ArticleBMC endocrine disorders2025
Relationship between tobacco smoking and metabolic syndrome: a Mendelian randomization analysis.
Article in BMC endocrine disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Proteome-wide genetic analyses identify ASGR1 as a potential biomarker linking smoking with ischemic heart disease.Nature cardiovascular research · 2026Article
- Interaction of serum resistin and smoking behavior in predicting depression risk: a sex-sensitive analysis.BMC psychiatry · 2026Article
- Women's Occupational Tobacco Dust Exposure in Indonesia (T-CHARM): Protocol for a Prospective Cohort Study.JMIR research protocols · 2025Article
- The Convergent Immunopathogenesis of Cigarette Smoke Exposure: From Oxidative Stress to Epigenetic Reprogramming in Chronic Disease.International journal of molecular sciences · 2025Review
- Prevalence and determinants of metabolic syndrome among Tehran adults: a cross-sectional analysis from the Tehran cohort study (TeCS).Journal of diabetes and metabolic disorders · 2025Article
- Triglyceride-glucose index and cancer risk: a prospective cohort study in Taiwan.Diabetology & metabolic syndrome · 2025Article
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Authors and funding
6 authors.
Funding
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Abstract
backgroundNumerous epidemiologic observational studies have demonstrated that smokers have an increased risk of developing cardiovascular-related diseases. However, less is known about the causal relationship between tobacco smoking and the metabolic syndrome. This study aimed to determine whether genetically predicted smoking is associated with metabolic syndrome using the Mendelian randomization (MR) approach.
methodsThis paper used individual-level genetic and personal data from the Taiwan Biobank dataset, including 80,072 Han Chinese individuals (15,773 cases of metabolic and 64,299 controls; 21,399 smokers and 58,673 nonsmokers). The literature was searched for smoking-associated single nucleotide polymorphisms (SNPs), and 14 SNPs satisfying MR assumptions were identified and used as instrumental variables. Weighted and unweighted genetic risk scores (GRSs) based on these significant SNPs were derived. MR analyses were performed using the two-stage approach of regression models.
resultsGenetically predicted smoking is associated with a higher risk of metabolic syndrome (odds ratio [OR]: 1.49, 95% CI: 1.47-1.52 per 1 standard deviation increase) for weighted and unweighted GRSs. When Q1 was used as the reference group, the adjusted ORs of metabolic syndrome for Q2, Q3, and Q4 were 1.15 (1.08, 1.22), 2.17 (2.05, 2.30), and 4.23 (3.98, 4.49), respectively, for the weighted GRS. The corresponding ORs for Q2, Q3, and Q4 were 1.16 (1.09, 1.24), 2.17 (2.05, 2.30), and 4.26 (4.02, 4.53), respectively, for the unweighted GRS.
conclusionsGenetic predisposition toward tobacco smoking is strongly associated with a higher likelihood of metabolic syndrome. Further work is warranted to clarify the underlying mechanism of smoking in the development of metabolic syndrome.
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