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Development and Validation of a Nomogram for Predicting Acute Kidney Injury in Acute Respiratory Distress Syndrome
Yinhui Li1,2,3,4, Hui Lin5, Yiheng Song6
1Department of Nephrology, second Hospital of Shanxi Medical University, Taiyuan, 030001, People's Republic of China.
A new nomogram predicts acute kidney injury (AKI) in patients with acute respiratory distress syndrome (ARDS). This tool uses nine clinical factors for early risk identification and improved patient care.
Area of Science:
- Nephrology
- Critical Care Medicine
- Pulmonology
Background:
- Acute kidney injury (AKI) is a severe complication of acute respiratory distress syndrome (ARDS).
- Existing tools for early AKI prediction in ARDS patients are limited.
- This study addresses the need for improved AKI risk assessment in ARDS.
Purpose of the Study:
- To develop and validate a predictive nomogram for AKI in patients with ARDS.
- To identify key clinical risk factors for AKI development in this population.
- To provide a tool for early risk stratification and clinical decision-making.
Main Methods:
- Retrospective cohort study of 944 ARDS patients.
- Development (n=708) and validation (n=236) cohorts utilized.
- Logistic regression identified risk factors; a nomogram was constructed and validated using AUC, calibration plots, and DCA.
Main Results:
- Nine independent risk factors for AKI identified: age, diabetes mellitus, immunosuppression, invasive mechanical ventilation, elevated LDH, elevated BNP, total bilirubin, baseline creatinine, and prothrombin time.
- The nomogram showed excellent discrimination (AUC 0.904 development, 0.892 validation).
- Favorable clinical utility was confirmed by calibration plots and DCA.
Conclusions:
- A validated nine-factor nomogram for AKI prediction in ARDS patients was developed.
- The nomogram incorporates easily accessible clinical variables.
- This tool can aid in the early identification of AKI risk and support clinical management decisions.
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