确定高碳酸血症性急性呼吸衰竭患者HFNC衰竭的危险因素和发展nomogram。

IF 2.2 3区 医学 Q1 EMERGENCY MEDICINE American Journal of Emergency Medicine Pub Date : 2025-04-01 Epub Date: 2025-01-22 DOI:10.1016/j.ajem.2025.01.046
Chenlong Wang , Qingcheng Zhu , Liuzhao Cao , Joseph Walline , Bingxia Wang , Dingyu Tan
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引用次数: 0

摘要

背景:目前,专门用于预测高碳酸血症性急性呼吸衰竭(hypercapic ARF)患者高流量鼻插管(HFNC)氧疗失败的图图缺乏。本回顾性研究的目的是开发和评估一种nomogram,用于评估该患者群体中HFNC失败的风险。方法:选取2020年1月1日至2023年12月31日在重症监护病房(ICU)接受HFNC治疗的ARF合并高碳酸血症(PaCO2≥45mmhg)患者为研究对象。通过最小绝对收缩和选择算子回归分析确定危险因素。随后,利用多变量logistic回归分析建立了一个新的nomogram模型。通过受试者工作特征曲线、校准曲线和决策曲线分析(DCA)评估模型的预测性能。结果:共有189例患者纳入分析,其中HFNC成功组128例,HFNC失败组61例。多因素logistic回归发现血尿素氮、钙、脓毒症和氧合指数(ROX)是氧疗4 h后HFNC失败的独立预后因素。与序贯器官衰竭评估评分(P = 0.011)和4小时ROX指数(P = 0.001)相比,nomogram表现出更优越的性能。此外,校准曲线显示出令人满意的预测准确性,而DCA强调了nomogram的临床应用。结论:已经确定了与高碳酸血症性ARF患者HFNC失败相关的关键人口学和实验室参数。这些参数被用来开发一个精确和用户友好的图,这可以作为临床医生有效的临床工具。
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Identifying risk factors and developing a nomogram for HFNC failure in patients with hypercapnic acute respiratory failure

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.
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来源期刊
CiteScore
6.00
自引率
5.60%
发文量
730
审稿时长
42 days
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.
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