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国际标准化比值升高会导致创伤性肺损伤患者的预后不良。

Elevated international normalized ratio contributes to poor prognosis in patients with traumatic lung injury.

作者信息

Lin Qingwei, Peng Enlan, Deng Xingping, Song Xiaomin, Zhong Lincui, He Longping, Zeng Qingbo, Song Jingchun

机构信息

Intensive Care Unit, The 908th Hospital of Chinese PLA Logistic Support Force, Nanchang, China.

Intensive Care Unit, Changcheng Hospital Affiliated to Nanchang University, Nanchang, China.

出版信息

Front Med (Lausanne). 2024 Aug 2;11:1426999. doi: 10.3389/fmed.2024.1426999. eCollection 2024.

Abstract

OBJECTIVE

To investigate the pivotal determinants contributing to the adverse prognosis in patients afflicted with traumatic lung injury (TLI), with an aim to mitigate the elevated mortality rate associated with this condition.

METHODS

A retrospective analysis was carried out on 106 TLI patients who were admitted to the intensive care unit of a comprehensive hospital from March 2018 to November 2022. The patients were categorized into two groups based on their 28-day outcome: the survival group ( = 88) and the death group ( = 18). Random forest model, least absolute shrinkage and selection operator (LASSO) regression and support vector machine recursive feature elimination (SVM-RFE) were utilized to pinpoint the primary factors linked to poor prognosis in TLI patients. The Receiver Operating Characteristic (ROC) curve analysis was utilized to ascertain the predictive value of INR in forecasting the prognosis of TLI patients. Based on the cut-off value of INR, patients were categorized into two groups: INR ≥ 1.36 group ( = 35) and INR < 1.36 group ( = 71). The 28-day survival rate was then compared using Kaplan-Meier analysis.

RESULTS

Random forest model, LASSO, and SVM-RFE jointly identified International standardization ratio (INR) as a risk factor for TLI patients. The area under the ROC curve for INR in predicting the 28-day mortality of TLI patients was 0.826 (95% CI 0.733-0.938), with a cut-off value of 1.36. The 28-day mortality risk for TLI patients with an INR ≥ 1.36 was 8.5 times higher than those with an INR < 1.36.

CONCLUSION

Traumatic lung injury patients with elevated INR have a poor prognosis. An INR of ≥1.36 can be used as an early warning indicator for patients with traumatic lung injury.

摘要

目的

探讨创伤性肺损伤(TLI)患者不良预后的关键决定因素,以降低与此病症相关的死亡率。

方法

对2018年3月至2022年11月入住某综合医院重症监护病房的106例TLI患者进行回顾性分析。根据患者28天的结局将其分为两组:生存组(n = 88)和死亡组(n = 18)。采用随机森林模型、最小绝对收缩和选择算子(LASSO)回归以及支持向量机递归特征消除(SVM-RFE)来确定与TLI患者预后不良相关的主要因素。采用受试者工作特征(ROC)曲线分析来确定国际标准化比值(INR)对TLI患者预后的预测价值。根据INR的临界值,将患者分为两组:INR≥1.36组(n = 35)和INR<1.36组(n = 71)。然后使用Kaplan-Meier分析比较两组的28天生存率。

结果

随机森林模型、LASSO和SVM-RFE共同确定国际标准化比值(INR)是TLI患者的危险因素。INR预测TLI患者28天死亡率的ROC曲线下面积为0.826(95%CI 0.733 - 0.938),临界值为1.36。INR≥1.36的TLI患者28天死亡风险比INR<1.36的患者高8.5倍。

结论

INR升高的创伤性肺损伤患者预后不良。INR≥1.36可作为创伤性肺损伤患者的早期预警指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12be/11327037/6a2ec6b520b9/fmed-11-1426999-g001.jpg

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