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接受持续肾脏替代治疗的脓毒症患者的医院死亡率分析:一项MIMIC-III数据库研究

Analysis for Hospital Mortality in Patients With Sepsis Received Continuous Renal Replacement Therapy: A MIMIC-III Database Study.

作者信息

Wang Chunxia, Zheng Jianli, Wang Jinxia, Zou Lin, Zhang Yucai

机构信息

Department of Critical Care Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.

Institute of Pediatric Critical Care, Shanghai Jiao Tong University, Shanghai, China.

出版信息

Front Med (Lausanne). 2022 Feb 10;8:778536. doi: 10.3389/fmed.2021.778536. eCollection 2021.

Abstract

BACKGROUND

Sepsis remains the leading cause of mortality in-hospital in the intensive care unit (ICU). Continuous renal replacement therapy (CRRT) is recommended as an adjuvant therapy for hemodynamics management in patients with sepsis. The aim of this study was to develop an adaptive least absolute shrinkage and selection operator () for the regression model to predict the hospital mortality in patients with Sepsis-3.0 undergoing CRRT using Medical Information Martin Intensive Care (MIMIC)-III v1.4.

METHODS

Patients who met the Sepsis-3.0 definition were identified using the MIMIC-III v1.4. Among them, patients who received CRRT during ICU hospitalization were included in this study. According to the survival status, patients were split into death or survival group. Adaptive for the regression model was constructed by STATA software. At last, nomogram and Kaplan-Meier curves were drawn to validate the model.

RESULTS

A total of 181 patients who met Sepsis 3.0 criteria received CRRT were included in the study, in which, there were 31 deaths and 150 survivals during hospitalization, respectively. The overall in-hospital mortality was 17.1%. According to the results of multivariate regression analysis, use of vasopressor, international normalized ratio (INR) ≥1.5, and quick sequential organ failure assessment (qSOFA) score were associated with hospital mortality in patients with sepsis who underwent CRRT, but lactate level, mechanical ventilation (MV) support, PaO/FiO, platelet count, and indicators of acute kidney injury (AKI), such as blood urea nitrogen (BUN) and creatinine, were not independently associated with hospital mortality after adjusted by qSOFA. The risk nomogram and Kaplan-Meier curves verified that the use of vasopressor and INR ≥1.5 possess significant predictive value.

CONCLUSIONS

Using the regression model, use of vasopressor, INR ≥1.5, and qSOFA score are found to be associated with hospital mortality in patients with Sepsis-3.0 who received CRRT. This finding may assist clinicians in tailoring precise management and therapy for these patients who underwent CRRT.

摘要

背景

脓毒症仍然是重症监护病房(ICU)住院患者死亡的主要原因。连续性肾脏替代疗法(CRRT)被推荐作为脓毒症患者血流动力学管理的辅助治疗方法。本研究的目的是为LASSO回归模型开发一种自适应最小绝对收缩和选择算子(LASSO),以预测使用医学信息马汀重症监护(MIMIC)-III v1.4数据库中接受CRRT治疗的Sepsis-3.0患者的医院死亡率。

方法

使用MIMIC-III v1.4数据库识别符合Sepsis-3.0定义的患者。其中,在ICU住院期间接受CRRT治疗的患者被纳入本研究。根据生存状态,将患者分为死亡组或生存组。使用STATA软件构建LASSO回归模型的自适应LASSO。最后,绘制列线图和Kaplan-Meier曲线以验证模型。

结果

本研究共纳入181例符合Sepsis 3.0标准并接受CRRT治疗的患者,其中住院期间死亡31例,存活150例。总体住院死亡率为17.1%。根据多变量LASSO回归分析结果,使用血管升压药、国际标准化比值(INR)≥1.5以及快速序贯器官衰竭评估(qSOFA)评分与接受CRRT治疗的脓毒症患者的医院死亡率相关,但在经qSOFA校正后,乳酸水平、机械通气(MV)支持、PaO/FiO、血小板计数以及急性肾损伤(AKI)指标,如血尿素氮(BUN)和肌酐,与医院死亡率无独立相关性。风险列线图和Kaplan-Meier曲线证实,使用血管升压药和INR≥1.5具有显著的预测价值。

结论

使用LASSO回归模型发现,使用血管升压药、INR≥1.5以及qSOFA评分与接受CRRT治疗的Sepsis-3.0患者的医院死亡率相关。这一发现可能有助于临床医生为这些接受CRRT治疗的患者制定精准的管理和治疗方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/27db/8866187/97f64a3ec7d0/fmed-08-778536-g0001.jpg

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