Extracellular Vesicles Long RNA Sequencing Reveals Abundant mRNA, circRNA, and lncRNA in Human Blood as Potential Biomarkers for Cancer Diagnosis

人类血液 队列 核糖核酸 生物 胞外囊泡 免疫系统 小RNA 微泡 生物标志物 癌症 生物信息学 细胞外小泡 肿瘤科 内科学 诊断生物标志物 癌症研究 医学 计算生物学 细胞外 癌细胞 癌症生物标志物 全血 肝细胞癌 接收机工作特性 基因 分布(数学) 血细胞 病理 适体 免疫学
作者
Yuchen Li,Jingjing Zhao,Shulin Yu,Zhen Wang,Xigan He,Yonghui Su,Tianan Guo,Haoyue Sheng,Jie Chen,Qiupeng Zheng,Yan Li,Weijie Guo,Xiaohong Cai,Guohai Shi,Jiong Wu,Lu Wang,Peng Wang,Xianghuo He,Shenglin Huang
出处
期刊:Clinical Chemistry [Oxford University Press]
卷期号:65 (6): 798-808 被引量:274
标识
DOI:10.1373/clinchem.2018.301291
摘要

Abstract BACKGROUND Extracellular vesicles (EVs) contain a rich cargo of different RNA species with specialized functions and clinical applications. However, the landscape and characteristics of extracellular vesicle long RNA (exLR) in human blood remain largely unknown. METHODS We presented an optimized strategy for exLR sequencing (exLR-seq) of human plasma. The sample cohort included 159 healthy individuals, 150 patients with cancer (5 cancer types), and 43 patients with other diseases. Bioinformatics approaches were used to analyze the distribution and features of exLRs. Support vector machine algorithm was performed to construct the diagnosis classifier, and diagnostic efficiency was evaluated by ROC analysis. RESULTS More than 10000 exLRs, including mRNA, circRNA, and lncRNA, were reliably detected in each exLR-seq sample from 1–2 mL of plasma. We observed that blood EVs contain a substantial fraction of intact mRNAs and a large number of assembling spliced junctions; circRNA was also enriched in blood EVs. Interestingly, blood exLRs reflected their tissue origins and the relative fractions of different immune cell types. Additionally, the exLR profile could distinguish patients with cancer from healthy individuals. We further showed that 8 exLRs can serve as biomarkers for hepatocellular carcinoma (HCC) diagnosis with high diagnostic efficiency in training [area under the curve (AUC) = 0.9527; 95% CI, 0.9170–0.9883], validation cohort (AUC = 0.9825; 95% CI, 0.9606–1), and testing cohort (AUC = 0.9627; 95% CI, 0.9263–0.9991). CONCLUSIONS In summary, this study revealed abundant exLRs in human plasma and identified diverse specific markers potentially useful for cancer diagnosis.
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