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使用聚类分析对肺动脉高压患者进行分类的新方法。

Novel approach to classifying patients with pulmonary arterial hypertension using cluster analysis.

作者信息

Parikh Kishan S, Rao Youlan, Ahmad Tariq, Shen Kai, Felker G Michael, Rajagopal Sudarshan

机构信息

1 Duke Clinical Research Institute, Durham, NC, USA.

2 Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, NC, USA.

出版信息

Pulm Circ. 2017 Apr-Jun;7(2):486-493. doi: 10.1177/2045893217705891. Epub 2017 May 12.

Abstract

Pulmonary arterial hypertension (PAH) patients have distinct disease courses and responses to treatment, but current diagnostic and treatment schemes provide limited insight. We aimed to see if cluster analysis could distinguish clinical phenotypes in PAH. An unbiased cluster analysis was performed on 17 baseline clinical variables of PAH patients from the FREEDOM-M, FREEDOM-C, and FREEDOM-C2 randomized trials of oral treprostinil versus placebo. Participants were either treatment-naïve (FREEDOM-M) or on background therapy (FREEDOM-C, FREEDOM-C2). We tested for association of clusters with outcomes and interaction with respect to treatment. Primary outcome was 6-minute walking distance (6MWD) change. We included 966 participants with 12-week (FREEDOM-M) or 16-week (FREEDOM-C and FREEDOM-C2) follow-up. Four patient clusters were identified. Compared with Clusters 1 (n = 131) and 2 (n = 496), Clusters 3 (n = 246) and 4 (n = 93) patients were older, heavier, had worse baseline functional class, 6MWD, Borg Dyspnea Index, and fewer years since PAH diagnosis. Clusters also differed by PAH etiology and background therapies, but not gender or race. Mean treatment effect of oral treprostinil differed across Clusters 1-4 increased in a monotonic fashion (Cluster 1: 10.9 m; Cluster 2: 13.0 m; Cluster 3: 25.0 m; Cluster 4: 50.9 m; interaction P value = 0.048). We identified four distinct clusters of PAH patients based on common patient characteristics. Patients who were older, diagnosed with PAH for a shorter period, and had worse baseline symptoms and exercise capacity had the greatest response to oral treprostinil treatment.

摘要

肺动脉高压(PAH)患者具有不同的病程和对治疗的反应,但目前的诊断和治疗方案提供的见解有限。我们旨在研究聚类分析是否能够区分PAH的临床表型。对口服曲前列尼尔与安慰剂的FREEDOM-M、FREEDOM-C和FREEDOM-C2随机试验中PAH患者的17项基线临床变量进行了无偏聚类分析。参与者要么是初治患者(FREEDOM-M),要么是接受背景治疗的患者(FREEDOM-C、FREEDOM-C2)。我们测试了聚类与结局的关联以及与治疗的相互作用。主要结局是6分钟步行距离(6MWD)的变化。我们纳入了966名参与者,随访时间为12周(FREEDOM-M)或16周(FREEDOM-C和FREEDOM-C2)。识别出了四个患者聚类。与聚类1(n = 131)和聚类2(n = 496)相比,聚类3(n = 246)和聚类4(n = 93)的患者年龄更大、体重更重、基线功能分级更差、6MWD、Borg呼吸困难指数更差,且自PAH诊断以来的年数更少。聚类在PAH病因和背景治疗方面也存在差异,但在性别或种族方面无差异。口服曲前列尼尔的平均治疗效果在聚类1 - 4中呈单调增加(聚类1:10.9米;聚类2:13.0米;聚类3:25.0米;聚类4:50.9米;相互作用P值 = 0.048)。我们基于共同的患者特征识别出了四个不同的PAH患者聚类。年龄较大、PAH诊断时间较短、基线症状和运动能力较差的患者对口服曲前列尼尔治疗的反应最大。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63c6/5467940/82cdf47e15f3/10.1177_2045893217705891-fig1.jpg

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