Related Experiment Videos
Identifying patients at elevated risk of stroke after transcarotid artery revascularization
Jesse A Columbo1, Pablo Martinez-Camblor2, Caitlin W Hicks3
1Geisel School of Medicine at Dartmouth, Hanover, NH; Section of Vascular Surgery, Heart and Vascular Center, Dartmouth Hitchcock Medical Center, Lebanon, NH; Department of Surgery, Veteran's Health Administration, White River Junction, VT; The Dartmouth Institute for Health Policy and Clinical Practice, Dartmouth College, Lebanon, NH.
Background:
Transcarotid artery revascularization (TCAR) has assumed a significant role in the surgical treatment of extracranial carotid occlusive disease in current practice. Yet, TCAR-specific factors that predispose to periprocedural stroke remain poorly characterized. The purpose of this analysis was to identify factors that may inherently predispose to adverse outcomes in patients undergoing TCAR.
Methods:
We used Vascular Quality Initiative data to examine factors associated with in-hospital stroke after TCAR for patients treated between 2016 and 2024. Two complementary machine learning methods were used to identify factors associated with stroke after TCAR. First, we used classification and regression trees (CART) to identify factors associated with stroke and then grouped patients according to these factors. Second, we used a random forest machine learning technique to identify the top features associated with stroke. Finally, we took the CART-defined subgroups and used logistic regression to account for confounding by the top variables from the random forest.
Results:
We studied 61,111 patients who underwent TCAR (mean age: 73.4 ± 8.9 years, 37.4% women, 42.1% symptomatic). The overall in-hospital stroke risk was 1.33% after TCAR. The CART analysis found that most important factors associated with in-hospital stroke were symptom status, noncompliance with taking a p2y12 inhibitor, and the use of two or more stents. This created four patient groups: (G1) asymptomatic and p2y12 inhibitor compliant, (G2) asymptomatic and not taking a preoperative P2Y12 inhibitor, (G3) symptomatic and with one stent, and (G4) symptomatic and with two or more stents. These groups had in-hospital stroke risks of 0.74%, 1.60%, 1.85%, and 3.96%, respectively. After adjustment for confounding, the groups had a stepwise increase in the likelihood of in-hospital stroke: G1: reference, G2: adjusted odds ratio (aOR): 1.77 (95% confidence interval [CI]: 1.27-2.47), G3: aOR: 2.36 (95% CI: 2.00-2.77), and G4: aOR: 5.29 (95% CI: 4.07-6.87).
Conclusions:
There appear to be important modifiable factors that are associated with increased in-hospital stroke risk among patients undergoing TCAR. Specifically, unreliable p2y12 inhibition and multistent procedures were strong predictors of in hospital stroke. These findings suggest that asymptomatic patients who cannot satisfactorily comply with preoperative medical therapy or symptomatic patients who cannot be treated with a single stent may wish to consider an alternative revascularization strategy.
Related Concept Videos
Ischemic Stroke l: Introduction
Atherosclerosis IV: Nursing Management
Stroke: Introduction and Types
Hemorrhagic Stroke l: Introduction
Hemorrhagic Stroke ll: Pathophysiology
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT