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血浆中miR-140-3p水平降低与冠状动脉疾病相关。

Decreased plasma miR-140-3p is associated with coronary artery disease.

作者信息

Mo Pei, Tian Chao-Wei, Li Qiqi, Teng Mo, Fang Lei, Xiong Yujuan, Liu Benrong

机构信息

Department of Cardiology, Guangzhou Institute of Cardiovascular Disease, Guangdong Key Laboratory of Vascular Diseases, State Key Laboratory of Respiratory Disease, The Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, 510260, China.

Department of General Practice, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510260, China.

出版信息

Heliyon. 2024 Feb 25;10(5):e26960. doi: 10.1016/j.heliyon.2024.e26960. eCollection 2024 Mar 15.

Abstract

BACKGROUND

Although many circulating miRNAs (c-miRNAs) are associated with coronary artery disease (CAD), they are far from being the biomarker for CAD diagnosis or risk prediction. Therefore, novel c-miRNAs discovery and validation are still required, especially evaluating their prediction capacity.

OBJECTIVES

Identify novel CAD-related c-miRNAs and evaluate its risk prediction capacity for CAD. Methods: miRNAs associated with CAD were preliminarily investigated in three paired samples representing pre-CAD stage and CAD stage of three female individuals using the Applied Biosystems miRNA TaqMan® Low-Density Array (TLDA). Then, the candidate miRNAs were further verified in an independent case-control study including 129 CAD patients and 76 controls, and their potential practical value in prediction for CAD was evaluated using a machine learning (ML) algorithm. The accuracy of classification and prediction was assessed with the area under the receiver operating characteristic curve (AUC).

RESULTS

TLDA analysis shows that miR-140-3p decreased significantly in CAD-stage (FC = -3.01,  = 0.007). Further study shows that miR-140-3p was significantly lower in CAD group [1.26 (0.68, 2.01)] than in control group [2.07 (1.19, 3.21)] ( < 0.001) and independently associated with CAD ( < 0.001). The addition of miR-140-3p to the variables including smoking history, HDL-c, and APOA1 improved the accuracy of classification by logistic regression and of prediction for CAD by ML models. The ML models built with miR-140-3p and HDL-c, respectively, had a similar prediction accuracy. The feature importance of miR-140-3p and HDL-c in the ML models was also similar. Decision curve analysis showed that miR-140-3p and HDL-c had almost identical net benefits.

CONCLUSION

Reduced levels of miR-140-3p is linked to CAD, and it is possible to use the plasma level of miR-140-3p as a means of evaluating the risk of CAD.

摘要

背景

尽管许多循环微小RNA(c-miRNAs)与冠状动脉疾病(CAD)相关,但它们远非CAD诊断或风险预测的生物标志物。因此,仍需要发现和验证新的c-miRNAs,尤其是评估它们的预测能力。

目的

鉴定与CAD相关的新型c-miRNAs并评估其对CAD的风险预测能力。方法:使用应用生物系统公司的miRNA TaqMan®低密度阵列(TLDA),在代表三名女性个体CAD前期和CAD期的三对样本中初步研究与CAD相关的miRNAs。然后,在一项包括129例CAD患者和76例对照的独立病例对照研究中进一步验证候选miRNAs,并使用机器学习(ML)算法评估它们在CAD预测中的潜在实用价值。用受试者工作特征曲线(AUC)下的面积评估分类和预测的准确性。

结果

TLDA分析显示,miR-140-3p在CAD期显著降低(FC = -3.01,P = 0.007)。进一步研究表明,CAD组中miR-140-3p [1.26(0.68,2.01)]显著低于对照组[2.07(1.19,3.21)](P < 0.001),且与CAD独立相关(P < 0.001)。将miR-140-3p添加到包括吸烟史、高密度脂蛋白胆固醇(HDL-c)和载脂蛋白A1(APOA1)的变量中,通过逻辑回归提高了分类准确性,并通过ML模型提高了对CAD的预测准确性。分别用miR-140-3p和HDL-c构建的ML模型具有相似的预测准确性。miR-140-3p和HDL-c在ML模型中的特征重要性也相似。决策曲线分析表明,miR-140-3p和HDL-c的净效益几乎相同。

结论

miR-140-3p水平降低与CAD相关,血浆miR-140-3p水平有可能作为评估CAD风险的一种手段。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2901/10912453/dee733246737/gr1.jpg

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