Prediction of Major Adverse Limb Events in Females with Peripheral Artery Disease using Blood-Based Biomarkers and Clinical Features.

IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS
Ben Li, Hamzah Khan, Farah Shaikh, Abdelrahman Zamzam, Rawand Abdin, Mohammad Qadura
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Abstract

The objective of this study was to identify a female-specific prognostic biomarker for peripheral artery disease (PAD) and develop a prediction model for 2-year major adverse limb events (MALE). Patients with/without PAD were recruited (n=461). Plasma concentrations of 68 circulating proteins were measured and patients were followed for 2 years. The primary outcome was MALE (composite of vascular intervention, major amputation, or acute/chronic limb threatening ischemia). We trained a random forest model using: 1) clinical characteristics, 2) female-specific PAD biomarker, and 3) clinical characteristics and female-specific PAD biomarker. Galectin-9 was the only protein to be significantly elevated in females compared to males in the discovery/validation analyses. The random forest model achieved the following AUROC's: 0.72 (clinical features), 0.83 (Galectin-9), and 0.86 (clinical features + Galectin-9). We identified Galectin-9 as a female-specific PAD biomarker and developed an accurate prognostic model for 2-year MALE using a combination of clinical features and plasma Galectin-9 levels.

利用基于血液的生物标志物和临床特征预测女性外周动脉疾病的主要肢体不良事件
本研究的目的是确定女性特异性外周动脉疾病(PAD)的预后生物标志物,并建立2年主要肢体不良事件(MALE)的预测模型。招募有/没有PAD的患者(n=461)。测定68种循环蛋白的血浆浓度,随访2年。主要结局是MALE(血管干预、大截肢或急性/慢性肢体威胁缺血的综合结果)。我们使用:1)临床特征,2)女性特异性PAD生物标志物,以及3)临床特征和女性特异性PAD生物标志物来训练随机森林模型。在发现/验证分析中,半乳糖凝集素-9是唯一在女性中比男性显著升高的蛋白质。随机森林模型实现了以下AUROC: 0.72(临床特征),0.83(半乳糖凝集素-9)和0.86(临床特征+半乳糖凝集素-9)。我们将半乳糖凝集素-9确定为女性特异性PAD生物标志物,并结合临床特征和血浆半乳糖凝集素-9水平建立了2年男性患者的准确预后模型。
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来源期刊
Journal of Cardiovascular Translational Research
Journal of Cardiovascular Translational Research CARDIAC & CARDIOVASCULAR SYSTEMS-MEDICINE, RESEARCH & EXPERIMENTAL
CiteScore
6.10
自引率
2.90%
发文量
148
审稿时长
6-12 weeks
期刊介绍: Journal of Cardiovascular Translational Research (JCTR) is a premier journal in cardiovascular translational research. JCTR is the journal of choice for authors seeking the broadest audience for emerging technologies, therapies and diagnostics, pre-clinical research, and first-in-man clinical trials. JCTR''s intent is to provide a forum for critical evaluation of the novel cardiovascular science, to showcase important and clinically relevant aspects of the new research, as well as to discuss the impediments that may need to be overcome during the translation to patient care.
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