Understanding COVID-19 outcome: Exploring the prognostic value of soluble biomarkers indicative of endothelial impairment

IF 3.7 3区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Cytokine Pub Date : 2024-06-09 DOI:10.1016/j.cyto.2024.156673
Vignesh Mariappan , Deepthi Adla , Shraddha Jangili , Pajanivel Ranganadin , Siva Ranaganthan Green , Salma Mohammed , Srinivasa Rao Mutheneni , Agieshkumar Balakrishna Pillai
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Abstract

Host proteins released by the activated endothelial cells during SARS-CoV-2 infection are implicated to be involved in coagulation and endothelial dysfunction. However, the underlying mechanism that governs the vascular dysfunction and disease severity in COVID-10 remains obscure. The study evaluated the serum levels of Bradykinin, Kallikrein, SERPIN A, and IL-18 in COVID-19 (N-42 with 20 moderate and 22 severe) patients compared to healthy controls (HC: N-10) using ELISA at the day of admission (DOA) and day 7 post-admission. The efficacy of the protein levels in predicting disease severity was further determined using machine learning models. The levels of bradykinins and SERPIN A were higher (P ≤ 0.001) in both severe and moderate cases on day 7 post-admission compared to DOA. All the soluble proteins studied were found to elevated (P ≤ 0.01) in severe compared to moderate in day 7 and were positively correlated (P ≤ 0.001) with D-dimer, a marker for coagulation. ROC analysis identified that SERPIN A, IL-18, and bradykinin could predict the clinical condition of COVID-19 with AUC values of 1, 0.979, and 1, respectively. Among the models trained using univariate model analysis, SERPIN A emerged as a strong prognostic biomarker for COVID-19 disease severity. The serum levels of SERPIN A in conjunction with the coagulation marker D-dimer, serve as a predictive indicator for COVID-19 clinical outcomes. However, studies are required to ascertain the role of these markers in disease virulence.

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了解 COVID-19 的结果:探索表明内皮损伤的可溶性生物标志物的预后价值
在 SARS-CoV-2 感染过程中,活化的内皮细胞释放的宿主蛋白与凝血和内皮功能障碍有关。然而,导致 COVID-10 患者血管功能障碍和疾病严重程度的潜在机制仍不清楚。该研究采用 ELISA 方法评估了 COVID-19(N-42,其中中度 20 例,重度 22 例)患者与健康对照组(HC:N-10)在入院当天(DOA)和入院后第 7 天的血清中布雷迪激肽、Kallikrein、SERPIN A 和 IL-18 的水平。利用机器学习模型进一步确定了蛋白质水平在预测疾病严重程度方面的功效。与入院当天相比,重度和中度病例在入院后第7天的缓激肽和SERPIN A水平都更高(P≤0.001)。研究发现,与中度病例相比,重度病例在入院后第 7 天的所有可溶性蛋白均升高(P ≤ 0.01),并且与凝血标志物 D-二聚体呈正相关(P ≤ 0.001)。ROC 分析表明,SERPIN A、IL-18 和缓激肽可预测 COVID-19 的临床状况,其 AUC 值分别为 1、0.979 和 1。在使用单变量模型分析训练的模型中,SERPIN A 成为 COVID-19 疾病严重程度的强预后生物标志物。血清中的 SERPIN A 水平与凝血标记物 D-二聚体一起,可作为 COVID-19 临床结果的预测指标。不过,还需要进行研究以确定这些标记物在疾病毒性中的作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cytokine
Cytokine 医学-免疫学
CiteScore
7.60
自引率
2.60%
发文量
262
审稿时长
48 days
期刊介绍: The journal Cytokine has an open access mirror journal Cytokine: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. * Devoted exclusively to the study of the molecular biology, genetics, biochemistry, immunology, genome-wide association studies, pathobiology, diagnostic and clinical applications of all known interleukins, hematopoietic factors, growth factors, cytotoxins, interferons, new cytokines, and chemokines, Cytokine provides comprehensive coverage of cytokines and their mechanisms of actions, 12 times a year by publishing original high quality refereed scientific papers from prominent investigators in both the academic and industrial sectors. We will publish 3 major types of manuscripts: 1) Original manuscripts describing research results. 2) Basic and clinical reviews describing cytokine actions and regulation. 3) Short commentaries/perspectives on recently published aspects of cytokines, pathogenesis and clinical results.
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