A modified model for predicting mortality after transjugular intrahepatic portosystemic shunt: A multicentre study

Author:

Zhao Yujie12,Yang Yang1,Lv Weifu3,Zhu Siyu4,Chen Xiaoqiong12,Wang Tao5,Huang Mingsheng6,An Taixue7,Duan Chongyang4,Yu Xiangrong28,Li Qiyang9,Chen Jinqiang12,Luo Junyang6ORCID,Zhou Shuoling5,Lu Ligong1ORCID,Huang Meiyan51011,Fu Sirui12

Affiliation:

1. Zhuhai Interventional Medical Center Zhuhai Hospital Affiliated with Jinan University (Zhuhai People's Hospital) Zhuhai China

2. Zhuhai Engineering Technology Research Center of Intelligent Medical Imaging Zhuhai Hospital Affiliated with Jinan University (Zhuhai People's Hospital) Zhuhai China

3. Division of Life Sciences and Medicine, Interventional Radiology Department, The First Affiliated Hospital of USTC University of Science and Technology of China Hefei China

4. Department of Biostatistics, School of Public Health Southern Medical University Guangzhou China

5. School of Biomedical Engineering Southern Medical University Guangzhou China

6. Department of Interventional Radiology The Third Affiliated Hospital of Sun Yat‐sen University Guangzhou China

7. Department of Laboratory Medicine, Nanfang Hospital Southern Medical University Guangzhou China

8. Department of Radiology Zhuhai People's Hospital (Zhuhai hospital affiliated with Jinan University) Zhuhai China

9. Department of Radiology, Shenzhen People's Hospital Shenzhen China

10. Guangdong Provincial Key Laboratory of Medical Image Processing Southern Medical University Guangzhou China

11. Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology Southern Medical University Guangzhou China

Abstract

AbstractBackground and AimsThe transjugular intrahepatic portosystemic shunt has controversial survival benefits; thus, patient screening should be performed preoperatively. In this study, we aimed to develop a model to predict post‐transjugular intrahepatic portosystemic shunt mortality to aid clinical decision making.MethodsA total of 811 patients undergoing transjugular intrahepatic portosystemic shunt from five hospitals were divided into the training and external validation data sets. A modified prediction model of post‐transjugular intrahepatic portosystemic shunt mortality (ModelMT) was built after performing logistic regression. To verify the improved performance of ModelMT, we compared it with seven previous models, both in discrimination and calibration. Furthermore, patients were stratified into low‐, medium‐, high‐ and extremely high‐risk subgroups.ResultsModelMT demonstrated a satisfying predictive efficiency in both discrimination and calibration, with an area under the curve of .875 in the training set and .852 in the validation set. Compared to previous models (ALBI, BILI‐PLT, MELD‐Na, MOTS, FIPS, MELD, CLIF‐C AD), ModelMT showed superior performance in discrimination by statistical difference in the Delong test, net reclassification improvement and integrated discrimination improvement (all p < .050). Similar results were observed in calibration. Low‐, medium‐, high‐ and extremely high‐risk groups were defined by scores of ≤160, 160–180, 180–200 and >200, respectively. To facilitate future clinical application, we also built an applet for ModelMT.ConclusionsWe successfully developed a predictive model with improved performance to assist in decision making for transjugular intrahepatic portosystemic shunt according to survival benefits.

Funder

Basic and Applied Basic Research Foundation of Guangdong Province

National Natural Science Foundation of China

Publisher

Wiley

Subject

Hepatology

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