ArticleRenal failure2024
Association between monocyte-lymphocyte ratio and all-cause and cardiovascular mortality in patients with chronic kidney diseases: A data analysis from national health and nutrition examination survey (NHANES) 2003-2010.
Article in Renal failure, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed.
- Association of CBC‑derived inflammation indices with prevalent CKD: a cross‑sectional analysis of a Chinese data set and NHANES.Annals of medicine · 2026Article
- Prediction of postoperative acute kidney injury in patients undergoing off-pump coronary artery bypass grafting: A machine learning model.Journal of anesthesia and translational medicine · 2026Article
- Integrating Environmental Exposure Profiles with Temporal Transcriptomics: An Explainable Machine Learning Model for Cardiovascular Disease Risk Prediction and Biological Validation.Cardiovascular drugs and therapy · 2026Article
- Distinct immunometabolic signatures in peripheral blood mononuclear cells are linked to systemic inflammation in type 2 diabetes and diabetic kidney disease.Molecular biomedicine · 2026Article
- Associations of NLR, MLR, and (neutrophil + monocyte)/lymphocyte ratio with 30-day mortality in diabetic ICU patients with heart failure: A retrospective cohort study.International journal of cardiology. Heart & vasculature · 2026Article
- Association between the monocyte-to-lymphocyte ratio and 28-day all-cause mortality in sepsis-associated delirium patients: a retrospective study and machine learning.BMC infectious diseases · 2026Article
- Article
- The relationship between suicidal behavior and hematological inflammatory parameters: a retrospective cohort study.Frontiers in psychiatry · 2026Article
- Association between systemic inflammation indices and carotid plaques in acute coronary syndrome.Frontiers in cardiovascular medicine · 2026Article
- Article
- Uric acid-to-albumin ratio × monocyte-to-lymphocyte ratio is a novel biomarker for predicting all-cause mortality and cardiovascular mortality in patients with ST-segment elevation myocardial infarction.Coronary artery disease · 2025Article
- The association between blood count based inflammatory markers and the risk of atrial fibrillation heart failure and cardiovascular mortality.Scientific reports · 2025Article
- Association between monocyte-to-lymphocyte ratio and cardiovascular diseases: insights from NHANES data.Diabetology & metabolic syndrome · 2025Article
- Altered albumin/neutrophil to lymphocyte ratio are associated with all-cause and cardiovascular mortality for advanced cardiovascular-kidney-metabolic syndrome.Frontiers in nutrition · 2025Article
- Monocyte-to-lymphocyte ratio is a promising biomarker in patients initially receiving hemodialysis.Frontiers in nephrology · 2025Article
- Variability of the lymphocyte-to-monocyte ratio in patients with chronic kidney disease on hemodialysis.PloS one · 2025Article
- Relationship Between Chronic Inflammatory Indicators and Diabetic Peripheral Neuropathy in Hospitalized Elderly Patients with Type 2 Diabetes.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Association of neutrophil to lymphocyte ratio with all-cause and cardiovascular mortality among individuals with kidney stone disease: result from NHANES, 2007-2018.Frontiers in endocrinology · 2025Article
- hs-CRP/HDL-C can predict the risk of all cause mortality in cardiovascular-kidney-metabolic syndrome stage 1-4 patients.Frontiers in endocrinology · 2025Article
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6 authors.
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Abstract
backgroundThe relationship between monocyte-to-lymphocyte ratio (MLR) and prognosis in patients with chronic kidney disease (CKD) remains unclear. The aim of this study was to investigate the association between MLR and both all-cause mortality and cardiovascular disease (CVD) mortality in patients with CKD.
methodsThis study analyzed data from National Health and Nutrition Examination Survey 2003-2010. This study included 11262 eligible subjects, and 3015 of them were with CKD. We first compared the differences in clinical characteristics between individuals with and without CKD, and then grouped the CKD population based on quartiles of MLR. The partial correlation analysis was conducted to assess the relationships between MLR and some important clinical features. Cox proportional hazards models were used to investigate the associations between MLR and mortality from all-cause and cardiovascular disease. Restricted cubic spline (RCS) was used to investigate the dose-response relationship between MLR and mortality, the receiver operating characteristic (ROC) curves is used to compare the efficacy of MLR with different clinical biological indicators in assessing the risk of death.
resultsDuring a median follow-up of 10.3 years in CKD population, 1398 (43%) all-cause deaths and 526 (16%) CVD deaths occurred. It has been found that individuals with CKD have higher MLR level. The partial correlation analysis results showed that even after adjusting for age, sex, and race, MLR is still correlated with blood glucose, lipid levels, and kidney function indicators. The results of the cox proportional hazards regression model and Kaplan-Meier curve shown after adjusting for covariates, higher MLR was significantly associated with an increased risk of mortality. Consistent results were also observed when MLR was examined as categorical variable (quartiles). The RCS demonstrated a positive association between MLR and the risk of all-cause mortality and cardiovascular mortality. The ROC results indicate that the predictive efficacy of MLR for all-cause mortality risk is comparable to eGFR, higher than NLR and CRP. The predictive efficacy of MLR for cardiovascular mortality risk is higher than these three indicators.
conclusionCompared to non-CKD population, the CKD population has higher levels of MLR. In the CKD population, MLR is positively correlated with the risk of death. Furthermore, the predictive efficacy of MLR for mortality risk is higher than other clinical indicators. This suggests that MLR can serve as a simple and effective clinical indicator for predicting mortality risk in CKD patients.
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