Evidence map›Paper›PMID 42506351›Full record

ArticleMedical sciences (Basel, Switzerland)2026

Obesity as a Potential Explanatory Factor in the Association Between Socioeconomic Position and Multidimensional Cardiometabolic Risk.

María Teófila Vicente-Herrero, Ángel Arturo López González, Pedro J Tárraga López, Carla Busquets-Cortés, Lluis Rodas Cañellas, José Ignacio Ramírez Manent

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Article in Medical sciences (Basel, Switzerland), 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

6 authors.

María Teófila Vicente-HerreroADEMA University School, University of the Balearic Islands, 07009 Palma, Spain.ORCID 0000-0002-3071-5897
Ángel Arturo López GonzálezADEMA University School, University of the Balearic Islands, 07009 Palma, Spain.ORCID 0000-0002-7439-8117
Pedro J Tárraga LópezFaculty of Medicine of Castilla La Mancha, 02008 Albacete, Spain.ORCID 0000-0002-5222-5784
Carla Busquets-CortésADEMA University School, University of the Balearic Islands, 07009 Palma, Spain.ORCID 0000-0001-9367-2137
Lluis Rodas CañellasADEMA University School, University of the Balearic Islands, 07009 Palma, Spain.ORCID 0009-0006-3848-687X
José Ignacio Ramírez ManentADEMA University School, University of the Balearic Islands, 07009 Palma, Spain.ORCID 0000-0001-6887-4562

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiometabolic diseases are strongly socially patterned, with individuals of lower socioeconomic position experiencing a disproportionate burden of metabolic disorders. Obesity has been proposed as a potential explanatory factor that may partly account for the association between social disadvantage and adverse cardiometabolic profiles. This study aimed to evaluate whether obesity may partly explain the observed associations between socioeconomic position and multiple cardiometabolic outcomes.

methodsA cross-sectional study was conducted in 3108 working-age adults undergoing occupational health examinations in the Balearic Islands, Spain. Socioeconomic position was assessed using educational attainment and occupational category. Cardiometabolic outcomes included obesity, FLI-defined probable steatotic liver disease (FLI ≥ 60), insulin resistance, atherogenic risk, and metabolic syndrome. Multivariable logistic regression models with sequential adjustment were performed. Additional models evaluated attenuation after inclusion of obesity. Mediation analyses were conducted using bootstrapping methods.

resultsA clear socioeconomic gradient was observed across all cardiometabolic outcomes, with higher prevalence among individuals with lower educational attainment (

conclusionsSocioeconomic inequalities in cardiometabolic risk were evident across multiple metabolic domains. Obesity was associated with substantial attenuation of several downstream cardiometabolic associations and may represent an important explanatory factor associated with the observed socioeconomic differences in metabolic health, particularly for estimated steatotic liver disease risk. However, the magnitude of these associations varied across outcomes, and the cross-sectional design precludes causal interpretation. These findings support the importance of addressing obesity within its broader social context as a potential strategy to reduce metabolic health inequalities among employed working-age adults.

Indexed as

Cardiovascular DiseasesMetabolic SyndromeObesityAdultCardiometabolic Risk FactorsCross-Sectional StudiesFatty LiverFemaleHumansLow Socioeconomic StatusMaleMiddle AgedRisk FactorsSocial ClassSocioeconomic Disparities in HealthSocioeconomic Factorscardiometabolic riskfatty liverinsulin resistancemetabolic syndromeobesity

Identifiers

PMID42506351
PMCPMC13413732

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