Sociodemographic, Lifestyle, and Quality of Life Determinants of Atherogenic Risk: A Cross-Sectional Study in a Large Cohort of Spanish Workers

<b>Background:</b> Atherosclerosis is a leading cause of cardiovascular morbidity and mortality worldwide. Although lipid-derived atherogenic indices are widely used for cardiovascular risk assessment, their relationship with sociodemographic factors, lifestyle behaviors, and health-related quality of life (HRQoL) in occupational populations remains insufficiently explored. This study aimed to evaluate the association between atherogenic risk, measured by total cholesterol/high-density lipoprotein cholesterol (TC/HDL-c), low-density lipoprotein cholesterol/high-density lipoprotein cholesterol (LDL-c/HDL-c), triglyceride/high-density lipoprotein cholesterol (TG/HDL-c), and atherogenic dyslipidemia (AD) and sociodemographic, lifestyle, and HRQoL variables in a large cohort of Spanish workers. <b>Methods:</b> We conducted a cross-sectional analysis of 100,014 Spanish workers aged 18-69 years, of whom 39.9% were women, with a mean age of 38.2 years (SD 10.2 or IQR) and 38.9 years (SD 10.3 or IQR) for men, during the health examinations carried out between 2021 and 2024. Sociodemographic variables included sex, age group, and occupational social class. Lifestyle factors comprised smoking status, adherence to the Mediterranean diet (MEDAS score), and physical activity (IPAQ categories). HRQoL was assessed using the 12-item Short Form Survey (SF-12), stratified into good vs. poor categories. Logistic regression models were applied to estimate odds ratios (OR) and 95% confidence intervals (CI) for moderate-to-high atherogenic risk across indices, adjusting for potential confounders. <b>Results:</b> Men exhibited a lower likelihood of moderate-to-high TC/HDL-c and LDL-c/HDL-c but a markedly higher probability of elevated TG/HDL-c and AD compared to women (OR range: 0.42-3.67, <i>p</i> < 0.001). A clear age-related gradient was observed across all indices, with participants aged 60-69 showing the highest risk (OR range: 2.28-7.84, <i>p</i> < 0.001). Lower social class, smoking, physical inactivity, poor diet, and poor SF-12 scores were significantly associated with increased atherogenic risk, with physical inactivity (OR up to 8.61) and poor diet (OR up to 4.98) emerging as the strongest predictors. <b>Conclusions:</b> Atherogenic risk in this large working cohort is strongly influenced by both traditional cardiovascular risk factors and HRQoL. Integrating lifestyle modification and quality-of-life improvement strategies into workplace health programs could substantially reduce the atherogenic burden. Longitudinal research is needed to confirm these associations and guide targeted interventions.

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Journal
Journal of Clinical Medicine
Published
2025-09-28
DOI
https://doi.org/10.3390/jcm14196876
Primary Topic
Cardiovascular Health and Risk Factors
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article
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article

Sociodemographic, Lifestyle, and Quality of Life Determinants of Atherogenic Risk: A Cross-Sectional Study in a Large Cohort of Spanish Workers

Carla Busquets-Cortés, José Ignacio Ramírez‐Manent, J. Miquel, Ángel Arturo López‐González et al.
Journal of Clinical Medicine
Cardiovascular Health and Risk Factors
article

Sociodemographic, Lifestyle, and Quality of Life Determinants of Atherogenic Risk: A Cross-Sectional Study in a Large Cohort of Spanish Workers

Carla Busquets-Cortés, José Ignacio Ramírez‐Manent, J. Miquel, Ángel Arturo López‐González, Pere Riutord Sbert, Pedro Juan Tárraga López, María Dolores Marzoa Jansana
article en

Abstract

<b>Background:</b> Atherosclerosis is a leading cause of cardiovascular morbidity and mortality worldwide. Although lipid-derived atherogenic indices are widely used for cardiovascular risk assessment, their relationship with sociodemographic factors, lifestyle behaviors, and health-related quality of life (HRQoL) in occupational populations remains insufficiently explored. This study aimed to evaluate the association between atherogenic risk, measured by total cholesterol/high-density lipoprotein cholesterol (TC/HDL-c), low-density lipoprotein cholesterol/high-density lipoprotein cholesterol (LDL-c/HDL-c), triglyceride/high-density lipoprotein cholesterol (TG/HDL-c), and atherogenic dyslipidemia (AD) and sociodemographic, lifestyle, and HRQoL variables in a large cohort of Spanish workers. <b>Methods:</b> We conducted a cross-sectional analysis of 100,014 Spanish workers aged 18-69 years, of whom 39.9% were women, with a mean age of 38.2 years (SD 10.2 or IQR) and 38.9 years (SD 10.3 or IQR) for men, during the health examinations carried out between 2021 and 2024. Sociodemographic variables included sex, age group, and occupational social class. Lifestyle factors comprised smoking status, adherence to the Mediterranean diet (MEDAS score), and physical activity (IPAQ categories). HRQoL was assessed using the 12-item Short Form Survey (SF-12), stratified into good vs. poor categories. Logistic regression models were applied to estimate odds ratios (OR) and 95% confidence intervals (CI) for moderate-to-high atherogenic risk across indices, adjusting for potential confounders. <b>Results:</b> Men exhibited a lower likelihood of moderate-to-high TC/HDL-c and LDL-c/HDL-c but a markedly higher probability of elevated TG/HDL-c and AD compared to women (OR range: 0.42-3.67, <i>p</i> < 0.001). A clear age-related gradient was observed across all indices, with participants aged 60-69 showing the highest risk (OR range: 2.28-7.84, <i>p</i> < 0.001). Lower social class, smoking, physical inactivity, poor diet, and poor SF-12 scores were significantly associated with increased atherogenic risk, with physical inactivity (OR up to 8.61) and poor diet (OR up to 4.98) emerging as the strongest predictors. <b>Conclusions:</b> Atherogenic risk in this large working cohort is strongly influenced by both traditional cardiovascular risk factors and HRQoL. Integrating lifestyle modification and quality-of-life improvement strategies into workplace health programs could substantially reduce the atherogenic burden. Longitudinal research is needed to confirm these associations and guide targeted interventions.

Journal of Clinical MedicineVol. 14(19)
Health Research Institute of the Balearic Islands (ES), Research Institute of Health Sciences (ES), Universitat de les Illes Balears (ES), University of Castilla-La Mancha (ES)
Openalex Percentile: Top 59%
Cardiovascular Health and Risk Factors
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