Investigating the Prognostic Potential of Plasma ST2 in Patients with Peripheral Artery Disease: Identification and Evaluation.

IF 4 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Proteomes Pub Date : 2024-08-29 DOI:10.3390/proteomes12030024
Ben Li, Farah Shaikh, Abdelrahman Zamzam, Rawand Abdin, Mohammad Qadura
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Abstract

Soluble interleukin 1 receptor-like 1 (ST2) is a circulating protein demonstrated to be associated with cardiovascular diseases; however, it has not been studied as a biomarker for peripheral artery disease (PAD). Using a prospectively recruited cohort of 476 patients (312 with PAD and 164 without PAD), we conducted a prognostic study of PAD using clinical/biomarker data. Plasma concentrations of three circulating proteins [ST2, cytokine-responsive gene-2 (CRG-2), vascular endothelial growth factor (VEGF)] were measured at baseline and the cohort was followed for 2 years. The outcome of interest was a 2-year major adverse limb event (MALE; composite of major amputation, vascular intervention, or acute limb ischemia). Using 10-fold cross-validation, a random forest model was trained using clinical characteristics and plasma ST2 levels. The primary model evaluation metric was the F1 score. Out of the three circulating proteins analyzed, ST2 was the only one that was statistically significantly higher in individuals with PAD compared to patients without PAD (mean concentration in plasma of 9.57 [SD 5.86] vs. 11.39 [SD 6.43] pg/mL, p < 0.001). Over a 2-year period, 28 (9%) patients with PAD experienced MALE. Our predictive model, incorporating clinical features and plasma ST2 levels, achieved an F1 score of 0.713 for forecasting 2-year MALE outcomes. Patients identified as high-risk by this model showed a significantly increased likelihood of developing MALE (HR 1.06, 95% CI 1.02-1.13, p = 0.003). By combining clinical characteristics and plasma ST2 levels, our proposed predictive model offers accurate risk assessment for 2-year MALE in PAD patients. This algorithm supports risk stratification in PAD, guiding clinical decisions regarding further vascular evaluation, specialist referrals, and appropriate medical or surgical interventions, thereby potentially enhancing patient outcomes.

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研究外周动脉疾病患者血浆 ST2 的预后潜力:鉴定与评估。
可溶性白细胞介素 1 受体样 1(ST2)是一种被证明与心血管疾病相关的循环蛋白,但尚未将其作为外周动脉疾病(PAD)的生物标记物进行研究。我们使用前瞻性招募的 476 例患者(312 例患有 PAD,164 例未患 PAD),利用临床/生物标记物数据对 PAD 的预后进行了研究。研究人员在基线时测量了三种循环蛋白(ST2、细胞因子反应基因-2(CRG-2)、血管内皮生长因子(VEGF))的血浆浓度,并对该组患者进行了为期两年的随访。关注的结果是 2 年的主要肢体不良事件(MALE;主要截肢、血管介入或急性肢体缺血的复合结果)。通过 10 次交叉验证,利用临床特征和血浆 ST2 水平训练了一个随机森林模型。模型的主要评估指标是 F1 分数。在分析的三种循环蛋白中,ST2是唯一一种与无PAD患者相比,PAD患者ST2显著高于无PAD患者的蛋白(血浆中的平均浓度为9.57 [SD 5.86] pg/mL vs. 11.39 [SD 6.43] pg/mL,P < 0.001)。在两年的时间里,28 名(9%)PAD 患者出现了 MALE。我们的预测模型结合了临床特征和血浆 ST2 水平,预测 2 年 MALE 结果的 F1 得分为 0.713。该模型确定的高危患者发生 MALE 的可能性显著增加(HR 1.06,95% CI 1.02-1.13,P = 0.003)。通过结合临床特征和血浆 ST2 水平,我们提出的预测模型可对 PAD 患者 2 年的 MALE 进行准确的风险评估。该算法有助于对 PAD 进行风险分层,指导临床做出进一步的血管评估、专家转诊以及适当的内科或外科干预等决定,从而改善患者的预后。
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来源期刊
Proteomes
Proteomes Biochemistry, Genetics and Molecular Biology-Clinical Biochemistry
CiteScore
6.50
自引率
3.00%
发文量
37
审稿时长
11 weeks
期刊介绍: Proteomes (ISSN 2227-7382) is an open access, peer reviewed journal on all aspects of proteome science. Proteomes covers the multi-disciplinary topics of structural and functional biology, protein chemistry, cell biology, methodology used for protein analysis, including mass spectrometry, protein arrays, bioinformatics, HTS assays, etc. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. Therefore, there is no restriction on the length of papers. Scope: -whole proteome analysis of any organism -disease/pharmaceutical studies -comparative proteomics -protein-ligand/protein interactions -structure/functional proteomics -gene expression -methodology -bioinformatics -applications of proteomics
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