ArticleFrontiers in cardiovascular medicine2022
Varicose Veins and Risk of Venous Thromboembolic Diseases: A Two-Sample-Based Mendelian Randomization Study.
Article in Frontiers in cardiovascular medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 21 citations in OpenAlex.
- Venous Thromboembolism Occurrence in the Setting of Nexplanon Insertion with Multiple Risk Factors: A Case Report.Healthcare (Basel, Switzerland) · 2025Article
- Molecular Signatures Related to Inflammation and Angiogenesis in Patients with Lower Extremity Artery Disease, Abdominal Aortic Aneurysm, and Varicose Veins: Shared and Distinct Pathways.International journal of molecular sciences · 2025Article
- Article
- Causal role of immune cells in varicose veins: insights from a Mendelian randomization study.Scientific reports · 2025Article
- Does Surgical Treatment of Varicose Veins Prior to Total Knee Arthroplasty Decrease Rates of Postoperative Venous Thromboembolism? A Matched Cohort Study.Journal of orthopaedics · 2025Article
- Increased risk of deep vein thrombosis, pulmonary embolism, and all-cause mortality in chronic venous disorder: a large-scale retrospective cohort study.Frontiers in medicine · 2025Article
- The Roles of Oxidative Stress and Red Blood Cells in the Pathology of the Varicose Vein.International journal of molecular sciences · 2024Review
- Sex hormone-binding globulin exerts sex-related causal effects on lower extremity varicose veins: evidence from gender-stratified Mendelian randomization.Frontiers in endocrinology · 2023Article
- Immune-mediated inflammatory diseases and risk of venous thromboembolism: A Mendelian randomization study.Frontiers in immunology · 2022Article
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
Background: Varicose veins are found to be associated with increased risk of venous thromboembolism (VTE) in many observational studies, but whether varicose veins are causally associated with VTE remains unclear. Therefore, we used a series of Mendelian randomization (MR) methods to investigate that association. Methods: 23 independent single-nucleotide polymorphisms (SNPs) for varicose veins were obtained from the Pan UK Biobank analysis. The outcomes datasets for deep vein thrombosis (DVT), pulmonary embolism (PE) and venous thromboembolism (VTE) were obtained from the FinnGen study. Before analysis, body mass index (BMI) and height were included as confounders in our MR model. Basic MR [inverse-variance weighted (IVW), weight-median, penalized weighted-median and MR-Egger methods] and MR-PRESSO were performed against each outcome using the whole SNPs and SNPs after excluding those associated with confounders. If causal associations were suggested for any outcome, a basic MR validation analysis, a multivariable MR analysis with BMI and height, a Causal Analysis Using Summary Effect estimates (CAUSE), and a two-step MR analysis with BMI and height, would follow. Results: Using 21 qualified SNPs, the IVW method (OR: 1.173, 95% CI: 1.070-1.286, Conclusion: Genetically predicted varicose veins may have a causal effect on DVT and may be one of the mediators of obesity and taller height that predispose to DVT.
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