# Cross-Sectional and Longitudinal Assessment of Sociodemographic and Lifestyle Determinants of Metabolic Syndrome and Hypertriglyceridemic Waist Phenotypes in 139,634 Spanish Workers

**Authors:** Joan Obrador de Hevia, Ángel Arturo López-González, José Ignacio Ramírez-Manent, Carla Busquets-Cortés, Pedro Juan Tárraga López, Pere Riutord-Sbert

PMC · DOI: 10.3390/metabo15070474 · Metabolites · 2025-07-14

## TL;DR

This study examines how lifestyle and demographic factors affect metabolic syndrome and a related condition in over 139,000 Spanish workers.

## Contribution

The study provides new insights into the sociodemographic and lifestyle determinants of metabolic syndrome and the hypertriglyceridemic waist phenotype in a large occupational population.

## Key findings

- Male sex, older age, and lower education are linked to higher prevalence of metabolic syndrome and HTGW.
- Unhealthy behaviors like physical inactivity and poor diet increase risk for these conditions.
- The HTGW phenotype's prevalence has increased over time, highlighting its role in identifying high-risk individuals.

## Abstract

Objective: The objective of this study was to analyze the prevalence and key sociodemographic and lifestyle determinants of metabolic syndrome (MetS) and the hypertriglyceridemic waist (HTGW) phenotype in a large occupational cohort. Background: Metabolic syndrome (MetS) and the hypertriglyceridemic waist (HTGW) phenotype, defined as the simultaneous presence of elevated waist circumference and high triglyceride levels, are major predictors of cardiometabolic morbidity and mortality. Despite their clinical relevance, data on their distribution and determinants in large occupational populations remain limited. Methods: A cross-sectional analysis was conducted on 139,634 employed adults (56,352 women and 83,282 men) across Spain, based on standardized clinical evaluations and validated questionnaires assessing physical activity, diet, smoking, alcohol consumption, education, and occupational class. Logistic regression models were used to estimate associations with MetS and HTGW. A longitudinal subsample of 40,431 individuals was followed over a 10-year period (2009–2019) to assess trends in metabolic risk phenotypes. Results: Male sex, older age, lower educational attainment, and unhealthy lifestyle behaviors were associated with a higher prevalence of both MetS and the HTGW phenotype. Physical inactivity, low adherence to the Mediterranean diet, and alcohol consumption were significantly associated with increased risk. The HTGW phenotype proved useful in identifying high-risk individuals, with a steadily increasing prevalence over time. Conclusions: Sociodemographic disparities and modifiable lifestyle factors significantly influence the prevalence and progression of MetS and HTGW in the Spanish workforce. Preventive strategies should emphasize early workplace screening, promotion of healthy behaviors, and reduction in educational and socioeconomic inequalities to mitigate cardiometabolic risk.

## Linked entities

- **Diseases:** metabolic syndrome (MONDO:0000816)

## Full-text entities

- **Diseases:** MetS (MESH:D024821), HTGW (MESH:D064250)
- **Chemicals:** triglyceride (MESH:D014280), alcohol (MESH:D000438)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12298749/full.md

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Source: https://tomesphere.com/paper/PMC12298749