导出和外部验证的预测模型的侵入性机械通风在重症监护病房的COVID-19患者
Gabriel Maia1,2, Camila Marinelli Martins3, Victoria Marques1,4
1Laboratory of Pulmonary Investigation, Institute of Biophysics Carlos Chagas Filho, Centro de Ciências da Saúde, Federal University of Rio de Janeiro, Avenida Carlos Chagas Filho, 273, Bloco G-014, Ilha do Fundão, Rio de Janeiro, 21941-902, RJ, Brazil.
Annals of intensive care
|August 21, 2024
概括
使用顺序器官衰竭评估 (SOFA) 评分,外周氧和 (SpO2) 和呼吸力信号的预测模型比ROX指数更好地预测了COVID-19患者的侵入性机械通风 (IMV) 需求.
科学领域:
- 关键护理医学 关键护理医学
- 肺部病理学 肺部病理学
- 传染性疾病 传染性疾病
背景情况:
- 开发用于侵入性机械通风 (IMV) 的准确预后模型对于管理COVID-19的重症监护室 (ICU) 患者至关重要.
- 呼吸速率-氧化量 (ROX) 指数是常用的工具,但其在这个人群中的预测性能需要进一步评估.
研究的目的:
- 开发和验证预后模型,用于预测COVID-19的ICU患者对IMV的需求.
- 将这些新型模型的性能与已建立的ROX指数进行比较.
主要方法:
- 一项回顾性队列研究包括来自巴西三家医院的346名COVID-19的成年ICU患者 (2020年3月至2021年8月).
- 多重物流回归和Akaike信息标准 (AIC) 用于选择IMV的预测变量.
- 模型被评估为歧视和校准,在国际数据库上进行外部验证.
主要成果:
- 最终的模型确定了序列器官衰竭评估 (SOFA) 评分,外周氧和度 (SpO2) 和呼吸力信号作为IMV的关键预测因素.
- 需要IMV (7.3) 的患者的ROX指数比不需要IMV (9.6) 的患者低 (7.3).
- 在外部验证中,使用SOFA评分,SpO2和呼吸力信号的模型实现了比ROX指数 (63%) 更高的准确性 (79%).
结论:
- 与ROX指数相比,SOFA评分,SpO2和呼吸力信号显示了在COVID-19ICU患者中对IMV需求的优越预测能力.
- 这些变量为有关通风支持的临床决策提供了一个潜在的更准确和更可靠的工具.
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