ArticleJournal of translational medicine2023
Association between systemic immune-inflammation index and metabolic syndrome and its components: results from the National Health and Nutrition Examination Survey 2011-2016.
Article in Journal of translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 95 papers, 2 of them syntheses that pooled it.
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95 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Systemic immune-inflammation index as a novel biomarker for metabolic syndrome: A systematic review and meta-analysis.Medicine · 2026Pooled it
- Prevalence of metabolic syndrome in patients with inflammatory bowel disease: a meta-analysis on a global scale.Journal of health, population, and nutrition · 2025Pooled it
- Indices of Systemic Inflammation Are Elevated in Women With Evidence of Metabolic Syndrome After Anterior Cruciate Ligament Reconstruction.Arthroscopy, sports medicine, and rehabilitation · 2026Article
- Adherence to the Mediterranean diet is inversely associated with hematologic inflammatory indices in adults seeking a weight loss dietary program: a cross-sectional study.European journal of nutrition · 2026Article
- Triglyceride-glucose waist-to-height ratio improves risk stratification for depressive symptoms: evidence from NHANES.European archives of psychiatry and clinical neuroscience · 2026Article
- The associations between systemic immune-inflammation index and IgE in children with allergic rhinitis: a case-control study.Pediatric research · 2026Article
- Evaluation of the Relationship Between the Pan-Immune-Inflammation Score and the Systemic Immune-Inflammation Index and Hypertension: A Retrospective Cross-Sectional Study.Journal of clinical medicine · 2026Article
- Association between systemic immune-inflammation index and ICU-acquired infection in critically Ill patients without infection: a competing risks analysis from a retrospective cohort.BMC infectious diseases · 2026Article
- Association Between Serum Copper and Overactive Bladder in Adults: A Cross-Sectional Study.Biological trace element research · 2026Article
- Article
- Association between systemic immune-inflammatory index and circadian syndrome: Data from NHANES 2005 to 2018.Medicine · 2026Article
- Association between the systemic immune-inflammation index and risk of osteoarthritis: a cross-sectional NHANES 2013-2018 study.Clinical rheumatology · 2026Article
- Systemic immune-inflammation (SII) index as a novel prognostic biomarker in critically ill patients with sepsis: analysis of the MIMIC-IV cohort and predictive modeling based on machine learning.BMC infectious diseases · 2026Article
- Analysis of correlated factors of skin pruritus in type 2 diabetes mellitus.BMC endocrine disorders · 2026Observational
- Nutrition and health canteen-based lifestyle intervention: association with weight management, lipid metabolism regulation, and inflammation alleviation in middle-aged adults.Frontiers in nutrition · 2026Article
- Article
- Comparative Predictive Value of Nine Composite Inflammatory Markers for Atrial Fibrillation Recurrence After Catheter Ablation.Journal of inflammation research · 2026Article
- Dietary Inflammatory Index and risk of nonalcoholic fatty liver disease: nonlinear associations, metabolic mediation, and external validation.Frontiers in nutrition · 2026Article
- Association of Exposure to Brominated Flame Retardants with Hyperuricemia: A Mediation Analysis of Inflammatory Factors.Current pharmaceutical design · 2026Article
- Systemic immune-inflammation Index and blood pressure control are independent and interactive predictors of atrial fibrillation recurrence after ablation.Frontiers in cardiovascular medicine · 2026Article
35 more citing papers are in PubMed but not listed here.
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7 authors.
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Abstract
backgroundMetabolic syndrome (MetS), a worldwide public health problem, affects human health and quality of life in a dramatic manner. A growing evidence base suggests that MetS is strongly associated with levels of systemic immune inflammation. The present study aimed to investigate the possible relationship between the systemic immune-inflammation index (SII), a novel inflammatory marker, and MetS to provide data support for effective MetS prevention by reducing the systemic inflammatory response.
methodsWe included adult participants with complete SII and MetS information from the 2011-2016 National Health and Nutrition Examination Survey (NHANES). MetS was defined as using the criteria developed by the Adult Treatment Program III of the National Cholesterol Education Program. The formula for SII was as follows: SII = platelet counts × neutrophil counts/ lymphocyte counts. Weighted linear regression was used to assess differences in variables across SII quartile groups after the SII score was divided into 4 quartiles. The independent interaction between SII and MetS was investigated using weighted multivariate logistic regression analysis and subgroup analysis, and the relationship between SII levels and 5 particular MetS items was further explored in depth.
resultsA total of 12,402 participants, 3,489 of whom were diagnosed with MetS, were included in this study. After correcting for covariates, the results of a logistic regression of multistage weighted complex sampling data revealed that participants with higher SII scores had a higher chance of developing MetS (odds ratio (OR) = 1.33, 95% confidence interval (CI): 1.14-1.55) and that SII levels could be used as an independent risk factor to predict that likelihood of MetS onset. In the Q1-Q4 SII quartile group, the risk of developing MetS was 1.33 times higher in the Q4 group, which had the highest level of systemic immune inflammation than in the Q1 group. After adjusting for all confounding factors, SII scores were found to have a negative correlation with high-density lipoprotein cholesterol (OR = 1.29; 95% CI, 0.99-1.67, P = 0.056) and a significant positive correlation with waist circumference (OR = 2.17; 95% CI, 1.65-2.87, P < 0.001) and blood pressure (BP) (OR = 1.65; 95% CI, 1.20-2.27, P = 0.003). Gender, age, and smoking status were shown to alter the positive association between SII and MetS in subgroup analyses and interaction tests (p for interaction < 0.05). Additionally, we demonstrated a nonlinear correlation between SII and MetS. The findings of the restricted cubic spline indicated that there was an inverted U-shaped association between SII and MetS.
conclusionsOur findings imply that increased SII levels are related to MetS, and SII may be a simple and cost-effective method to identify individuals with MetS. Therefore, protective measures such as early investigation and anti-inflammatory interventions are necessary to reduce the overall incidence of MetS.
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