IRB #242007)
Citations: not cited yet (Europe PMC); 47 references in the paper

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.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Repository

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VU-BRAINS-lab/Ellis_household-structure_ses

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: files inventoried
Commit: 6d103d0be69163445da0827506f24a20d940fcc1, 21 May 2026
Languages: R (2)
Size: 4 files, 2 scripts
Software Heritage: not archived
Found in: “Data availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Tools: broom (2 files), tidyverse (2 files)
Availability: 1 check, the latest on 27 September 2026: the link answers
  • 27 September 2026: the link answers
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Tracing map

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Data

No dataset and no data link were found in the paper.

Data availability

All code for these analyses can be found at https://github.com/VU-BRAINS-lab/Ellis_household-structure_ses. Data can be obtained by contacting the corresponding author. The study was not preregistered. We report all data exclusions, all manipulations, and all measures in the study.

Reproduced under the paper's license (CC BY-NC), from the paper cited above.

Versions

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Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, pages, dates, 5 authors, 6 keywords, 2 funders, 41 references.

Cite

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://doi.org/10.1093/psyrad/kkag022

BibTeX

@article{ellis2026neurodevelopmental,
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/psyrad/kkag022},
url = {https://doi.org/10.1093/psyrad/kkag022},
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 - 2026/06/03
VL - 6
SP - kkag022
SN - 2634-4416
PB - Oxford University Press
DO - 10.1093/psyrad/kkag022
UR - https://doi.org/10.1093/psyrad/kkag022
LA - en
ER -

CSL-JSON

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