Department of Anaesthesia and Critical Care Medicine, Queen Elizabeth Hospital, Birmingham, UK.
Department of Anaesthesia and Critical Care Medicine, Queen Elizabeth Hospital, UK.
Anaesthesia. 2022 Jul;77(7):763-771. doi: 10.1111/anae.15700. Epub 2022 Mar 3.
Unsupervised clustering methods of transthoracic echocardiography variables have not been used to characterise circulatory failure mechanisms in patients with COVID-19 pneumonitis. We conducted a retrospective, single-centre cohort study in ICU patients with COVID-19 pneumonitis whose lungs were mechanically ventilated and who underwent transthoracic echocardiography between March 2020 and May 2021. We performed latent class analysis of echocardiographic and haemodynamic variables. We characterised the identified subphenotypes by comparing their clinical parameters, treatment responses and 90-day mortality rates. We included 305 patients with a median (IQR [range]) age 59 (49-66 [16-83]) y. Of these, 219 (72%) were male, 199 (65%) had moderate acute respiratory distress syndrome and 113 (37%) did not survive more than 90 days. Latent class analysis identified three cardiovascular subphenotypes: class 1 (52%; normal right ventricular function); class 2 (31%; right ventricular dilation with mostly preserved systolic function); and class 3 (17%; right ventricular dilation with systolic impairment). The three subphenotypes differed in their clinical characteristics and response to prone ventilation and outcomes, with 90-day mortality rates of 22%, 42% and 73%, respectively (p < 0.001). We conclude that the identified subphenotypes aligned with right ventricular pathophysiology rather than the accepted definitions of right ventricular dysfunction, and these identified classifications were associated with clinical outcomes.
尚未应用经胸超声心动图变量的无监督聚类方法来描述 COVID-19 肺炎患者循环衰竭的机制。我们进行了一项回顾性的单中心队列研究,纳入了 2020 年 3 月至 2021 年 5 月期间因 COVID-19 肺炎而机械通气并接受经胸超声心动图检查的 ICU 患者。我们对超声心动图和血流动力学变量进行潜在类别分析。通过比较其临床参数、治疗反应和 90 天死亡率来描述所确定的亚表型。我们纳入了 305 例患者,其中位(IQR [范围])年龄为 59 岁(49-66 岁[16-83 岁])。其中,219 例(72%)为男性,199 例(65%)为中度急性呼吸窘迫综合征,113 例(37%)未存活超过 90 天。潜在类别分析确定了三种心血管亚表型:第 1 类(52%;右心室功能正常);第 2 类(31%;右心室扩张但收缩功能基本保留);和第 3 类(17%;右心室扩张伴收缩功能障碍)。这三种亚表型在临床特征、对俯卧位通气的反应和结局方面存在差异,90 天死亡率分别为 22%、42%和 73%(p<0.001)。我们得出结论,所确定的亚表型与右心室病理生理学一致,而不是与公认的右心室功能障碍定义一致,这些确定的分类与临床结局相关。