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Updated: Jan 20, 2026

Assessment of Vascular Function in Patients With Chronic Kidney Disease
Published on: June 16, 2014
Nomogram for predicting selective renal arterial embolization in post-PCNL hemorrhage among patients with chronic
Mingbin Xu1, Moran Huang2, Daoyuan Li3
1Department of Urology, The Second Affiliated Hospital of Hainan Medical University, Hainan, China.
Insights
This study developed a nomogram to predict the need for selective renal arterial embolization (SRAE) in patients with chronic kidney disease (CKD) experiencing hemorrhage after percutaneous nephrolithotomy (PCNL). The tool aids clinicians in early risk stratification and timely intervention decisions.
Area of Science:
- Nephrology
- Interventional Radiology
- Urology
Background:
- Percutaneous nephrolithotomy (PCNL) is standard for large renal calculi.
- Postoperative hemorrhage requiring selective renal arterial embolization (SRAE) is a rare but serious PCNL complication.
- Chronic kidney disease (CKD) may increase bleeding risk, lacking predictive models for SRAE.
Purpose of the Study:
- To develop and validate a nomogram for predicting SRAE in patients with CKD experiencing post-PCNL hemorrhage.
- To identify independent risk factors for SRAE in this specific patient population.
Main Methods:
- Retrospective cohort study of 3153 PCNL patients (986 with CKD).
- Analysis of 331 patients with post-PCNL hemorrhage and CKD, comparing conservative management (299) vs. SRAE (32).
- Multivariate logistic regression, ROC analysis, calibration curves, and decision curve analysis (DCA) for nomogram development and validation.
Main Results:
- 9.7% of CKD patients with post-PCNL hemorrhage required SRAE.
- Independent predictors for SRAE included hydronephrosis grade, prior ipsilateral intervention, hemorrhage type, and hemoglobin drop.
- The developed nomogram demonstrated excellent discrimination (AUC=0.901) and good calibration, with robust external validation (AUC=0.893).
Conclusions:
- The study presents a reliable nomogram for predicting SRAE in CKD patients with post-PCNL hemorrhage.
- This tool aids in early risk stratification and optimizing clinical decision-making for timely intervention.
- The nomogram incorporates key variables like hemoglobin drop, hemorrhage type, hydronephrosis grade, and prior ipsilateral intervention.
Purpose:
Percutaneous nephrolithotomy (PCNL) is the standard treatment for large or complex renal calculi; however, postoperative hemorrhage requiring selective renal arterial embolization (SRAE) remains a rare but serious complication. Chronic kidney disease (CKD) may further increase bleeding risk, but predictive models for SRAE in this population are lacking. To develop and validate a nomogram for predicting the need for SRAE in patients with CKD who experience hemorrhage after PCNL.
Methods:
This retrospective cohort study included 3153 patients who underwent PCNL in two tertiary hospitals between June 2010 and June 2025. Of these, 986 had CKD. A total of 331 patients with post-PCNL hemorrhage and CKD were analyzed, including 299 who received conservative management and 32 who underwent SRAE. Clinical variables were compared between groups, and independent risk factors were identified using multivariate logistic regression. A nomogram was developed from the significant predictors and validated using receiver operating characteristic (ROC) analysis, calibration curves, and decision curve analysis (DCA).
Results:
Among 331 patients with post-PCNL hemorrhage and CKD, 32 (9.7%) required SRAE. Compared with the conservative group, SRAE patients had a higher rate of prior ipsilateral kidney intervention (31.3% vs. 11.4%), more acute hemorrhage (40.6% vs. 14.4%), and greater hemoglobin drop (39.5 ± 10.7 g/L vs. 25.3 ± 8.8 g/L), and a notably higher proportion of the absence of hydronephrosis (all p < 0.05). Multivariate analysis identified hydronephrosis grade, past ipsilateral intervention, hemorrhage type, and hemoglobin drop as independent predictors of SRAE (p < 0.05). The nomogram incorporating these variables achieved excellent discrimination (AUC = 0.901, C-index = 0.897) and good calibration (Hosmer-Lemeshow, χ² = 6.357, p = 0.607), with robust performance in the external validation cohort (AUC = 0.893). Decision curve analysis demonstrated favorable clinical utility. Among all 3,153 PCNL cases, patients with CKD had a significantly higher incidence of hemorrhage (33.6% vs. 19.3%, p < 0.001), while the SRAE rate was comparable to those with normal renal function (3.2% vs. 2.8%, p = 0.508).
Conclusion:
The nomogram developed in this study provides a reliable and individualized tool for predicting the need for embolization among CKD patients who have already developed post-PCNL hemorrhage. Incorporating variables such as hemoglobin drop, hemorrhage type, hydronephrosis grade, and prior ipsilateral intervention, this model can assist clinicians in early risk stratification and optimize decision-making for timely intervention.
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