Prediction of effective percutaneous transhepatic biliary drainage in patients with hepatocellular carcinoma: A multi-central retrospective study

Q2 Medicine
Haofan Wang , Yitao Mao , Chunning Zhang , Xiaojun Hu , Bin Chen , Luwen Mu , Shuyi Wang , Yifen Lin , Zhanwang Xiang , Mingsheng Huang
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引用次数: 1

Abstract

Background and aim

Percutaneous transhepatic biliary drainage (PTBD) does not always lead to a reduction in serum total bilirubin (TBil) level in patients with hepatocellular carcinoma and obstructive jaundice. We aimed to develop a model for pre-PTBD prediction of post-procedural TBil decrease in these patients.

Materials and methods

Retrospective database searches were conducted at four teaching hospitals (reference period: January 2010 to December 2018), and baseline characteristics of eligible patients were extracted. Any decrease in TBil after PTBD and the lowest level of TBil post-PTBD <5 mg/dL, 3 mg/dL, and 2 mg/dL were each taken as the standard of effectiveness for computation of its own predictive nomogram. For data dimension decrease and feature selection, the least absolute shrinkage and selection operator (LASSO) regression model was used. A multivariable logistic regression analysis was used to develop nomograms. Each nomogram's performance was internally evaluated for its calibration, discriminative ability, and clinical usefulness.

Results

Included in the study were 138 patients. The model for end-stage liver disease (MELD) score, platelet count, and portal vein thrombosis (PVT) were predictors in the nomogram for any decrease in TBil; international normalized ratio (INR), MELD score, platelet count, and PVT were predictors for a decrease to <5 mg/dL; MELD score, cholinesterase level (CHE), platelet count, and PVT were predictors for a decrease to <3 mg/dL; and MELD score, CHE, platelet count, and pre-albumin level were predictors for a decrease to <2 mg/dL. The clinical value of the nomograms was proven by decision curve analysis.

Conclusions

These models may help inform clinical decision making for performing PTBD procedures.

预测肝细胞癌患者经皮经肝胆道引流的有效性:一项多中心回顾性研究
背景和目的经皮经肝胆道引流(PTBD)并不总是导致肝细胞癌和梗阻性黄疸患者血清总胆红素(TBil)水平的降低。我们的目的是建立一个预测这些患者手术后TBil下降的ptbd前模型。材料与方法回顾性检索四所教学医院的数据库(参考期:2010年1月至2018年12月),提取符合条件的患者的基线特征。PTBD后TBil的任何下降和PTBD后TBil的最低水平(5mg /dL, 3mg /dL和2mg /dL)均被作为计算其自身预测nomogram的有效性标准。对于数据降维和特征选择,采用最小绝对收缩和选择算子(LASSO)回归模型。采用多变量逻辑回归分析来形成模态图。每个图的表现是内部评估其校准,判别能力和临床用途。结果本研究纳入138例患者。终末期肝病(MELD)评分模型、血小板计数和门静脉血栓形成(PVT)是图中TBil下降的预测因子;国际标准化比值(INR)、MELD评分、血小板计数和PVT是降至5 mg/dL的预测因子;MELD评分、胆碱酯酶水平(CHE)、血小板计数和PVT是降至3 mg/dL的预测因子;MELD评分、CHE、血小板计数和前白蛋白水平是降至2 mg/dL的预测因子。决策曲线分析证实了图的临床价值。结论这些模型可以帮助临床决策实施PTBD手术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Liver Research
Liver Research Medicine-Gastroenterology
CiteScore
5.90
自引率
0.00%
发文量
27
审稿时长
13 weeks
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