应用颈动脉斑块微血管成像特征预测老年高血压患者缺血性卒中:套索logistic回归模型

IF 1.9 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Journal of Medical Ultrasonics Pub Date : 2025-04-01 Epub Date: 2025-03-15 DOI:10.1007/s10396-024-01513-0
Xiuli Jin, Xiangxi Yang, Fengjuan Li
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引用次数: 0

摘要

目的:本研究旨在评估超一流微血管成像(SMI)在评估老年高血压患者颈动脉斑块斑块内新生血管(IPN)及其与缺血性脑卒中的关系中的有效性,建立并验证基于SMI特征的缺血性脑卒中预测模型。方法:回顾性研究314例老年高血压颈动脉斑块患者,分为训练组(235例)和验证组(79例)。患者被分为中风组和非中风组。采用单变量logistic回归和最小绝对收缩和选择算子(LASSO)回归分析颈动脉斑块的SMI特征和基线变量,建立多变量logistic回归模型。然后对模型进行验证。结果:在训练队列中,79例(33.6%)患者发生缺血性卒中。重要的预测指标包括BMI、高血压分级、IPN分级和狭窄百分比。将这些因素纳入logistic回归模型,曲线下面积(AUC)为0.79,准确率为69.6%,灵敏度为60.8%,特异性为85.7%。结论:BMI、高血压分级、IPN分级、颈动脉斑块狭窄与老年高血压患者缺血性脑卒中相关。基于这些指标建立的logistic回归模型可以提高对该人群缺血性脑卒中的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Prediction of ischemic stroke in elderly hypertensive patients using carotid plaque superb microvascular imaging characteristics: a lasso-logistic regression model.

Purpose: This study aims to assess the effectiveness of Superb Microvascular Imaging (SMI) in evaluating intraplaque neovascularization (IPN) in carotid plaques and its association with ischemic stroke in elderly hypertensive patients, and to develop and validate a prediction model for ischemic stroke based on SMI characteristics.

Methods: This retrospective study included 314 elderly hypertensive patients with carotid plaques, divided into a training cohort (235 cases) and a validation cohort (79 cases). Patients were categorized into stroke and non-stroke groups. SMI characteristics of carotid plaques and baseline variables were analyzed using univariate logistic regression and Least Absolute Shrinkage and Selection Operator (LASSO) regression to develop a multivariate logistic regression model. The model was then validated.

Results: In the training cohort, 79 patients (33.6%) experienced ischemic stroke. Significant predictors included BMI, hypertension grade, IPN grade, and stenosis percentage. These factors were incorporated into a logistic regression model, which was validated with an area under the curve (AUC) of 0.79, 69.6% accuracy, 60.8% sensitivity, and 85.7% specificity.

Conclusion: BMI, hypertension grade, IPN grade, and carotid plaque stenosis are associated with ischemic stroke in elderly hypertensive patients. The developed logistic regression model based on these indicators can improve the prediction of ischemic stroke in this population.

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来源期刊
CiteScore
3.30
自引率
11.10%
发文量
102
审稿时长
>12 weeks
期刊介绍: The Journal of Medical Ultrasonics is the official journal of the Japan Society of Ultrasonics in Medicine. The main purpose of the journal is to provide forum for the publication of papers documenting recent advances and new developments in the entire field of ultrasound in medicine and biology, encompassing both the medical and the engineering aspects of the science.The journal welcomes original articles, review articles, images, and letters to the editor.The journal also provides state-of-the-art information such as announcements from the boards and the committees of the society.
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