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Deciphering Popliteal Artery Aneurysm Patient Diversity: Insights From a Cluster Analysis of the POPART Registry
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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.
Ovid Technologies (Wolters Kluwer Health)
Maria Elisabeth Leinweber
Thomas Schmandra
Thomas Karl
Giovanni Torsello
Dittmar Böckler
Mikolaj Walensi
Phillip Geisbuesch
Thomas Schmitz‐Rixen
Georg Jung
Amun Georg Hofmann
Endovascular Surgery
Martin Storck
Thoracic Surgery
Kai Balzer
Endovascular Surgery
Ulrich Kugelmann
Endovascular Surgery
Christina Schneider
Vascular Surgery
Michael Engelhardt
Endovascular Surgery
Michael Petzold
Barbara Weis‐Mueller
Kliniken Maria Hilf
Markus Wortmann
Transplantation Surgery
Sebastian Popp
Endovascular Surgery
Dirk Grotemeyer
Heiner Wenk
Roushanak Shayesteh‐Kheslat
Pediatric Surgery
Giovanni Torsello
Katrin Meisenbacher
Endovascular Surgery
Johannes Hoffmann
Hubert Schelzig
Endovascular Surgery
Yush Roopa
Endovascular Surgery
Thomas Strohschneider
Endovascular Surgery
Thomas Noppeney
Viktor Reichert
Endovascular Surgery
Uwe Lorenz
Karin Pfister
Shoaeddin Damirchi
Tomislav Stojanovic
Endovascular Surgery
Alexander Oberhuber
Endovascular Surgery
Bernd Lobenstein
Tolga Atilla Sagban
Tomas Pfeiffer
Endovascular Surgery
Johann Koller
Endovascular Surgery
Christian Sprenger
Endovascular Surgery
Thomas Kruschwitz
Frank Marquardt
Thomas Schmandra
Endovascular Surgery
Dorothee Bail
Title: Deciphering Popliteal Artery Aneurysm Patient Diversity: Insights From a Cluster Analysis of the POPART Registry
Description:
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.
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