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Updated: May 25, 2026

A Large Animal Model for Acute Kidney Injury by Temporary Bilateral Renal Artery Occlusion
Published on: February 2, 2021
Risk factors and nomogram prediction model for prognosis in sepsis with acute kidney injury
Jun-Mei Lai1, Yang Zheng2, Tian-Yu Liang2
1Center for Rehabilitation Medicine, Rehabilitation & Sports Medicine Research Institute of Zhejiang Province, Department of Rehabilitation Medicine, Zhejiang Provincial People"s Hospital, Affiliated People"s Hospital, Hangzhou Medical College, Hangzhou City, Zhejiang Province, 310014, China.
Background:
Sepsis-associated acute kidney injury (AKI) is a frequent and life-threatening complication in critically ill patients, yet early risk stratification remains challenging. This study aimed to identify independent prognostic factors and to develop and internally validate a nomogram for predicting 28-day mortality in patients with sepsis-associated AKI.
Methods:
In this retrospective study, 238 adult patients with sepsis defined by Sepsis-3 criteria and AKI defined according to Kidney Disease: Improving Global Outcomes (KDIGO) guidelines were enrolled between January 2021 and December 2024. Clinical and immunologic variables obtained within 24 h of intensive care unit (ICU) admission were analyzed. Multivariable logistic regression was performed to identify independent predictors of 28-day mortality. Model performance was assessed using receiver operating characteristic (ROC) analysis, calibration plots, bootstrap validation, and decision curve analysis (DCA).
Results:
Among the 238 enrolled patients, 91 were classified as non-survivors and 147 as survivors. Multivariable analysis identified AKI stage 2 (odds ratio [OR] 3.857, 95% confidence interval [CI] 2.101-7.082), AKI stage 3 (OR 5.585, 95% CI 2.652-11.761), ICU stay (OR 1.802, 95% CI 1.304-2.490), T helper 17 cells (OR 2.881, 95% CI 1.257-6.600), interleukin-17 (OR 1.226, 95% CI 1.073-1.401), and 24-hour fluid balance (OR 1.241 per 100 mL/day, P < 0.001) as independent predictors of poor prognosis. The nomogram showed good discrimination, with an area under the curve of 0.859 and a bootstrap-corrected concordance index of 0.844. Calibration and DCA demonstrated adequate model fit and clinical utility.
Conclusions:
AKI severity, early fluid accumulation, ICU course, and immune-inflammatory activation are independently associated with 28-day mortality in sepsis-associated AKI. The proposed nomogram provides individualized risk estimation and may assist in early prognostic stratification.
Clinical Trial Number:
Not applicable.
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