Predictive model containing gene signature and shear wave elastography to predict patient outcomes after Kasai surgery in biliary atresia

列线图 医学 胆道闭锁 队列 内科学 瞬态弹性成像 置信区间 弹性成像 胃肠病学 外科 肝移植 放射科 肝活检 活检 超声波 移植
作者
Guotao Wang,Huadong Chen,Panpan Sun,Wenying Zhou,Hong Jiang,Zhihai Zhong,Meixi Chen,Xiaoyan Xie,Zhenhua Luo,Luyao Zhou
出处
期刊:Hepatology Research [Wiley]
卷期号:53 (11): 1126-1133 被引量:1
标识
DOI:10.1111/hepr.13948
摘要

Abstract Aims Infants with biliary atresia (BA) are treated with Kasai portoenterostomy (KPE) surgery, but many BA patients need subsequent salvage liver transplants. The aim of this study is to develop a comprehensive gene‐clinical model based on two‐dimensional shear wave elastography (2DSWE), liver gene expression, and other clinical parameters to predict response to KPE for BA patients. Methods Differentially expressed gene patterns between liver samples of BA ( n = 102) and non‐BA control ( n = 14) were identified using RNA sequencing analysis. Biliary atresia patients were then randomly assigned to training and validation cohorts. Gene classifier based on the differentially expressed genes was built in the training cohort. Nomogram models with and without gene classifier were further constructed and validated for predicting native liver survival of BA patients. The utility of the nomograms was compared by C‐index. Results Using the least absolute shrinkage and selection operator model, we generated a nine‐gene prognostic classifier. The nomogram based on the nine‐gene classifier, age, preoperative 2DSWE, and albumin had the better C‐index compared to gene classifier alone in the training cohort (0.83 [0.76–0.90] vs. 0.69 [0.61–0.77], p = 0.003) and the validation cohort (0.74 [0.67–0.82] vs. 0.62 [0.55–0.70], p = 0.001). Using risk scores developed from the nomogram, the 12‐month survival rates of BA patients with native liver were 35.7% (95% confidence interval [CI], 22.7–56.3) in the high‐risk group and 80.8% (95% CI, 63.4–100.0) in the low‐risk group in the validation cohort. Conclusions The comprehensive genetic‐clinical nomogram based on preoperative 2DSWE, liver gene expression, and other clinical parameters can accurately predict response to KPE.
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