ArticleNeurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics2025
Predictive value of hematologic indices on weaning from mechanical ventilation and 30-day mortality in patients with traumatic brain injury in an intensive care unit: A retrospective analysis of MIMIC-IV data.
Article in Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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4 citing papers in PubMed.
- Article
- Association between systemic inflammatory response index and cardiovascular disease risk in rheumatoid arthritis patients: a machine learning based on US and Chinese cohorts.Clinical rheumatology · 2026Article
- Machine learning based on systemic inflammation response index and risk of cardiovascular disease in gout: a retrospective study and clinical validation.Clinical rheumatology · 2026Article
- Association between neutrophil-lymphocyte ratio and all-cause and cardiovascular mortality in osteoarthritis patients from the NHANES 1999-2018 cohort.Scientific reports · 2025Article
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7 authors.
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Abstract
The management of traumatic brain injury (TBI) in intensive care units is dependent on the wise use of life-support systems. This study investigated the utility of various hematologic indices to predict successful weaning and risk of short-term mortality in TBI patients. Data of patients with TBI requiring mechanical ventilation were extracted from the MIMIC-IV database and retrospectively reviewed. Successful weaning was defined as no re-intubation or death within 48 h, non-invasive ventilation under 48 h post-extubation, and passing a spontaneous breathing test with specific respiratory and cardiovascular stability criteria. The systemic inflammatory response index (SIRI), neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), monocyte-to-lymphocyte ratio (MLR), and glucose-to-lymphocyte ratio (GLR) were evaluated for their predictive value using logistic regression and receiver operating characteristic (ROC) analyses. A total of 414 patients were included. After adjustment, higher PLR and GLR (adjusted odds ratio [aOR] = 0.766, 95 % confidence interval [CI]: 0.66-0.89) and GLR (aOR = 0.761, 95 % CI: 0.65-0.89) were significantly associated with a lower likelihood of weaning success, while higher NLR (aOR = 1.70, 95 % CI: 1.18-2.45) was associated with increased 30-day mortality. The area under the ROC curve (AUC) values for predicting weaning success were 0.636 for PLR and 0.634 for GLR. NLR showed good predictive accuracy for 30-day mortality with an AUC = 0.752. In conclusions, in patients with TBI, PLR, GLR, and NLR may serve as predictors of mechanical ventilation weaning success and 30-day mortality.
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