Predictive validity of the simplified Radiographic Assessment of Lung Edema score for the mortality in critically ill COVID-19 patients with the B.1.617.2 (Delta) variant in Vietnam: a single-centre, cross-sectional study
Do, S. N.; Dang, T. Q.; Luong, C. Q.; Nguyen, M. H.; Pham, D. T.; Nguyen, V. K.; Do, T. D.; Nguyen, T. Q.; Nong, V. M.; Vo, K. H.; Nguyen, T. C.; Khuat, N. H.; Pham, Q. T.; Hoang, D. T.; Nguyen, A. D.; Nguyen, P. M.; Cao, D. D.; Pham, D. T.; Dang, D. T.; Nguyen, D. T.; Nguyen, V. D.; Le, T. Q.; Ngo, H. D.; Nguyen, D. V.; Pham, T. T.; Nguyen, D. T.; Nguyen, N. T.; Huynh, N. T.; Phan, N. T.; Nguyen, C. D.; Vu, T. T.; Do, C. D.; Nguyen, C. V.; Vu, G. V.; Dao, C. X.
Show abstract
BackgroundEvaluating the prognosis of COVID-19 patients who may be at risk of mortality using the simple chest X-ray (CXR) severity scoring systems provides valuable insights for treatment decisions. This study aimed to assess how well the simplified Radiographic Assessment of Lung Edema (RALE) score could predict the death of critically ill COVID-19 patients in Vietnam. MethodsFrom July 30 to October 15, 2021, we conducted a cross-sectional study on critically ill COVID-19 adult patients at an intensive care centre in Vietnam. We calculated the areas under the receiver operator characteristic (ROC) curve (AUROC) to determine how well the simplified RALE score could predict hospital mortality. In a frontal CXR, the simplified RALE score assigns a score to each lung, ranging from 0 to 4. The overall severity score is the sum of points from both lungs, with a maximum possible score of 8. We also utilized ROC curve analysis to find the best cut-off value for this score. Finally, we utilized logistic regression to identify the association of simplified RALE score with hospital mortality. ResultsOf 105 patients, 40.0% were men, the median age was 61.0 years (Q1-Q3: 52.0-71.0), and 79.0% of patients died in the hospital. Most patients exhibited bilateral lung opacities on their admission CXRs (99.0%; 100/102), with the highest occurrence of opacity distribution spanning three (18.3%; 19/104) to four quadrants of the lungs (74.0%; 77/104) and a high median simplified RALE score of 8.0 (Q1-Q3: 6.0-8.0). The simplified RALE score (AUROC: 0.747 [95% CI: 0.617-0.877]; cut-off value [≥]5.5; sensitivity: 93.9%; specificity: 45.5%; PAUROC <0.001) demonstrated a good discriminatory ability in predicting hospital mortality. After adjusting for confounding factors such as age, gender, Charlson Comorbidity Index, serum interleukin-6 level upon admission, and admission severity scoring systems, the simplified RALE score of [≥]5.5 (adjusted OR: 18.437; 95% CI: 3.215-105.741; p =0.001) was independently associated with an increased risk of hospital mortality. ConclusionsThis study focused on a highly selected cohort of critically ill COVID-19 patients with a high simplified RALE score and a high mortality rate. Beyond its good discriminatory ability in predicting hospital mortality, the simplified RALE score also emerged as an independent predictor of hospital mortality.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Admission criteria in critically ill COVID-19 patients: a physiology-based approach 96%
- Acute respiratory distress syndrome after SARS-CoV-2 infection on young adult population: international observational federated study based on electronic health records through the 4CE consortium 95%
- Development of a Risk Prediction Model for Sepsis-Related Delirium Based on Multiple Machine Learning Approaches and an Online Calculator 95%
Similar papers in this journal
- Exploring Associations with Severe Hypoxemic Respiratory Failure in COVID-19 Patients upon Admission: A Model for Severe Hypoxemic Respiratory Failure in 329 Unvaccinated, Hospitalized COVID-19 Patients 96%
- Risk factors for severity on admission and the disease progression during hospitalization in a large cohort of COVID-19 patients in Japan 96%
- Towards definitions of critical illness and critical care using concept analysis 95%
Similar papers in this journal
- Increase in ventilatory ratio indicates progressive alveolar damage and suggests poor prognosis in severe COVID-19: A single-center retrospective observational study 96%
- Sepsis Subphenotyping Based on Organ Dysfunction Trajectory 94%
- Derivation of four computable 24-hour pediatric sepsis phenotypes to facilitate personalized enrollment in early precise anti-inflammatory clinical trials 93%
Similar papers in this journal
- The U-shaped association of serum iron level with COVID-19 severity: Is iron a potential therapeutic target? 95%
- Rapid Clinical Screening and Staging for COVID-19 Severe Outcome A Hospitalization Study in New York City 94%
- Standard blood laboratory results in SARS-CoV-19 positive patients: do they show a typical pattern? 94%
"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.