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[机械功率在中重度急性呼吸窘迫综合征患者中的诊断价值:一项基于MIMIC-III数据的分析]

[Diagnostic value of mechanical power in patients with moderate to severe acute respiratory distress syndrome: an analysis using the data from MIMIC-III].

作者信息

Yan Yao, Xie Yongpeng, Wang Yanli, Chen Xiaobing, Sun Yan, Du Zhiqiang, Li Xiaomin

机构信息

Department of Emergency Medicine, Lianyungang Clinical College of Nanjing Medical University, the First People's Hospital of Lianyungang City, Lianyungang 222000, Jiangsu, China.

Department of Critical Care Medicine, Lianyungang Clinical College of Nanjing Medical University, the First People's Hospital of Lianyungang City, Lianyungang 222000, Jiangsu, China.

出版信息

Zhonghua Wei Zhong Bing Ji Jiu Yi Xue. 2022 Jan;34(1):35-40. doi: 10.3760/cma.j.cn121430-20210630-00978.

Abstract

OBJECTIVE

To explore the diagnostic value of mechanical power (MP) in patients with moderate to severe acute respiratory distress syndrome (ARDS) based on the Medical Information Mart for Intensive Care-IIIv1.4 (MIMIC-III v1.4).

METHODS

The information of ARDS patients undergoing invasive mechanical ventilation for no less than 48 hours who were hospitalized at Beth Israel Deaconess Medical Center in Boston, Massachusetts from June 2001 to October 2012 in the MIMIC-III v1.4 were collected. The demographics of patients, disease severity scores, ARDS etiology, prognostic indicators, pre-ventilation arterial blood gas analysis and respiratory parameters within 48 hours of ventilation were extracted. According to the lowest oxygenation index (PaO/FiO) before ventilation, the patients were divided into mild to moderate ARDS group (> 150 mmHg, 1 mmHg≈0.133 kPa) and moderate to severe ARDS group (≤ 150 mmHg), and the differences in baseline characteristics between the two groups were compared. The independent predictors associated with the severity of ARDS were analyzed using Logistic regression. The receiver operator characteristic curve (ROC curve) was plotted. The area under ROC curve (AUC) was calculated to evaluate the diagnostic value of MP for moderate to severe ARDS. The Youden index was used to determine the diagnostic threshold of MP for moderate to severe ARDS. According to the cut-off value of MP based on Youden index, all ARDS patients were divided into high and low MP groups. Kaplan-Meier survival curve was used to analyze the 28-day survival status of patients.

RESULTS

A total of 403 ARDS patients were enrolled in the study, including 107 subjects with mild to moderate ARDS and 296 with moderate to severe ARDS. There were significant differences in age, sequential organ failure assessment (SOFA) score, the lowest PaO/FiO before ventilation, the last PaO/FiO before ventilation, 28-day mortality, the length of intensive care unit (ICU) stay, duration of mechanical ventilation, lung dynamic compliance (Cdyn) in the second 24 hours of ventilation and positive end-expiratory pressure (PEEP), plateau pressure (Pplat), driving pressure (ΔP), respiratory rate (RR), lung static compliance (Cst), MP, inspired fraction of oxygen (FiO) within 48 hours of ventilation between the two groups. After adjusting variables such as age, SOFA score, the last PaO/FiO before ventilation, and related respiratory mechanics parameters, multivariate Logistic regression analysis showed that higher ΔP, PEEP and MP, and lower last PaO/FiO before ventilation were independently associated with moderate to severe ARDS [odds ratio (OR) and 95% confidence interval (95%CI) was 1.137 (1.032-1.252), 1.333 (1.139-1.561), 1.102 (1.030-1.179), and 0.996 (0.993-0.998), respectively, all P < 0.01]. The ROC curve analysis showed that the best cut-off value of MP for the diagnosis of moderate to severe ARDS was 18.1 J/min with sensitivity of 81.42% and specificity of 60.75%, and the AUC was 0.745 (95%CI was 0.690-0.799). According to the cut-off value of MP obtained by ROC curve, all ARDS patients were divided into high MP group (> 18.1 J/min) and low MP group (≤ 18.1 J/min). The Kaplan-Meier survival curve showed that the 28-day cumulative survival rate in the high MP group was significantly lower than that in the low MP group (73.8% vs. 85.1%; Log-Rank test: χ = 5.660, P = 0.017).

CONCLUSIONS

MP is an independent predictor of the severity of ARDS, and it can be used to diagnose moderate to severe ARDS.

摘要

目的

基于重症监护医学信息数据库-III v1.4(MIMIC-III v1.4)探讨机械功率(MP)对中重度急性呼吸窘迫综合征(ARDS)患者的诊断价值。

方法

收集2001年6月至2012年10月在马萨诸塞州波士顿贝斯以色列女执事医疗中心住院、接受有创机械通气不少于48小时的ARDS患者在MIMIC-III v1.4中的信息。提取患者的人口统计学资料、疾病严重程度评分、ARDS病因、预后指标、通气前动脉血气分析以及通气48小时内的呼吸参数。根据通气前最低氧合指数(PaO₂/FiO₂),将患者分为轻至中度ARDS组(>150 mmHg,1 mmHg≈0.133 kPa)和中至重度ARDS组(≤150 mmHg),比较两组基线特征的差异。采用Logistic回归分析与ARDS严重程度相关的独立预测因素。绘制受试者工作特征曲线(ROC曲线)。计算ROC曲线下面积(AUC)以评估MP对中重度ARDS的诊断价值。用约登指数确定MP对中重度ARDS的诊断阈值。根据基于约登指数的MP截断值,将所有ARDS患者分为MP高组和MP低组。采用Kaplan-Meier生存曲线分析患者28天生存状况。

结果

本研究共纳入403例ARDS患者,其中轻至中度ARDS患者107例,中至重度ARDS患者296例。两组在年龄、序贯器官衰竭评估(SOFA)评分、通气前最低PaO₂/FiO₂、通气前末次PaO₂/FiO₂、28天死亡率、重症监护病房(ICU)住院时间、机械通气时间、通气第2个24小时的肺动态顺应性(Cdyn)以及呼气末正压(PEEP)、平台压(Pplat)、驱动压(ΔP)、呼吸频率(RR)、肺静态顺应性(Cst)、MP、通气48小时内的吸入氧分数(FiO₂)等方面存在显著差异。调整年龄、SOFA评分、通气前末次PaO₂/FiO₂及相关呼吸力学参数等变量后,多因素Logistic回归分析显示,较高的ΔP、PEEP和MP以及较低的通气前末次PaO₂/FiO₂与中至重度ARDS独立相关[比值比(OR)及95%置信区间(95%CI)分别为1.137(1.032 - 1.252)、1.333(1.139 - 1.561)、1.102(1.030 - 1.179)和0.996(0.993 - 0.998),均P < 0.01]。ROC曲线分析显示,MP诊断中至重度ARDS的最佳截断值为18.1 J/min,灵敏度为81.42%,特异度为60.75%,AUC为0.745(95%CI为0.690 - 0.799)。根据ROC曲线得到的MP截断值,将所有ARDS患者分为MP高组(>18.1 J/min)和MP低组(≤18.1 J/min)。Kaplan-Meier生存曲线显示,MP高组28天累积生存率显著低于MP低组(73.8%对85.1%;Log-Rank检验:χ² = 5.660,P = 0.017)。

结论

MP是ARDS严重程度的独立预测因素,可用于诊断中至重度ARDS。

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