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CT-Based Radiomics Score Can Accurately Predict Esophageal Variceal Rebleeding in Cirrhotic Patients
被引:7
作者:

Meng, Dongxiao
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h-index: 0
机构:
Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China
Shandong First Med Univ, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Wei, Yingnan
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h-index: 0
机构:
Shandong First Med Univ, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Feng, Xiao
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h-index: 0
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Shandong First Med Univ, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Kang, Bing
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Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China
Shandong First Med Univ, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Wang, Ximing
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Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China
Shandong First Med Univ, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Qi, Jianni
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h-index: 0
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Shandong Univ, Shandong Prov Hosp, Dept Cent Lab, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Zhao, Xinya
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h-index: 0
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Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China
Shandong First Med Univ, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China

Zhu, Qiang
论文数: 0 引用数: 0
h-index: 0
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Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China
Shandong First Med Univ, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China
机构:
[1] Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China
[2] Shandong First Med Univ, Shandong Prov Hosp, Dept Gastroenterol, Jinan, Peoples R China
[3] Shandong Univ, Cheeloo Coll Med, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China
[4] Shandong First Med Univ, Shandong Prov Hosp, Dept Radiol, Jinan, Peoples R China
[5] Shandong Univ, Shandong Prov Hosp, Dept Cent Lab, Jinan, Peoples R China
基金:
中国国家自然科学基金;
关键词:
portal hypertension;
non-invasive;
computed tomography;
radiomics;
esophageal variceal rebleeding;
VENOUS-PRESSURE GRADIENT;
PORTAL-HYPERTENSION;
LIVER-CIRRHOSIS;
MANAGEMENT;
HEMORRHAGE;
FEATURES;
PREVENTION;
NOMOGRAM;
RISK;
D O I:
10.3389/fmed.2021.745931
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
Purpose: This study aimed to develop a radiomics score (Rad-score) extracted from liver and spleen CT images in cirrhotic patients to predict the probability of esophageal variceal rebleeding.Methods: In total, 173 cirrhotic patients were enrolled in this retrospective study. A total of 2,264 radiomics features of the liver and spleen were extracted from CT images. Least absolute shrinkage and selection operator (LASSO) Cox regression was used to select features and generate the Rad-score. Then, the Rad-score was evaluated by the concordance index (C-index), calibration curves, and decision curve analysis (DCA). Kaplan-Meier analysis was used to assess the risk stratification ability of the Rad-score.Results: Rad-score(Liver), Rad-score(Spleen), and Rad-score(Liver-Spleen) were independent risk factors for EV rebleeding. The Rad-score(Liver-Spleen), which consisted of ten features, showed good discriminative performance, with C-indexes of 0.853 [95% confidence interval (CI), 0.776-0.904] and 0.822 (95% CI, 0.749-0.875) in the training and validation cohorts, respectively. The calibration curve showed that the predicted probability of rebleeding was very close to the actual probability. DCA verified the usefulness of the Rad-score(Liver-Spleen) in clinical practice. The Rad-score(Liver-Spleen) showed good performance in stratifying patients into high-, intermediate- and low-risk groups in both the training and validation cohorts. The C-index of the Rad-score(Liver-Spleen) in the hepatitis B virus (HBV) cohort was higher than that in the non-HBV cohort.Conclusion: The radiomics score extracted from liver and spleen CT images can predict the risk of esophageal variceal rebleeding and stratify cirrhotic patients accordingly.
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C.论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlandsvan Timmeren, Janita论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsSanduleanu, Sebastian论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsLarue, Ruben T. H. M.论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsEven, Aniek J. G.论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsJochems, Arthur论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlandsvan Wijk, Yvonka论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsWoodruff, Henry论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlandsvan Soest, Johan论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiat Oncol MAASTRO, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsLustberg, Tim论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiat Oncol MAASTRO, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsRoelofs, Erik论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Dept Radiat Oncol MAASTRO, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlandsvan Elmpt, Wouter论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiat Oncol MAASTRO, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsDekker, Andre论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiat Oncol MAASTRO, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsMottaghy, Felix M.论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiol & Nucl Med, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Univ Hosp RWTH Aachen, Dept Nucl Med, Pauwelsstr 30, D-52074 Aachen, Germany Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsWildberger, Joachim E.论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Dept Radiol & Nucl Med, Doctor Tanslaan 12, NL-6229 ET Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, NetherlandsWalsh, Sean论文数: 0 引用数: 0 h-index: 0机构: Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands Maastricht Univ, Med Ctr, GROW, Lab D, Univ Singel 40, NL-6229 ER Maastricht, Netherlands