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开发一种新模型预测乙型肝炎相关慢加急性肝衰竭患者肝移植术后短期预后

Development of a Novel Model for Predicting Postoperative Short-Term Outcome in Patients with Hepatitis B-Related Acute-on-Chronic Liver Failure Undergoing Liver Transplantation.

机构信息

Beijing Friendship Hospital, Capital Medical University, Beijing, China (mainland).

General Surgical Center, Beijing Youan Hospital, Capital Medical University, Beijing, China (mainland).

出版信息

Ann Transplant. 2022 Aug 26;27:e936732. doi: 10.12659/AOT.936732.

DOI:10.12659/AOT.936732
PMID:36016483
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9426208/
Abstract

BACKGROUND We aimed to create a novel predictive model through comparing the prognostic accuracy of the current mainstream scoring models in predicting the short-term outcome of patients with hepatitis B-related acute-on-chronic liver failure (HBACLF) undergoing liver transplantation (LT). MATERIAL AND METHODS Data on patients with HBACLF undergoing LT were retrospectively collected and analyzed. The area under the time-dependent receiver operating characteristic curve of 16 scoring models was calculated to evaluate their performance in predicting short-term survival after LT. Univariate analyses and LASSO regression were used to identify the independent variables, which were further selected by Cox stepwise regression. RESULTS A total of 135 patients were enrolled. Among the 16 scoring models, MELD-Na performed the best in predicting 3-month mortality after LT, with an AUC of 0.716. LASSO regression analysis revealed that only the MELD-Na was confirmed as an independent predictor (HR 1.0481, 95% C.I [1.0136, 1.0838], P<0.05). Cox stepwise regression identified 4 variables - MELD-Na, sex, systemic infection, and placement of T-tube during operation - which were used to construct a novel prognostic model with a C-index of 0.844 and a Brier score of 0.131 after internal validation and a C-index of 0.824 (95% C.I [0.658, 0.989]) and a Brier score of 0.119 in the external validation cohort at 3 months. CONCLUSIONS Compared with other scoring models, MELD-Na was an independent factor in predicting short-term outcome after LT. The constructed novel predictive model could exert clinical benefits on early prognostic assessment and case selection.

摘要

背景

本研究旨在通过比较目前主流评分模型对乙型肝炎相关慢加急性肝衰竭(HBACLF)患者行肝移植(LT)后短期预后的预测准确性,建立一种新的预测模型。

材料与方法

回顾性收集并分析行 LT 的 HBACLF 患者的数据。计算 16 种评分模型的时间依赖性受试者工作特征曲线下面积,以评估其对 LT 后短期生存的预测性能。采用单因素分析和 LASSO 回归筛选独立变量,然后采用 Cox 逐步回归进一步选择。

结果

共纳入 135 例患者。在 16 种评分模型中,MELD-Na 在预测 LT 后 3 个月死亡率方面表现最佳,AUC 为 0.716。LASSO 回归分析显示,仅 MELD-Na 被确认为独立预测因素(HR 1.0481,95%CI [1.0136, 1.0838],P<0.05)。Cox 逐步回归确定了 4 个变量——MELD-Na、性别、全身感染和手术中 T 管放置——用于构建一个新的预后模型,内部验证的 C 指数为 0.844,Brier 评分为 0.131,外部验证队列 3 个月的 C 指数为 0.824(95%CI [0.658, 0.989]),Brier 评分为 0.119。

结论

与其他评分模型相比,MELD-Na 是 LT 后短期预后的独立因素。所构建的新型预测模型可在早期预后评估和病例选择方面提供临床获益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/8655b856a050/anntransplant-27-e936732-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/75fd33a1c230/anntransplant-27-e936732-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/277d6b756af4/anntransplant-27-e936732-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/980100987859/anntransplant-27-e936732-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/8518e6b13f0d/anntransplant-27-e936732-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/8655b856a050/anntransplant-27-e936732-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/75fd33a1c230/anntransplant-27-e936732-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/277d6b756af4/anntransplant-27-e936732-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/980100987859/anntransplant-27-e936732-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/8518e6b13f0d/anntransplant-27-e936732-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7782/9426208/8655b856a050/anntransplant-27-e936732-g005.jpg

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