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基于MIMIC-IV数据库的综合及专科重症监护病房患者28天死亡风险的六种危重病评分的预测价值

[Predictive value of six critical illness scores for 28-day death risk in comprehensive and specialized intensive care unit patients based on MIMIC-IV database].

作者信息

Zhu Shanshan, Chen Huixin, Li Xiang, Gulifeire Tayier, Wang Yi, Yang Chunbo, Yu Xiangyou

机构信息

Critical Medicine Center, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, Xinjiang Uygur Autonomous Region, China.

Xinjiang Uygur Autonomous Region Institute of Critical Medicine, Urumqi 830054, Xinjiang Uygur Autonomous Region, China. Corresponding author: Yang Chunbo, Email:

出版信息

Zhonghua Wei Zhong Bing Ji Jiu Yi Xue. 2022 Jul;34(7):752-758. doi: 10.3760/cma.j.cn121430-20220304-00205.

Abstract

OBJECTIVE

To explore the basic characteristics of various types of intensive care unit (ICU) patients and the predictive value of six common disease severity scores in critically ill patients on the first day on the 28-day death risk.

METHODS

The general information, disease severity scores [acute physiology score III (APS III), Oxford acute disease severity (OASIS) score, Logistic organ dysfunction score (LODS), simplified acute physiology score II (SAPS II), systemic inflammatory response syndrome (SIRS) score and sequential organ failure assessment (SOFA) score], prognosis and other indicators of critically ill patients admitted from 2008 to 2019 were extracted from Medical Information Mart for Intensive Care-IV 2.0 (MIMIC-IV 2.0). The receiver operator characteristic curve (ROC curve) of six critical illness scores for 28-day death risk of patients in various ICU, and the area under the ROC curve (AUC) was calculated, the optimal Youden index was used to determine the cut-off value, and the AUC of various ICU was verified by Delong method.

RESULTS

A total of 53 150 critically ill patients were enrolled, with medical ICU (MICU) accounted for the most (19.25%, n = 10 233), followed by cardiac vascular ICU (CVICU) with 17.78%(n = 9 450), and neurological ICU (NICU) accounted for the least (6.25%, n = 3 320). The patients in coronary care unit (CCU) were the oldest [years old: 71.79 (60.27, 82.33)]. The length of ICU stay in NICU was the longest [days: 2.84 (1.51, 5.49)] and accounted for the highest proportion of total length of hospital stay [63.51% (34.61%, 97.07%)]. The patients in comprehensive ICU had the shortest length of ICU stay [days: 1.75 (0.99, 3.05)]. The patients in CVICU had the lowest proportion of length of ICU stay to total length of hospital stay [27.69% (18.68%, 45.18%)]. The six scores within the first day of ICU admission in NICU patients were lower than those in the other ICU, while APS III, LODS, OASIS, and SOFA scores in MICU patients were higher than those in the other ICU. SAP II and SIRS scores were both the highest in CVICU, respectively. In terms of prognosis, MICU patients had the highest 28-day mortality (14.14%, 1 447/10 233), while CVICU patients had the lowest (2.88%, 272/9 450). ROC curve analysis of the predictive value of each score on the 28-day death risk of various ICU patients showed that, the predictive value of APS III, LODS, and SAPS II in comprehensive ICU were higher [AUC and 95% confidence interval (95%CI) were 0.84 (0.83-0.85), 0.82 (0.81-0.84), and 0.83 (0.82-0.84), respectively]. The predictive value of OASIS, LODS, and SAPS II in surgical ICU (SICU) were higher [AUC and 95%CI were 0.80 (0.79-0.82), 0.79 (0.78-0.81), and 0.79 (0.77-0.80), respectively]. The predictive value of APS III and SAPS II in MICU were higher [AUC and 95%CI were 0.84 (0.82-0.85) and 0.82 (0.81-0.83), respectively]. The predictive value of APS III and SAPS II in CCU were higher [AUC and 95%CI were 0.86 (0.85-0.88) and 0.85 (0.83-0.86), respectively]. The predictive value of LODS and SAPS II in trauma ICU (TICU) were higher [AUC and 95%CI were 0.83 (0.82-0.83) and 0.83 (0.82-0.84), respectively]. The predictive value of OASIS and SAPS II in NICU were higher [AUC and 95%CI were 0.83 (0.80-0.85) and 0.81 (0.78-0.83), respectively]. The predictive value of APS III, LODS, and SAPS II in CVICU were higher [AUC and 95%CI were 0.84 (0.83-0.85), 0.81 (0.80-0.82), and 0.78 (0.77-0.78), respectively].

CONCLUSIONS

For the patients in comprehensive ICU, MICU, CCU, and CVICU, APS III or SAPS II can be applied for predicting 28-day death risk. For the patients in SICU and NICU, OASIS or SAPS II can be applied to predict 28-day death risk. For the patients in TICU, SAPS II or LODS can be applied for predicting 28-day death risk. For CVICU patients, APS III or LODS can be applied to predict 28-day death risk.

摘要

目的

探讨各类重症监护病房(ICU)患者的基本特征以及六种常见疾病严重程度评分对危重症患者入住首日28天死亡风险的预测价值。

方法

从重症监护医学信息数据库-IV 2.0(MIMIC-IV 2.0)中提取2008年至2019年收治的危重症患者的一般信息、疾病严重程度评分[急性生理学评分III(APS III)、牛津急性疾病严重程度(OASIS)评分、逻辑器官功能障碍评分(LODS)、简化急性生理学评分II(SAPS II)、全身炎症反应综合征(SIRS)评分和序贯器官衰竭评估(SOFA)评分]、预后等指标。计算各ICU患者28天死亡风险的六种危重症评分的受试者工作特征曲线(ROC曲线)及其曲线下面积(AUC),采用最佳约登指数确定截断值,并通过德龙法对各ICU的AUC进行验证。

结果

共纳入53150例危重症患者,其中内科ICU(MICU)患者最多(19.25%,n = 10233),其次是心血管ICU(CVICU),占17.78%(n = 9450),神经ICU(NICU)患者最少(6.25%,n = 3320)。冠心病监护病房(CCU)患者年龄最大[岁:71.79(60.27,82.33)]。NICU患者的ICU住院时间最长[天:2.84(1.51,5.49)],占总住院时间的比例最高[63.51%(34.61%,97.07%)]。综合ICU患者的ICU住院时间最短[天:1.75(0.99,3.05)]。CVICU患者的ICU住院时间占总住院时间的比例最低[27.69%(18.68%,45.18%)]。NICU患者入住ICU首日的六种评分低于其他ICU,而MICU患者的APS III、LODS、OASIS和SOFA评分高于其他ICU。SAPS II和SIRS评分在CVICU中均最高。在预后方面,MICU患者的28天死亡率最高(14.14%,1447/10233),而CVICU患者最低(2.88%,272/9450)。对各评分对不同ICU患者28天死亡风险的预测价值进行ROC曲线分析,结果显示,综合ICU中APS III、LODS和SAPS II的预测价值较高[AUC及95%置信区间(95%CI)分别为0.84(0.83 - 0.85)、0.82(0.81 - 0.84)和0.83(0.82 - 0.84)]。外科ICU(SICU)中OASIS、LODS和SAPS II的预测价值较高[AUC及95%CI分别为0.80(0.79 - 0.82)、0.79(0.78 - 0.81)和0.79(0.77 - 0.80)]。MICU中APS III和SAPS II的预测价值较高[AUC及95%CI分别为0.84(0.82 - 0.85)和0.82(0.81 - 0.83)]。CCU中APS III和SAPS II的预测价值较高[AUC及95%CI分别为0.86(0.85 - 0.88)和0.85(0.83 - 0.86)]。创伤ICU(TICU)中LODS和SAPS II的预测价值较高[AUC及95%CI分别为0.83(0.82 - 0.83)和0.83(0.82 - 0.84)]。NICU中OASIS和SAPS II的预测价值较高[AUC及95%CI分别为0.83(0.80 - 0.85)和0.81(0.78 - 0.83)]。CVICU中APS III、LODS和SAPS II的预测价值较高[AUC及95%CI分别为0.84(0.83 - 0.85)、0.81(0.80 - 0.82)和0.78(0.77 - 0.78)]。

结论

对于综合ICU、MICU、CCU和CVICU的患者,可应用APS III或SAPS II预测28天死亡风险。对于SICU和NICU的患者,可应用OASIS或SAPS II预测28天死亡风险。对于TICU的患者,可应用SAPS II或LODS预测28天死亡风险。对于CVICU患者,可应用APS III或LODS预测28天死亡风险。

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