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首页> 外文期刊>BMC Pulmonary Medicine >Effects of high-flow oxygen therapy on patients with hypoxemia after extubation and predictors of reintubation: a retrospective study based on the MIMIC-IV database
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Effects of high-flow oxygen therapy on patients with hypoxemia after extubation and predictors of reintubation: a retrospective study based on the MIMIC-IV database

机译:高流量氧治疗对拔管后催眠血症患者的影响及重新涂覆的预测因子:基于模拟IV数据库的回顾性研究

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摘要

To investigate the indications for high-flow nasal cannula oxygen (HFNC) therapy in patients with hypoxemia during ventilator weaning and to explore the predictors of reintubation when treatment fails. Adult patients with hypoxemia weaning from mechanical ventilation were identified from the?Medical Information Mart for Intensive Care IV (MIMIC-IV) database. The patients were assigned to the treatment group or control group according to whether they were receiving HFNC or non-invasive ventilation (NIV) after extubation. The 28-day mortality and 28-day reintubation rates were compared between the two groups after Propensity score matching (PSM). The predictor for reintubation was formulated according to the risk factors with the XGBoost algorithm. The areas under the receiver operating characteristic curve (AUC) was calculated for reintubation prediction according to values at 4?h after extubation, which was compared with the ratio of SpO2/FiO2 to respiratory rate (ROX index). A total of 524,520 medical?records were screened, and 801 patients with moderate or severe hypoxemia when undergoing mechanical ventilation weaning were included (100 0.05). Then HR/SpO2 was formulated as a predictor for 48-h reintubation according to the important features predicting weaning failure. According to values at 4?h after extubation, the AUC of HR/SpO2 was 0.657, which was larger than that of ROX index (0.583). When the HR/SpO2 reached 1.2 at 4?h after extubation, the specificity for 48-h reintubation prediction was 93%. The treatment effect of HFNC therapy is not inferior to that of NIV, even on patients with oxygenation index from 160 to 180?mmHg when weaning from ventilator. HR/SpO2 is more early and accurate in predicting HFNC failure than ROX index.
机译:探讨呼吸机断奶期间缺氧血症患者的高流量鼻腔套管氧气(HFNC)治疗的适应症,并在治疗失败时探索重新涂布的预测因子。从机械通风中断奶患者的成年患者是从?医学信息MART进行密集护理IV(MIMIC-IV)数据库。根据拔管后是否正在接受HFNC或非侵入性通气(NIV),将患者分配给治疗组或对照组。在倾向分数匹配(PSM)之后,在两组之间比较了28天死亡率和28天的重新涂布率。根据具有XGBoost算法的危险因素配制重新涂覆的预测器。在拔管后根据4ΩH的值计算接收器操作特性曲线(AUC)下的区域,其与SPO2 / FiO2与呼吸速率(ROX指数)的比率进行比较。总共筛选了524,520名医学?筛查了记录,包括在进行机械通风断奶时中度或严重缺氧血症的801名患者(100.05)。然后根据预测断奶失败的重要特征将HR / SPO2配制成48小时重新涂覆的预测器。根据拔管后4μl的值,HR / SPO2的AUC为0.657,比ROX指数(0.583)大。当拔管后Hr / spo2在4μm达到1.2时,48-h重新涂覆预测的特异性为93%。 HFNC治疗的治疗效果均不逊于NIV,即使在呼吸机断奶时氧合指数从160-180的含氧指数的患者。 HR / SPO2更早,预测HFNC故障比ROX指数更早,准确。

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