Evidence map›Paper›PMID 41654748›Full record

ArticleBMC public health2026

Association between obesity and mental health problems among Spanish children aged 9 and 12 years: the ELOIN study.

Honorato Ortiz-Marrón, Gloria Cabañas Pujadas, Ana Gandarillas Grande, María Victoria Martínez Rubio, Eva María Cabrero López, María Teresa Morales San José, Águeda Quadrado Mercadal, Amelia Astray San Martín, María Isabel Careaga González, Marta González Alcón and 2 more

Abstract read
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Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Honorato Ortiz-MarrónDepartment of Non-Communicable Disease Surveillance, General Directorate of Public Health, Community of Madrid, Ministry of Health, Madrid, Spain. ortizmarron@gmail.com.ORCID http://orcid.org/0000-0003-1442-6267
Gloria Cabañas PujadasDepartment of Health, Food Safety and Public Health, Ministry of Health, Madrid, Spain.
Ana Gandarillas GrandeDepartment of Non-Communicable Disease Surveillance, General Directorate of Public Health, Community of Madrid, Ministry of Health, Madrid, Spain.
María Victoria Martínez RubioPaediatrician at Los Fresnos Health Centre, Community of Madrid, Ministry of Health, Torrejón de Ardoz, Spain.
Eva María Cabrero LópezPaediatrician at Adelfas Health Centre, Community of Madrid, Ministry of Health, Madrid, Spain.
María Teresa Morales San JoséPaediatrician at La Paz Rivas Health Centre, Community of Madrid, Ministry of Health, Rivas-Vaciamadrid, Spain.
Águeda Quadrado MercadalPaediatrician at Navas del Rey Health Centre, Community of Madrid, Ministry of Health, Navas del Rey, Spain.
Amelia Astray San MartínPaediatrician at Guadalix de la Sierra Health Centre, Community of Madrid, Ministry of Health, Guadalix de la Sierra, Spain.
María Isabel Careaga GonzálezPrimary care nurse at Doctor Cirajas Health Centre, Community of Madrid, Ministry of Health, Madrid, Spain.
Marta González AlcónPaediatrician at Lavapies Health Centre, Community of Madrid, Ministry of Health, Madrid, Spain.
Isabel Férriz VidalPaediatrician at Valdelasfuentes Health Centre, Community of Madrid, Ministry of Health, Alcobendas, Spain.
Iñaki GalánNational Centre for Epidemiology, Institute of Health Carlos III, Madrid, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundObesity is an important determinant of mental health in the child and adolescent population. In this study, the association between obesity and the development of psychological problems in Spanish children aged 9 and 12 years was examined.

methodsIn this prospective study, 2,473 9-year-old children and 2,119 12-year-olds who participated in the Longitudinal Study of Childhood Obesity (ELOIN) were evaluated. The standardized BMI was calculated from weight and height, and weight status was classified according to the 2007 World Health Organization criteria. Mental health difficulties were assessed using the Strengths and Difficulties Questionnaire (SDQ), which was completed by the parents. BMI and SDQ scores were determined repeatedly at 9 and 12 years of age. Using generalized estimating equations, β coefficients were calculated when analysing the SDQ scores, and odds ratios (ORs) were calculated to estimate mental health risk using Goodman´s British cut-off points.

resultsCompared with participants without obesity, those who had obesity had a higher total score on the SDQ (β coefficient: 1.12 (95% CI: 0.59; 1.64)) and an increased risk of mental health risk (OR: 1.36 (95% CI: 1.09; 1.69)). ORs of 1.48 (95% CI: 1.21; 1.81) for emotional problems, 1.40 (95% CI: 1.15; 1.70) for conduct problems, and 2.25 (95% CI: 1.83; 2.77) for problems with peers were estimated. This association of weight status with mental health difficulties was moderately greater in girls than in boys, although the difference was not statistically significant.

conclusionsChildhood obesity was associated with mental health difficulties, especially emotional symptoms, behavioural problems and relationships with peers. Identifying and responding to these psychological problems should also be an objective in public health policies and procedures for controlling obesity in children.

Indexed as

Mental DisordersPediatric ObesityBody Mass IndexChildFemaleHumansLongitudinal StudiesMaleProspective StudiesSpainSurveys and QuestionnairesChildhood obesityEmotional and behavioural problemsPsychological problemsSDQ

Identifiers

PMID41654748
PMCPMC12977668

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