Metformin Use, Inflammatory Markers, and Mortality in U.S. Adults with Type 2 Diabetes: A Nationally Representative Cohort Study Using NHANES 2013-2018
Chen, Y.; Guan, J.; Wang, Y.; Xu, Y.; Sun, H.
Show abstract
Metformin has been linked to mortality benefits in type 2 diabetes that may extend beyond glycemic control, but population-level evidence connecting these benefits to inflammation-related pathways remains limited. Using NHANES 2013-2018 data with mortality follow-up through 2019, we examined associations between metformin use and four inflammatory markers, including neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), serum albumin, and high-sensitivity C-reactive protein (hs-CRP), and evaluated their relevance to all-cause and cardiovascular mortality. Among 2,122 adults with self-reported diabetes (60% metformin users; 2,116 with valid mortality follow-up), survey-weighted linear regression adjusted for demographic, socioeconomic, and metabolic covariates showed metformin use was associated with lower NLR ({beta} = - 0.35; 95% CI -0.57, -0.14), lower MLR ({beta} = -0.04; 95% CI -0.06, -0.02), and higher serum albumin ({beta} = +0.11 g/dL; 95% CI 0.06, 0.16); the hs-CRP association was directionally consistent but not significant. Associations for NLR and MLR were essentially unchanged after BMI and HbA1c adjustment, remained robust in an active comparator analysis against sulfonylurea monotherapy, and were consistent across propensity score and overlap weighting sensitivity analyses. Survey-weighted Cox regression linked metformin to lower all-cause (HR 0.64; 95% CI 0.48, 0.86) and cardiovascular mortality (HR 0.49; 95% CI 0.26, 0.94). NLR was independently associated with all-cause mortality, with the highest tertile carrying nearly twice the hazard of the lowest, and inclusion of NLR or MLR modestly attenuated the metformin-mortality association. Metformin use is associated with a distinct cellular immune-inflammation profile in adults with type 2 diabetes, supporting further investigation of non-glycemic pathways relevant to its long-recognized clinical benefits.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cardiovascular autonomic dysfunction precedes cardiovascular disease and all-cause mortality: 11-year follow-up of the ADDITION-PRO study 93%
- Comparative Effects of Weight Loss and Incretin-Based Therapies on Endothelial Vasodilatory and Fibrinolytic Function 93%
- Heterogeneity of Treatment Effects Across Nine Glucose-Lowering Drug Classes in Type 2 Diabetes: Extension of the LEGEND-T2DM Network Study 93%
Similar papers in this journal
- Depression, diabetes, their comorbidity and all-cause and cause-specific mortality: a prospective cohort study 94%
- Birth weight, BMI in adulthood and latent autoimmune diabetes in adults: A Mendelian randomization study 93%
- Discovery of biomarkers for glycaemic deterioration before and after the onset of type 2 diabetes: an overview of the data from the epidemiological studies within the IMI DIRECT Consortium 92%
Similar papers in this journal
- Prediabetes as a risk factor for all-cause and cause-specific mortality: a prospective analysis of 115,919 adults without diabetes in Mexico City 95%
- The relationships between MASLD, extrahepatic multimorbidity and all-cause mortality in UK Biobank cohort 94%
- Biomarkers of insulin resistance and their performance as predictors of treatment response in adults with risk factors for type 2 diabetes 94%
Similar papers in this journal
- Use of evidence-based cardiovascular preventive therapies in type 2 diabetes patients with established or high risk of atherosclerotic cardiovascular disease in China: A retrospective cohort study 93%
- Weight Loss-Independent Changes in Human Growth Hormone During Water-Only Fasting: A Secondary Evaluation of a Randomized Controlled Trial 92%
- Impact of Retinopathy and Systemic Vascular Comorbidities on All-Cause Mortality 92%
Similar papers in this journal
- Ceramides as risk markers for future cardiovascular events and all-cause mortality in long-standing type 1 diabetes 95%
- Risk-stratified lifestyle intervention to prevent type 2 diabetes 94%
- Plasma proteomic signatures of adiposity are associated with cardiovascular risk factors and type 2 diabetes risk in a multi-ethnic Asian population 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.