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聚类分析识别出新型的真实世界肺部疾病-肺动脉高压亚表型:对治疗反应的影响。

Cluster analysis identifies novel real-world lung disease-pulmonary hypertension subphenotypes: implications for treatment response.

作者信息

Johnson Shelsey W, Wang Rui-Sheng, Winter Michael R, Gillmeyer Kari R, Zeder Katarina, Klings Elizabeth S, Goldstein Ronald H, Wiener Renda Soylemez, Maron Bradley A

机构信息

VA Boston Healthcare System, Boston, MA, USA.

The Pulmonary Center, Division of Pulmonary, Allergy, Sleep and Critical Care, and Boston University School of Medicine, Boston, MA, USA.

出版信息

ERJ Open Res. 2024 May 20;10(3). doi: 10.1183/23120541.00959-2023. eCollection 2024 May.

Abstract

BACKGROUND

Clinical trials repurposing pulmonary arterial hypertension (PAH) therapies to patients with lung disease- or hypoxia-pulmonary hypertension (PH) (classified as World Health Organization Group 3 PH) have failed to show a consistent benefit. However, Group 3 PH clinical heterogeneity suggests robust phenotyping may inform detection of treatment-responsive subgroups. We hypothesised that cluster analysis would identify subphenotypes with differential responses to oral PAH therapy.

METHODS

Two k-means analyses were performed on a national cohort of US veterans with Group 3 PH; an inclusive model (I) of all treated patients (n=196) and a haemodynamic model (H) limited to patients with right heart catheterisations (n=112). The primary outcome was organ failure or all-cause mortality by cluster. An exploratory analysis evaluated within-cluster treatment effects.

RESULTS

Three distinct clusters of Group 3 PH patients were identified. In the inclusive model (C1 n=43, 21.9%; C2 n=102, 52.0%; C3 n=51, 26.0%), lung disease and spirometry drove cluster assignment. By contrast, in the haemodynamic model (C1 n=44, 39.3%; C2 n=43, 38.4%; C3 n=25, 22.3%), right heart catheterisation data surpassed the importance of lung disease and spirometry. In the haemodynamic model, compared to C3, C1 experienced the greatest hazard for respiratory failure or death (HR 6.1, 95% CI 3.2-11.8). In an exploratory analysis, cluster determined treatment response (p=0.006). Conclusions regarding within-cluster treatment responses were limited by significant differences between select variables in the treated and untreated groups.

CONCLUSIONS

Cluster analysis identifies novel real-world subphenotypes of Group 3 PH patients with distinct clinical trajectories. Future studies may consider this methodological approach to identify subgroups of heterogeneous patients that may be responsive to existing pulmonary vasodilatory therapies.

摘要

背景

将肺动脉高压(PAH)治疗方法用于患有肺部疾病或低氧性肺动脉高压(PH)(归类为世界卫生组织第3组PH)患者的临床试验未能显示出一致的益处。然而,第3组PH的临床异质性表明,强大的表型分析可能有助于检测对治疗有反应的亚组。我们假设聚类分析将识别出对口服PAH治疗有不同反应的亚表型。

方法

对一组美国退伍军人第3组PH患者进行了两次k均值分析;一个是所有接受治疗患者的包容性模型(I)(n = 196),另一个是仅限于接受右心导管检查患者的血流动力学模型(H)(n = 112)。主要结局是按聚类分析的器官衰竭或全因死亡率。一项探索性分析评估了聚类内的治疗效果。

结果

识别出了第3组PH患者的三个不同聚类。在包容性模型中(C1 n = 43,21.9%;C2 n = 102,52.0%;C3 n = 51,26.0%),肺部疾病和肺功能测定驱动聚类分配。相比之下,在血流动力学模型中(C1 n = 44,39.3%;C2 n = 43,38.4%;C^{3} n = 25,22.3%),右心导管检查数据超过了肺部疾病和肺功能测定的重要性。在血流动力学模型中,与C3相比,C1发生呼吸衰竭或死亡的风险最高(风险比6.1,95%置信区间3.2 - 11.8)。在一项探索性分析中,聚类决定治疗反应(p = 0.006)。关于聚类内治疗反应的结论受到治疗组和未治疗组中选定变量之间显著差异的限制。

结论

聚类分析识别出了具有不同临床轨迹的第3组PH患者的新型真实世界亚表型。未来的研究可能会考虑这种方法来识别可能对现有肺血管扩张治疗有反应的异质性患者亚组。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4c84/11103711/01f63b434275/00959-2023.01.jpg

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