Observational studyNutrients2023
Influence of Sociodemographic Variables and Healthy Habits on the Values of Insulin Resistance Indicators in 386,924 Spanish Workers.
Observational study in Nutrients, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.
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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.
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Who cites it
36 citing papers in PubMed, 14 citations in OpenAlex.
- Lifestyle and Psychosocial Determinants of Type 2 Diabetes Risk Across Adulthood: The Role of Burnout in a Large Occupational Cohort.Medical sciences (Basel, Switzerland) · 2026Article
- Technostress and Insulin Resistance Risk: A Cross-Sectional Analysis of 104,175 Spanish Workers Using TyG, TyG-BMI, METS-IR, and SPISE Indices.Medical sciences (Basel, Switzerland) · 2026Article
- Healthy Lifestyle Behaviors and Technostress: A Combined Lifestyle Score Analysis in 104,175 Spanish Workers.Nutrients · 2026Article
- Insomnia as an Independent Behavioral Correlate of Estimated Type 2 Diabetes Risk: Evidence from Three Validated Risk Assessment Scales.Rambam Maimonides medical journal · 2026Article
- Obesity as a Potential Explanatory Factor in the Association Between Socioeconomic Position and Multidimensional Cardiometabolic Risk.Medical sciences (Basel, Switzerland) · 2026Article
- Normal-Weight Obesity and Hidden Cardiometabolic Risk in Young Adults: Implications Beyond BMI-Based Classification.Medical sciences (Basel, Switzerland) · 2026Article
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- Physical activity, sedentary behaviour, and anthropometric profiles in women with and without insulin resistance: a cross-sectional study.BMC women's health · 2026Article
- Purpose in Life and Estimated Type 2 Diabetes Risk: Cross-Sectional Associations Across Three Validated Risk Scores in 93,077 Spanish Working Adults.Medical sciences (Basel, Switzerland) · 2026Article
- Comparative Utility of Body Fat and Visceral Fat Measured by Bioimpedance Versus BMI and Waist Circumference in Predicting Elevated Cardiovascular Risk Scores.Sisli Etfal Hastanesi tip bulteni · 2026Article
- Interplay of Lifestyle Social Determinants and Isolation in the Risk of Metabolic Syndrome Among Spanish Workers.Cureus · 2026Article
- Work engagement and its association with obesity and lifestyle factors in a large working population: a sex-stratified analysis.AIMS public health · 2026Article
- High triglyceride-glucose index is associated with diabetes mellitus in people with HIV in Southwest China.AIDS (London, England) · 2025Article
- Associations of Sociodemographic Factors, Lifestyle Habits, and Insomnia Severity with Obesity Indices in Spanish Workers: Sex-Specific Differences.Medical sciences (Basel, Switzerland) · 2025Article
- Sociodemographic, Lifestyle, and Social Isolation Correlates of TyG, METS-IR, and SPISE-IR Scores in a Large Spanish Working Population.Medical sciences (Basel, Switzerland) · 2025Article
- Multidimensional Determinants of Obesity: The Role of Life Purpose, Sociodemographics, and Health Habits Across Four Adiposity Scales in a Large Occupational Cohort.Medical sciences (Basel, Switzerland) · 2025Article
- Association of Shift Work, Health Behaviors, and Socioeconomic Status with Diabesity in over 53,000 Spanish Employees.Journal of clinical medicine · 2025Article
- Sociodemographic Factors, Healthy Habits, and Quality of Life in Relation to Insulin Resistance Risk in a Large Cohort of Spanish Workers.Medical sciences (Basel, Switzerland) · 2025Article
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Corrections and comments
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundInsulin resistance (IR) is an alteration of the action of insulin in cells, which do not respond adequately to this action, leading to an increase in blood glucose levels. IR produces a very diverse clinical picture and increases the cardiometabolic risk of the population that suffers from it. Among the factors that influence IR are genetics, unhealthy lifestyle habits, overweight, and obesity. The objective of this work was to determine how different sociodemographic variables and healthy habits influence the values of different scales that assess the risk of presenting IR in a group of Spanish workers.
methodsAn observational, cross-sectional, descriptive study was carried out in 386,924 workers from different Spanish regions. Different sociodemographic variables and lifestyle habits were studied (age, social class, educational level, smoking, Mediterranean diet, physical exercise) along with their association with four scales to evaluate the risk of insulin resistance (TyG index, TyG-BMI, METS-IR, TG/HDL-c). To analyse the quantitative variables, Student's
resultsIn the multivariate analysis, all variables, except educational level, increased the risk of presenting high values on the IR risk scales, especially a sedentary lifestyle and low adherence to the Mediterranean diet.
conclusionsOur results demonstrate an association between the practice of regular physical exercise and a reduction in the risk of IR; a strong role of the Mediterranean diet as a protective factor for IR; an association between aging and increased IR, which has also been suggested in other studies; and, finally, a relationship between a low socioeconomic level and an increase in IR.
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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 Socratic graph.