Chenlong Wang, Qingcheng Zhu, Liuzhao Cao, Joseph Walline, Bingxia Wang, Dingyu Tan
{"title":"Identifying risk factors and developing a nomogram for HFNC failure in patients with hypercapnic acute respiratory failure.","authors":"Chenlong Wang, Qingcheng Zhu, Liuzhao Cao, Joseph Walline, Bingxia Wang, Dingyu Tan","doi":"10.1016/j.ajem.2025.01.046","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Currently, there is a deficiency in nomograms specifically designed for predicting the failure of high-flow nasal cannula (HFNC) oxygen therapy in patients with hypercapnic acute respiratory failure (hypercapnic ARF). The aim of this retrospective study is to develop and evaluate a nomogram that assesses the risk of HFNC failure in this patient population.</p><p><strong>Methods: </strong>Patients with ARF and hypercapnia (PaCO<sub>2</sub> ≥ 45 mmHg in the initial arterial blood gas) who received HFNC in the intensive care unit (ICU) from January 1, 2020 to December 31, 2023 were enrolled in this study. Risk factors were identified through least absolute shrinkage and selection operator regression analysis. A novel nomogram model was subsequently developed using multivariable logistic regression analysis. The model's predictive performance was assessed via receiver operating characteristic curves, calibration curves, and decision curve analysis (DCA).</p><p><strong>Results: </strong>A total of 189 patients were included in the analysis, comprising 128 patients in the HFNC success group and 61 in the HFNC failure group. Multivariate logistic regression identified blood urea nitrogen, calcium, sepsis, and the respiratory rate oxygenation index (ROX) after 4 h of oxygen therapy as independent prognostic factors for HFNC failure. The nomogram exhibited superior performance compared to the Sequential Organ Failure Assessment score (P = 0.011) and the 4-h ROX index (P = 0.001). Additionally, the calibration curve demonstrated satisfactory predictive accuracy, while DCA highlighted the clinical utility of the nomogram.</p><p><strong>Conclusion: </strong>Key demographic and laboratory parameters associated with the failure of HFNC in patients with hypercapnic ARF have been identified. These parameters were used to develop a precise and user-friendly nomogram, which could serve as an effective clinical tool for clinicians.</p>","PeriodicalId":55536,"journal":{"name":"American Journal of Emergency Medicine","volume":"90 ","pages":"157-163"},"PeriodicalIF":2.7000,"publicationDate":"2025-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"American Journal of Emergency Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.ajem.2025.01.046","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"EMERGENCY MEDICINE","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Currently, there is a deficiency in nomograms specifically designed for predicting the failure of high-flow nasal cannula (HFNC) oxygen therapy in patients with hypercapnic acute respiratory failure (hypercapnic ARF). The aim of this retrospective study is to develop and evaluate a nomogram that assesses the risk of HFNC failure in this patient population.
Methods: Patients with ARF and hypercapnia (PaCO2 ≥ 45 mmHg in the initial arterial blood gas) who received HFNC in the intensive care unit (ICU) from January 1, 2020 to December 31, 2023 were enrolled in this study. Risk factors were identified through least absolute shrinkage and selection operator regression analysis. A novel nomogram model was subsequently developed using multivariable logistic regression analysis. The model's predictive performance was assessed via receiver operating characteristic curves, calibration curves, and decision curve analysis (DCA).
Results: A total of 189 patients were included in the analysis, comprising 128 patients in the HFNC success group and 61 in the HFNC failure group. Multivariate logistic regression identified blood urea nitrogen, calcium, sepsis, and the respiratory rate oxygenation index (ROX) after 4 h of oxygen therapy as independent prognostic factors for HFNC failure. The nomogram exhibited superior performance compared to the Sequential Organ Failure Assessment score (P = 0.011) and the 4-h ROX index (P = 0.001). Additionally, the calibration curve demonstrated satisfactory predictive accuracy, while DCA highlighted the clinical utility of the nomogram.
Conclusion: Key demographic and laboratory parameters associated with the failure of HFNC in patients with hypercapnic ARF have been identified. These parameters were used to develop a precise and user-friendly nomogram, which could serve as an effective clinical tool for clinicians.
期刊介绍:
A distinctive blend of practicality and scholarliness makes the American Journal of Emergency Medicine a key source for information on emergency medical care. Covering all activities concerned with emergency medicine, it is the journal to turn to for information to help increase the ability to understand, recognize and treat emergency conditions. Issues contain clinical articles, case reports, review articles, editorials, international notes, book reviews and more.