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患有和未患阿尔茨海默病的人群血浆外泌体中的微小RNA:表达变化及生物标志物前景

Plasma Exosomal miRNAs in Persons with and without Alzheimer Disease: Altered Expression and Prospects for Biomarkers.

作者信息

Lugli Giovanni, Cohen Aaron M, Bennett David A, Shah Raj C, Fields Christopher J, Hernandez Alvaro G, Smalheiser Neil R

机构信息

Department of Pathology, University of Illinois at Chicago, Chicago, Illinois, United States of America.

Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University, Portland, Oregon, United States of America.

出版信息

PLoS One. 2015 Oct 1;10(10):e0139233. doi: 10.1371/journal.pone.0139233. eCollection 2015.

Abstract

To assess the value of exosomal miRNAs as biomarkers for Alzheimer disease (AD), the expression of microRNAs was measured in a plasma fraction enriched in exosomes by differential centrifugation, using Illumina deep sequencing. Samples from 35 persons with a clinical diagnosis of AD dementia were compared to 35 age and sex matched controls. Although these samples contained less than 0.1 microgram of total RNA, deep sequencing gave reliable and informative results. Twenty miRNAs showed significant differences in the AD group in initial screening (miR-23b-3p, miR-24-3p, miR-29b-3p, miR-125b-5p, miR-138-5p, miR-139-5p, miR-141-3p, miR-150-5p, miR-152-3p, miR-185-5p, miR-338-3p, miR-342-3p, miR-342-5p, miR-548at-5p, miR-659-5p, miR-3065-5p, miR-3613-3p, miR-3916, miR-4772-3p, miR-5001-3p), many of which satisfied additional biological and statistical criteria, and among which a panel of seven miRNAs were highly informative in a machine learning model for predicting AD status of individual samples with 83-89% accuracy. This performance is not due to over-fitting, because a) we used separate samples for training and testing, and b) similar performance was achieved when tested on technical replicate data. Perhaps the most interesting single miRNA was miR-342-3p, which was a) expressed in the AD group at about 60% of control levels, b) highly correlated with several of the other miRNAs that were significantly down-regulated in AD, and c) was also reported to be down-regulated in AD in two previous studies. The findings warrant replication and follow-up with a larger cohort of patients and controls who have been carefully characterized in terms of cognitive and imaging data, other biomarkers (e.g., CSF amyloid and tau levels) and risk factors (e.g., apoE4 status), and who are sampled repeatedly over time. Integrating miRNA expression data with other data is likely to provide informative and robust biomarkers in Alzheimer disease.

摘要

为评估外泌体微小RNA(miRNA)作为阿尔茨海默病(AD)生物标志物的价值,采用Illumina深度测序法,通过差速离心法在富含外泌体的血浆组分中检测微小RNA的表达。将35例临床诊断为AD痴呆的患者样本与35例年龄和性别匹配的对照样本进行比较。尽管这些样本的总RNA含量不足0.1微克,但深度测序仍给出了可靠且有信息量的结果。在初步筛选中,20种miRNA在AD组中显示出显著差异(miR-23b-3p、miR-24-3p、miR-29b-3p、miR-125b-5p、miR-138-5p、miR-139-5p、miR-141-3p、miR-150-5p、miR-152-3p、miR-185-5p、miR-338-3p、miR-342-3p、miR-342-5p、miR-548at-5p、miR-659-5p、miR-3065-5p、miR-3613-3p、miR-3916、miR-4772-3p、miR-5001-3p),其中许多满足额外的生物学和统计学标准,并且在预测个体样本AD状态的机器学习模型中,一组7种miRNA的信息量很高,准确率为83%-89%。这种性能并非由于过度拟合,原因如下:a)我们使用了单独的样本进行训练和测试;b)在技术重复数据上进行测试时也取得了类似的性能。也许最有趣的单个miRNA是miR-342-3p,它具有以下特点:a)在AD组中的表达水平约为对照组的60%;b)与AD中显著下调的其他几种miRNA高度相关;c)在之前的两项研究中也报道其在AD中下调。这些发现值得在更大规模的患者和对照队列中进行重复和随访,这些患者和对照在认知和影像学数据、其他生物标志物(如脑脊液淀粉样蛋白和tau水平)以及危险因素(如载脂蛋白E4状态)方面经过仔细特征化,并且随时间进行多次采样。将miRNA表达数据与其他数据整合可能会为阿尔茨海默病提供有信息量且可靠的生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/77f0/4591334/0444b8c27e4c/pone.0139233.g001.jpg

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