Related Experiment Video
Updated: Jun 6, 2026

A Quantitative Detection Method for MicroRNAs in the Kidney of an Ischemic Kidney Injury Mouse Model
Published on: September 11, 2020
Urinary microRNAs in sepsis-associated acute kidney injury: A LASSO-logistic regression approach for risk prediction
Yan Dong1, Min Du2, Tuersunguli Maimaiti1
1Departments of Critical Care Medicine, The Third Affiliated Hospital of Xinjiang Medical University, Tumor Hospital Affiliated to Xinjiang Medical University, Urumqi 830011, Xinjiang, China.
Objective:
To develop and validate a urine microRNA (miR)-based risk model using LASSO-logistic regression for early prediction of sepsis-associated acute kidney injury (SA-AKI).
Methods:
We enrolled 210 septic patients admitted between June 2023 and May 2025. Patients were stratified into AKI (n = 72) and non-AKI (n = 138) groups based on AKI onset within 7 days of admission. Clinical variables and urinary miRNA levels (miR-16, miR-21, miR-142, miR-30c, miR-31) were analyzed by RT-qPCR. LASSO regression identified key predictors; multivariate logistic modeling generated a nomogram for SA-AKI risk prediction. Performance was assessed using ROC analysis and calibration plots.
Results:
SA-AKI patients had lower MAP, reduced first 24-hour urine output, higher lactate levels, and elevated SOFA scores (P < 0.05). LASSO selected seven predictors: miR-21, miR-142, miR-16, Lactate, MAP, SOFA score, and urine output. Multivariate analysis confirmed mir-16, miR-21, miR-142, Lactate, and SOFA as independent risk factors (P < 0.05), while higher urine output in first 24 hour and MAP were protective (P < 0.05). The nomogram achieved an AUC of 0.993 (95% CI: 0.986-0.999) with near-perfect calibration (c-index = 0.992, 95% CI: 0.987 - 0.998).
Conclusions:
A urine miRNA and clinical parameter-based LASSO-logistic model offers exceptional accuracy in predicting early SA-AKI, enabling timely risk stratification.
Related Concept Videos
Acute Kidney Injury I: Introduction
Acute Kidney Injury IV: Diagnostic Studies and Prevention
Acute Kidney Injury II: Pathophysiology
Acute Kidney Injury III: Clinical Manifestations
Acute Kidney Injury VI: Nursing Management