ArticleJAMA network open2023
Bidirectional Associations Between Adiposity and Cognitive Function and Mediation by Brain Morphology in the ABCD Study.
Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 16 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
16 citing papers in PubMed.
- Effects of obesity on brain health and cognition.Nature reviews. Neurology · 2026Review
- Weight gain and brain development in the ABCD study cohort: A decade of insight and the road ahead.Developmental cognitive neuroscience · 2026Review
- Longitudinal Central Adiposity Accumulation is Associated with Cortical Alteration and Impaired Cognitive Function in Adolescents.medRxiv : the preprint server for health sciences · 2026Article
- Physical-Digital and social-nonsocial extracurricular engagement: differential effects on brain development and psychological outcomes in children.Translational psychiatry · 2026Article
- Sex Differences in the Association Between Body Composition and Cognitive Performance in Adolescents With Type 1 Diabetes.Diabetes/metabolism research and reviews · 2026Observational
- Obesity Was Associated With Learning Disabilities in Children and Adolescents Living in the USA.Acta paediatrica (Oslo, Norway : 1992) · 2025Article
- Structural and Functional Brain Changes in Children and Adolescents With Obesity.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Review
- Fitness, Weight Status and Executive Functions in Adolescents: A Cluster Analysis.Scandinavian journal of medicine & science in sports · 2025Article
- A central role of nutrition in cognitive function among primary school children: a cross-sectional analysis.BMC nutrition · 2025Article
- The dual burden of obesity: decoding metabolism and female reproductive endocrinology.Frontiers in physiology · 2025Review
- Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis.Frontiers in endocrinology · 2025Article
- A Narrative Review on the Neurocognitive Profiles in Eating Disorders and Higher Weight Individuals: Insights for Targeted Interventions.Nutrients · 2024Review
- Hunger, Satiety, and Their Vulnerabilities.Nutrients · 2024Review
- Errors in Units.JAMA network open · 2023Article
- Screen media activity in youth: A critical review of mental health and neuroscience findings.Journal of mood and anxiety disorders · 2023Article
- The interconnection between obesity and executive function in adolescence: The role of the gut microbiome.Neuroscience and biobehavioral reviews · 2023Review
Corrections and comments
- Erratum issuedErrors in Units.2023
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: Most epidemiologic studies examine the brain as an outcome in relation to adiposity (ie, the brain-as-outcome perspective), but it is also a potential risk factor associated with adiposity accumulation over time (ie, the brain-as-risk factor perspective). The bidirectionality hypothesis has not been fully explored in adolescent samples previously. Objective: To assess bidirectional associations between adiposity and cognitive function in youth and test mediational pathways through brain morphology (specifically the lateral prefrontal cortex [LPFC]), lifestyle behaviors, and blood pressure. Design, Setting, and Participants: This cohort study uses data (wave 1-3; 2 years of follow-up) from the Adolescent Brain Cognitive Development (ABCD) Study, a long-term longitudinal investigation of brain development in the United States launched in 2015, which recruited 11 878 children aged 9 to 10 years at inception. Data analysis was performed from August 2021 to June 2022. Main Outcomes and Measures: Multivariate multivariable regression analyses were used to assess bidirectional associations of indicators of cognitive function (eg, executive function, processing speed, episodic memory, receptive vocabulary and reading skills) and adiposity (eg, body mass index z scores [zBMI] and waist circumference [WC]). Mediators considered for this investigation were lifestyle variables (eg, diet and physical activity), blood pressure, and the morphology of the LPFC and its subregions. Results: A total of 11 103 individuals (mean [SD] age, 9.91 [0.6] years; 5307 females [48%]; 8293 White individuals [75%] and 2264 Hispanic individuals [21%]) were included in the current study. Multivariate multivariable regression analyses revealed that higher baseline zBMI and WC were associated with worse follow-up episodic memory (β, -0.04; 95% CI, -0.07 to -0.01) and better vocabulary (β, 0.03; 95% CI, 0.002 to 0.06) task performance, in covariate adjusted models. Similarly, superior baseline executive function (zBMI: β, -0.03; 95% CI, -0.06 to -0.01; WC: β, -0.04; 95% CI, -0.07 to -0.01) and episodic memory (zBMI: β, -0.04; 95% CI, -0.07 to -0.02; WC: β, -0.03; 95% CI, -0.06 to -0.002) task performance were associated with better follow-up adiposity status in covariate adjusted models. Cross-lagged panel models with latent variable modeling had a bidirectional association with executive function task performance (brain-as-outcome: β, -0.02; 95% CI, -0.05 to -0.001; brain-as-risk factor: β, -0.01; 95% CI, -0.02 to -0.003). The hypothesized associations were statistically mediated by LPFC volume and thickness, physical activity, and blood pressure. Conclusions and Relevance: In this cohort study, executive function and episodic memory were bidirectionally associated with adiposity indices over time in this adolescent sample. These findings suggest that the brain can be both a risk factor and an outcome of adiposity; this complex bidirectional association should be taken into account in future research and clinical practice.
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.