ArticleInternational journal of general medicine2021
Prognostic Value of Glucose-to-Lymphocyte Ratio in Critically Ill Patients with Acute Pancreatitis.
Article in International journal of general medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association between glucose to lymphocyte ratio and prognosis in patients with solid tumors.Frontiers in immunology · 2024Pooled it
- Usefulness of Random Forest Algorithm in Predicting Severe Acute Pancreatitis.Frontiers in cellular and infection microbiology · 2022Trial
- Association of the glucose-to-lymphocyte ratio with all-cause and cardiovascular disease mortality in U.S. adults: A population-based cohort study.Clinics (Sao Paulo, Brazil) · 2026Article
- High glucose-to-lymphocyte ratio increases the risk of delirium and all-cause mortality in intensive care unit patients.Scientific reports · 2026Article
- Observational
- Association Between the Glucose-to-Lymphocyte Ratio and 28-Day Mortality in Patients with Mechanical Ventilation.Balkan medical journal · 2025Article
- The Glucose-to-Lymphocyte Ratio Predicts All-cause Mortality and Cardiovascular Mortality in ST-Elevation Myocardial Infarction Patients: A Retrospective Study.Reviews in cardiovascular medicine · 2025Article
- Association of glucose to lymphocyte ratio with the risk of death in patients with atherosclerotic cardiovascular disease.Scientific reports · 2025Article
- Article
- C-reactive protein to serum calcium ratio as a novel biomarker for predicting severity in acute pancreatitis: a retrospective cross-sectional study.Frontiers in medicine · 2025Article
- Blood urea nitrogen to albumin ratio as predictor of mortality among acute pancreatitis patients in ICU: A retrospective cohort study.PloS one · 2025Article
- The Role of Glucose-Lymphocyte Ratio in Evaluating the Severity of Coronary Artery Disease.Journal of clinical medicine · 2024Article
- Article
- Association between serum creatinine to albumin ratio and short- and long-term all-cause mortality in patients with acute pancreatitis admitted to the intensive care unit: a retrospective analysis based on the MIMIC-IV database.Frontiers in immunology · 2024Article
- GLR in Colorectal Cancers: An Easily Accessible Prognostic Marker.International journal of general medicine · 2024Article
- A new in-hospital mortality prediction nomogram for intensive care unit patients with acute pancreatitis.Archives of medical science : AMS · 2024Article
- A prediction model with measured sentiment scores for the risk of in-hospital mortality in acute pancreatitis: a retrospective cohort study.Annals of translational medicine · 2022Article
- Prognostic value of glucose-to-lymphocyte ratio in critically ill patients with acute respiratory distress syndrome: A retrospective cohort study.Journal of clinical laboratory analysis · 2022Article
- Association between lactate-to-albumin ratio and 28-days all-cause mortality in patients with acute pancreatitis: A retrospective analysis of the MIMIC-IV database.Frontiers in immunology · 2022Article
- Prognostic value of glucose to lymphocyte ratio for patients with renal cell carcinoma undergoing laparoscopic nephrectomy: A multi-institutional, propensity score matching cohort study.Frontiers in surgery · 2022Article
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3 authors.
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Abstract
backgroundGlucose metabolism and systemic inflammation have been associated with prognosis in acute pancreatitis (AP) patients. However, the possible value as a prognostic marker of the glucose-to-lymphocyte ratio (GLR) has not been evaluated in critically ill patients with AP.
methodsThis study included 1,133 critically ill patients with AP from the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database, who were randomly divided into the training cohort (n=806) and the validation cohort (n=327) at a ratio of 7:3. X-tile software was used to determine the optimal cut-off values for GLR. Area under the curve (AUC) analysis was performed to compare the performance between GLR and other blood-based inflammatory biomarkers. Univariate and multivariate Cox regression analyses were applied to select prognostic factors associated with in-hospital mortality. A nomogram model was developed based on the identified prognostic factors and the validation cohort was used to further validate the nomogram.
resultsThe optimal cut-off value for GLR was 0.9. The ROC analyses showed that the discrimination abilities of GLR were better than other blood-based inflammatory biomarkers. Multivariate Cox regression analysis demonstrated that age, platelet, albumin, bilirubin, Sequential Organ Failure Assessment (SOFA) score, and GLR are independent predictors of poor overall survival in the training cohort and were incorporated into the nomogram for in-hospital mortality as independent factors. The nomogram exhibited better discrimination with C-indexes in the training cohort and the validation cohort of 0.886 (95% CI=0.849-0.922) and 0.841 (95% CI=0.767-0.915), respectively. The calibration plot revealed an adequate fit of the nomogram for predicting the risk of in-hospital mortality in both sets.
conclusionAs an easily available biomarker, GLR can independently predict the in-hospital mortality of critically ill patients with AP. The nomogram combining GLR with other significant features exerted favorable predictive performance for in-hospital mortality.
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