Predictive performance of ROX index and its variations for NIV failure.

Lada Lijović, Tomislav Radočaj, Nataša Kovač, Marinko Vučić, Paul Elbers
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Abstract

Objective: To determine whether the ROX index and its variations can predict the risk of intubation in ICU patients receiving NIV ventilation using large public ICU databases.

Design: Retrospective observational cohort study.

Setting: Patient data was extracted from both the AmsterdamUMCdb and the MIMIC-IV ICU databases, which contained data related to 20,109 and 50,920 unique patients.

Patients: Non-invasively mechanically ventilated.

Interventions: Retrospective review of variables.

Main variables of interest: To assess the predictive values of models for each index, the ROX and its variations mROX, ROX-HR and mROX-HR were calculated based on mean values of SpO2, respiratory rate, FiO2 and PaO2 from 2-h windows within the first 12 h of NIV.

Results: 3344 patients were eligible for analysis of which 1344 were intubated, died or returned to NIV within 24 h of ending NIV. NIV failure group had higher SOFA scores and higher CRP levels at admission. There was no difference in duration of NIV therapy or 28-day mortality, but patients who failed NIV had longer length of stay. The best performing index was ROX with an AUROC of 0.626 at 10-12 h. All other indices for all other time windows were less discriminating.

Conclusions: The performance of ROX index and its variations to predict NIV failure in ICU patients across large public ICU databases was moderate at best and cannot currently be recommended for clinical decision support.

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ROX指数的预测性能及其对NIV故障的变化。
目的:利用大型ICU公共数据库,确定ROX指数及其变化是否可以预测ICU患者接受NIV通气的插管风险。设计:回顾性观察队列研究。设置:患者数据从阿姆斯特丹umcdb和MIMIC-IV ICU数据库中提取,其中包含与20,109和50,920例独特患者相关的数据。患者:无创机械通气。干预措施:对变量进行回顾性分析。主要研究变量:为了评估各指标模型的预测价值,根据NIV前12 h内2 h窗期SpO2、呼吸速率、FiO2和PaO2的平均值计算ROX及其变化mROX、ROX- hr和mROX- hr。结果:3344例患者符合分析条件,其中1344例患者插管、死亡或在NIV结束后24 h内返回NIV。NIV失败组入院时SOFA评分较高,CRP水平较高。无创通气治疗时间和28天死亡率没有差异,但无创通气失败的患者住院时间更长。在10-12 h表现最好的指标是ROX, AUROC为0.626,其他所有时间窗的指标判别性较差。结论:在大型公共ICU数据库中,ROX指数及其变化预测ICU患者NIV失败的表现充其量是中等的,目前不能推荐用于临床决策支持。
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