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Updated: May 15, 2026

A Large Animal Model for Acute Kidney Injury by Temporary Bilateral Renal Artery Occlusion
Published on: February 2, 2021
Predictors of death and dialysis in severe AKI: the UPHS-AKI cohort
Francis Perry Wilson1, Wei Yang, Harold I Feldman
1Renal Electrolyte and Hypertension Division, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA. francis.wilson@uphs.upenn.edu
Background And Objectives:
AKI carries a substantial risk of mortality, even after adjustment for comorbidities. Effective risk stratification may lead to more effective therapeutic interventions for high-risk subgroups.
Design, Setting, Participants, & Measurements:
This study identified adults who suffered severe in-hospital AKI from January 1, 2004 to August 31, 2010 at three hospitals in the University of Pennsylvania Health System (UPHS). Patients were included if baseline creatinine was ≤1.4 mg/dl for men or ≤1.2 mg/dl for women, and serum creatinine doubled during the hospital admission. Cox proportional hazards models predicting death, dialysis, or a combined endpoint of death or dialysis were fit using data from patients admitted to the Hospital of the University of Pennsylvania (n=4263), and validated at the two other UPHS facilities (n=758, n=1098).
Results:
In adjusted analyses, strong predictors of the combined endpoint included intensive care unit location (versus floor), medical service, liver disease, higher creatinine, greater rate of change in creatinine, and greater number of pressor medications. Higher absolute creatinine concentration was associated with greater use of dialysis, but lower overall mortality in adjusted analyses. Harrell's c-index (95% confidence interval) for the model predicting the combined endpoint was 0.85 (0.84-0.86) in the derivation cohort, and 0.83 (0.80-0.86) and 0.84 (0.82-0.86) in the validation cohorts.
Conclusions:
A small group of easily measured clinical factors has good ability to predict mortality and dialysis in severe AKI.
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