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解析腘动脉瘤患者多样性:POPART 注册中心的聚类分析结果。

Deciphering Popliteal Artery Aneurysm Patient Diversity: Insights From a Cluster Analysis of the POPART Registry.

机构信息

FIFOS-Forum for Integrative Research and Systems Biology Vienna Austria.

Department of Vascular and Endovascular Surgery, Klinik Ottakring Vienna Austria.

出版信息

J Am Heart Assoc. 2024 Jun 18;13(12):e034429. doi: 10.1161/JAHA.124.034429. Epub 2024 Jun 15.

Abstract

BACKGROUND

Popliteal artery aneurysms (PAAs) are the most common peripheral aneurysm. However, due to its rarity, the cumulative body of evidence regarding patient patterns, treatment strategies, and perioperative outcomes is limited. This analysis aims to investigate distinct phenotypical patient profiles and associated treatment and outcomes in patients with a PAA by performing an unsupervised clustering analysis of the POPART (Practice of Popliteal Artery Aneurysm Repair and Therapy) registry.

METHODS AND RESULTS

A cluster analysis (using k-means clustering) was performed on data obtained from the multicenter POPART registry (42 centers from Germany and Luxembourg). Sensitivity analyses were conducted to explore validity and stability. Using 2 clusters, patients were primarily separated by the absence or presence of clinical symptoms. Within the cluster of symptomatic patients, the main difference between patients with acute limb ischemia presentation and nonemergency symptomatic patients was PAA diameter. When using 6 clusters, patients were primarily grouped by comorbidities, with patients with acute limb ischemia forming a separate cluster. Despite markedly different risk profiles, perioperative complication rates appeared to be positively associated with the proportion of emergency patients. However, clusters with a higher proportion of patients having any symptoms before treatment experienced a lower rate of perioperative complications.

CONCLUSIONS

The conducted analyses revealed both an insight to the public health reality of PAA care as well as patients with PAA at elevated risk for adverse outcomes. This analysis suggests that the preoperative clinic is a far more crucial adjunct to the patient's preoperative risk assessment than the patient's epidemiological profile by itself.

摘要

背景

腘动脉动脉瘤(PAAs)是最常见的外周动脉瘤。然而,由于其罕见性,关于患者模式、治疗策略和围手术期结果的累积证据有限。本分析旨在通过对 POPART(腘动脉动脉瘤修复和治疗实践)登记处进行无监督聚类分析,研究 PAA 患者的不同表型患者特征以及相关治疗和结局。

方法和结果

对来自德国和卢森堡 42 个中心的多中心 POPART 登记处的数据进行聚类分析(使用 k-均值聚类)。进行了敏感性分析以探索有效性和稳定性。使用 2 个聚类,患者主要根据是否存在临床症状进行分离。在有症状患者的聚类中,急性肢体缺血表现和非紧急症状患者之间的主要区别是 PAA 直径。当使用 6 个聚类时,患者主要根据合并症进行分组,急性肢体缺血患者形成一个单独的聚类。尽管风险状况明显不同,但围手术期并发症发生率似乎与急诊患者的比例呈正相关。然而,治疗前有任何症状的患者比例较高的聚类,围手术期并发症发生率较低。

结论

进行的分析揭示了 PAA 护理的公共卫生现实以及 PAA 患者发生不良结局的风险较高。该分析表明,术前临床检查对于患者术前风险评估比患者自身的流行病学特征更为重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d557/11255753/05c994c25977/JAH3-13-e034429-g001.jpg

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