{"title":"ROX指数的预测性能及其对NIV故障的变化","authors":"Lada Lijović , Tomislav Radočaj , Nataša Kovač , Marinko Vučić , Paul Elbers","doi":"10.1016/j.medin.2024.502136","DOIUrl":null,"url":null,"abstract":"<div><h3>Objective</h3><div>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.</div></div><div><h3>Design</h3><div>Retrospective observational cohort study.</div></div><div><h3>Setting</h3><div>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.</div></div><div><h3>Patients</h3><div>Non-invasively mechanically ventilated.</div></div><div><h3>Interventions</h3><div>Retrospective review of variables.</div></div><div><h3>Main variables of interest</h3><div>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 SpO<sub>2</sub>, respiratory rate, FiO<sub>2</sub> and PaO<sub>2</sub> from 2-h windows within the first 12 h of NIV.</div></div><div><h3>Results</h3><div>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.</div></div><div><h3>Conclusions</h3><div>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.</div></div>","PeriodicalId":49268,"journal":{"name":"Medicina Intensiva","volume":"49 7","pages":"Article 502136"},"PeriodicalIF":2.7000,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Predictive performance of ROX index and its variations for NIV failure\",\"authors\":\"Lada Lijović , Tomislav Radočaj , Nataša Kovač , Marinko Vučić , Paul Elbers\",\"doi\":\"10.1016/j.medin.2024.502136\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objective</h3><div>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.</div></div><div><h3>Design</h3><div>Retrospective observational cohort study.</div></div><div><h3>Setting</h3><div>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.</div></div><div><h3>Patients</h3><div>Non-invasively mechanically ventilated.</div></div><div><h3>Interventions</h3><div>Retrospective review of variables.</div></div><div><h3>Main variables of interest</h3><div>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 SpO<sub>2</sub>, respiratory rate, FiO<sub>2</sub> and PaO<sub>2</sub> from 2-h windows within the first 12 h of NIV.</div></div><div><h3>Results</h3><div>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.</div></div><div><h3>Conclusions</h3><div>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.</div></div>\",\"PeriodicalId\":49268,\"journal\":{\"name\":\"Medicina Intensiva\",\"volume\":\"49 7\",\"pages\":\"Article 502136\"},\"PeriodicalIF\":2.7000,\"publicationDate\":\"2025-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Medicina Intensiva\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0210569124004297\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CRITICAL CARE MEDICINE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medicina Intensiva","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0210569124004297","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
Predictive performance of ROX index and its variations for NIV failure
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.
期刊介绍:
Medicina Intensiva is the journal of the Spanish Society of Intensive Care Medicine and Coronary Units (SEMICYUC) and of Pan American and Iberian Federation of Societies of Intensive and Critical Care Medicine. Medicina Intensiva has become the reference publication in Spanish in its field. The journal mainly publishes Original Articles, Reviews, Clinical Notes, Consensus Documents, Images, and other information relevant to the specialty. All works go through a rigorous selection process. The journal accepts submissions of articles in English and in Spanish languages. The journal follows the publication requirements of the International Committee of Medical Journal Editors (ICMJE) and the Committee on Publication Ethics (COPE).