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Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.
World J Gastroenterol. Jun 21, 2026; 32(23): 118142
Published online Jun 21, 2026. doi: 10.3748/wjg.v32.i23.118142
Development and validation of a nomogram predicting rebleeding in cirrhotic patients with patent transjugular intrahepatic portosystemic shunt
Yang-Tian Ren, Jun-Yi Wen, Jing-Jing Tu, Han Zhang, Chuan-Fu Ding, Jiang-Qiang Xiao, Yu-Zheng Zhuge
Yang-Tian Ren, Jun-Yi Wen, Jing-Jing Tu, Han Zhang, Chuan-Fu Ding, Jiang-Qiang Xiao, Yu-Zheng Zhuge, Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210000, Jiangsu Province, China
Co-corresponding authors: Jing-Jing Tu and Yu-Zheng Zhuge.
Author contributions: Ren YT and Zhang H participated in the conception and design of the study and were involved in the acquisition, analysis, or interpretation of the data; Ren YT wrote the manuscript; Wen JY, Tu JJ, and Ding CF accessed and verified the study data; Tu JJ and Zhuge YZ are designated as co-corresponding authors because they contributed equally to overseeing the research project, guiding the clinical data analysis, and finalizing the manuscript; Ren YT, Wen JY, Tu JJ, Zhang H, Ding CF, Xiao JQ, Zhuge YZ critically reviewed and provided final approval of the manuscript; all authors were responsible for the decision to submit the manuscript for publication.
Supported by the National Natural Science Foundation of China, No. 82100652; and the Nanjing Drum Hospital Youth Development Program, No. 2024-LCYJ-PY-27.
Institutional review board statement: This study was reviewed and approved by the Ethics Committee of Nanjing Drum Tower Hospital (approval No. 2024-410-02).
Informed consent statement: All study participants provided verbal informed consent before study enrolment.
Conflict-of-interest statement: The authors declare that they have no conflict of interest.
STROBE statement: The authors have read the STROBE Statement—a checklist of items, and the manuscript was prepared and revised according to the STROBE Statement-a checklist of items.
Data sharing statement: No additional data are available.
Corresponding author: Yu-Zheng Zhuge, PhD, Professor, Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, No. 321 Zhongshan Road, Nanjing 210000, Jiangsu Province, China. yuzheng9111963@aliyun.com
Received: December 25, 2025
Revised: February 28, 2026
Accepted: March 12, 2026
Published online: June 21, 2026
Processing time: 165 Days and 22 Hours
Abstract
BACKGROUND

Even with stent patency following transjugular intrahepatic portosystemic shunt (TIPS) placement, some patients still experience recurrent variceal bleeding.

AIM

To identify risk factors and develop a predictive model for rebleeding in patients with patent TIPS stents.

METHODS

Cirrhotic patients (n = 647) undergoing TIPS (2010-2024) were retrospectively analyzed and grouped by rebleeding status. Propensity score matching (1:3) was performed for age, sex, and model for end-stage liver disease score. Independent predictors identified via univariate and multivariate logistic regression were used to construct a nomogram. The model was internally validated using bootstrapping and evaluated via area under the receiver operating characteristic curve (AUC), calibration curves, and decision curve analysis.

RESULTS

Of the 73 patients with rebleeding following patent TIPS placement, variceal rebleeding was the primary etiology (n = 45). Univariate analysis revealed that platelet count (PLT), pre-procedural pressure gradient (pre-PPG), spleen dimensions (length, width, volume), and splenic vein parameters (diameter, flow) were significantly associated with rebleeding (all P < 0.001). Multivariate regression identified PLT [odds ratio (OR) = 0.980, 95% confidence interval (CI): 0.963-0.996], spleen length (OR = 1.177, 95%CI: 1.002-1.381), spleen width (OR = 1.425, 95%CI: 1.088-1.866), pre-PPG (OR = 1.182, 95%CI: 1.067-1.309), and splenic vein diameter (OR = 1.501, 95%CI: 1.074-2.097) as independent predictors (all P < 0.05). The nomogram exhibited strong discrimination (AUC = 0.883, 95%CI: 0.831-0.936) and favorable calibration (mean absolute error = 0.046). Decision curve analysis confirmed a positive clinical net benefit.

CONCLUSION

The nomogram developed in this study enables the precise prediction of post-TIPS placement rebleeding risk, assisting clinicians in individualized risk stratification and postoperative therapeutic strategies.

Keywords: Transjugular intrahepatic portosystemic shunt; Oesophagogastric variceal rebleeding; Nomogram; Predictive model; Portal hypertension; Stent patency; Propensity score matching

Core Tip: Rebleeding following technically patent transjugular intrahepatic portosystemic shunt (TIPS) placement remains a significant clinical challenge, especially with the use of reduced-diameter stents aimed at mitigating overt hepatic encephalopathy. Although smaller stents decrease procedure-related complications, they may increase the risk of insufficient shunt flow and subsequent variceal rebleeding. This study identified patients experiencing rebleeding despite shunt patency and evaluated pre-procedural factors associated with this adverse outcome. By establishing a predictive nomogram, this research provides a practical tool for screening high-risk individuals, ultimately supporting individualized clinical decision-making and the selection of optimal TIPS diameters for cirrhotic patients.

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