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肝移植术后术前高乳酸血症与早期死亡率:运用随机森林生存分析选择重要变量

Preoperative hyperlactatemia and early mortality after liver transplantation: selection of important variables using random forest survival analysis.

作者信息

Cheong Yuseon, Lee Sangho, Lee Do-Kyeong, Kim Kyoung-Sun, Sang Bo-Hyun, Hwang Gyu-Sam

机构信息

Department of Anesthesiology and Pain Medicine, Laboratory for Cardiovascular Dynamics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.

Department of Anesthesiology and Pain Medicine, Seoul Teunteun Neurosurgery, Wonju, Korea.

出版信息

Anesth Pain Med (Seoul). 2021 Oct;16(4):353-359. doi: 10.17085/apm.21049. Epub 2021 Oct 14.

Abstract

BACKGROUND

Generally, lactate levels > 2 mmol/L represent hyperlactatemia, whereas lactic acidosis is often defined as lactate > 4 mmol/L. Although hyperlactatemia is common finding in liver transplant (LT) candidates, association between lactate and organ failures with Acute-on-chronic Liver Failure (ACLF) is poorly studied. We searched the important variables for pre-LT hyperlactatemia and examined the impact of preoperative hyperlactatemia on early mortality after LT.

METHODS

A total of 2,002 patients from LT registry between January 2008 and February 2019 were analyzed. Six organ failures (liver, kidney, brain, coagulation, circulation, and lung) were defined by criteria of EASL-CLIF ACLF Consortium. Variable importance of preoperative hyperlactatemia was examined by machine learning using random survival forest (RSF). Kaplan-Meier Survival curve analysis was performed to assess 90-day mortality.

RESULTS

Median lactate level was 1.9 mmol/L (interquartile range: 1.4, 2.4 mmol/L) and 107 (5.3%) patients showed > 4.0 mmol/L. RSF analysis revealed that the four most important variables for hyperlactatemia were MELD score, circulatory failure, hemoglobin, and respiratory failure. The 30-day and 90-day mortality rates were 2.7% and 5.1%, whereas patients with lactate > 4.0 mmol/L showed increased rate of 15.0% and 19.6%, respectively.

CONCLUSIONS

About 50% and 5% of LT candidates showed pre-LT hyperlactatemia of > 2.0 mmol/L and > 4.0 mmol/L, respectively. Pre-LT lactate > 4.0 mmol/L was associated with increased early post-LT mortality. Our results suggest that future study of correcting modifiable risk factors may play a role in preventing hyperlactatemia and lowering early mortality after LT.

摘要

背景

一般来说,乳酸水平>2 mmol/L代表高乳酸血症,而乳酸酸中毒通常定义为乳酸>4 mmol/L。尽管高乳酸血症在肝移植(LT)候选者中很常见,但乳酸与慢性肝功能衰竭急性发作(ACLF)的器官衰竭之间的关联研究较少。我们搜索了LT术前高乳酸血症的重要变量,并研究了术前高乳酸血症对LT术后早期死亡率的影响。

方法

分析了2008年1月至2019年2月LT登记处的2002例患者。根据欧洲肝脏研究学会-慢性肝功能衰竭协作组(EASL-CLIF ACLF Consortium)的标准定义六种器官衰竭(肝脏、肾脏、大脑、凝血、循环和肺)。使用随机生存森林(RSF)通过机器学习检查术前高乳酸血症的变量重要性。进行Kaplan-Meier生存曲线分析以评估90天死亡率。

结果

乳酸水平中位数为1.9 mmol/L(四分位间距:1.4,2.4 mmol/L),107例(5.3%)患者乳酸水平>4.0 mmol/L。RSF分析显示,高乳酸血症的四个最重要变量是终末期肝病模型(MELD)评分、循环衰竭、血红蛋白和呼吸衰竭。30天和90天死亡率分别为2.7%和5.1%,而乳酸>4.0 mmol/L的患者死亡率分别增加至15.0%和19.6%。

结论

分别约50%和5%的LT候选者LT术前乳酸水平>2.0 mmol/L和>4.0 mmol/L。LT术前乳酸>4.0 mmol/L与LT术后早期死亡率增加相关。我们的结果表明,未来对可改变危险因素进行校正的研究可能在预防高乳酸血症和降低LT术后早期死亡率方面发挥作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d520/8828623/85acfd883e87/apm-21049f1.jpg

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