循环microrna作为COVID-19严重程度的生物标志物

L. Pinilla, I. Benítez, A. Carratalá, A. Moncusí-Moix, C. Gort-Paniello, M. Molinero, Jessica González, G. Torres, M. Bernal, S. Picó, Cristina Doncel, R. Almansa, N. Jorge, E. Bustamante, J. M. Gomez, M. Gonzalez-Rivera, D. Micheloud, P. Ryan, L. Tamayo, C. Aldecoa, R. Ferrer, A. Ceccato, L. Fernández, A. Motos, J. Riera, R. Menéndez, D. Garcia, Peñuelas, A. Torres, J. Bermejo-Martín, F. Barbé, D. Gonzalo-Calvo
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Quality control was performed using spike-ins and hemolysis tests. Predictive models were constructed using a variable selection process based on LASSO regression. RESULTS: Ten circulating miRNAs were deregulated in ICU compared to ward patients. LASSO analysis identified a signature of three miRNAs that displayed an optimal discrimination ability to distinguish between ICU and ward patients (AUC = 0.88) (Figure 1A). Among ICU patients, six miRNAs were downregulated when comparing nonsurvivors to survivors. A signature based on two miRNAs was found to be a relevant predictor of mortality during ICU stay (AUC = 0.84) (Figure 1B). The discrimination potential of the miRNA signature was higher than the observed for clinical laboratory parameters such as leukocyte counts (including neutrophil count, lymphocyte count and the neutrophil-tolymphocyte ratio), CRP or D-dimer (maximum AUC for these variables = 0.76). 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引用次数: 0

摘要

研究理由:寻找微创、易获取的生物标志物,支持2019冠状病毒病(COVID-19)住院患者的管理,是临床研究的热点。MicroRNAs (miRNAs)已被提出作为辅助医疗决策的临床指标。在这里,我们的目的是检查住院COVID-19患者的循环miRNA谱,并评估其作为疾病管理生物标志物来源的潜力。方法:观察性、前瞻性和多中心研究,纳入了在西班牙第一次大流行期间(2020年3月- 5月)招募的84例鼻咽拭子PCR检测阳性的SARS-CoV-2患者。根据疾病严重程度对患者进行分层:不需要重症监护的住院患者(n = 47)和ICU住院患者(n = 37)。另一项纳入ICU非幸存者(n=17)和幸存者(n= 20)的研究进行。使用RT-qPCR对血浆样品中的41个mirna进行表达谱分析。该小组包括与以下相关的mirna: i)免疫/炎症反应;ii)肺损伤;iii)呼吸道病毒感染;iv)心肌损伤;v)凝血。采用尖刺和溶血试验进行质量控制。使用基于LASSO回归的变量选择过程构建预测模型。结果:与病区患者相比,ICU患者有10个循环mirna被解除调控。LASSO分析鉴定出三个mirna的特征,显示出区分ICU和病房患者的最佳区分能力(AUC = 0.88)(图1A)。在ICU患者中,与非幸存者相比,有6种mirna下调。基于两个mirna的特征被发现是ICU住院期间死亡率的相关预测因子(AUC = 0.84)(图1B)。miRNA标记的识别潜力高于临床实验室参数,如白细胞计数(包括中性粒细胞计数、淋巴细胞计数和中性粒细胞-淋巴细胞比值)、CRP或d -二聚体(这些变量的最大AUC = 0.76)。结论:COVID-19严重程度对循环miRNA谱有影响。研究结果表明,至少在ICU患者中,循环miRNA标记对于同期检测的疾病管理具有潜在的有用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Circulating microRNAs as Biomarkers of COVID-19 Severity
RATIONALE: The identification of minimally invasive and easily-accessible biomarkers to support the management of coronavirus disease 2019 (COVID-19) in hospitalized patients constitutes a hot topic in clinical research. MicroRNAs (miRNAs) have been proposed as clinical indicators to assist in medical decision-making. Here, we aimed to examine the circulating miRNA profile of hospitalized COVID-19 patients and to evaluate its potential as a source of biomarkers for the management of the disease. METHODS: Observational, prospective and multicenter study which included 84 patients with a positive nasopharyngeal swab PCR test for SARS-CoV-2, recruited during the first pandemic wave in Spain (March-May 2020). Patients were stratified according to disease severity: hospitalized patients admitted to the clinical wards without requiring critical care (n = 47) and hospitalized patients admitted to the ICU (n = 37). An additional study considering ICU non-survivors (n=17) and survivors (n = 20) was performed. Expression profiling of 41 miRNAs was performed in plasma samples using RT-qPCR. The panel included miRNAs associated with: i) immune/inflammatory response;ii) lung damage;iii) respiratory viral infections;iv) myocardial damage;v) coagulation. Quality control was performed using spike-ins and hemolysis tests. Predictive models were constructed using a variable selection process based on LASSO regression. RESULTS: Ten circulating miRNAs were deregulated in ICU compared to ward patients. LASSO analysis identified a signature of three miRNAs that displayed an optimal discrimination ability to distinguish between ICU and ward patients (AUC = 0.88) (Figure 1A). Among ICU patients, six miRNAs were downregulated when comparing nonsurvivors to survivors. A signature based on two miRNAs was found to be a relevant predictor of mortality during ICU stay (AUC = 0.84) (Figure 1B). The discrimination potential of the miRNA signature was higher than the observed for clinical laboratory parameters such as leukocyte counts (including neutrophil count, lymphocyte count and the neutrophil-tolymphocyte ratio), CRP or D-dimer (maximum AUC for these variables = 0.76). CONCLUSIONS: The severity of COVID-19 impacts on the circulating miRNA profile. The results suggest the potential usefulness of the circulating miRNA signature for the management of the disease over contemporaneous tests, at least in ICU patients.
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