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

被引:231
作者
Li, Yuchen [1 ,2 ]
Zhao, Jingling [1 ,2 ]
Yu, Shulin [3 ]
Wang, Zhen [1 ]
He, Xigan [4 ]
Su, Yonghui [5 ]
Guo, Tianan [6 ]
Sheng, Haoyue [7 ]
Chen, Jie [8 ]
Zheng, Qiupeng [1 ]
Li, Yan [1 ]
Guo, Weijie [1 ]
Cai, Xiaohong [9 ]
Shi, Guohai [7 ]
Wu, Jiong [5 ]
Wang, Lu [4 ]
Wang, Peng [3 ]
He, Xianghuo [1 ,2 ]
Huang, Shenglin [1 ,2 ]
机构
[1] Fudan Univ, Shanghai Canc Ctr, Inst Biomed Sci, Key Lab Med Epigenet & Metab, Shanghai, Peoples R China
[2] Fudan Univ, Shanghai Med Coll, Dept Oncol, Shanghai, Peoples R China
[3] Fudan Univ, Dept Integrat Oncol, Shanghai Canc Ctr, 270 Dong An Rd, Shanghai 200032, Peoples R China
[4] Fudan Univ, Dept Hepat Surg, Shanghai Canc Ctr, Shanghai, Peoples R China
[5] Fudan Univ, Breast Canc Inst, Dept Breast Surg, Shanghai Canc Ctr, Shanghai, Peoples R China
[6] Fudan Univ, Dept Colorectal Surg, Shanghai Canc Ctr, Shanghai, Peoples R China
[7] Fudan Univ, Shanghai Canc Ctr, Dept Urol, Shanghai, Peoples R China
[8] Fudan Univ, Dept Gastr Canc & Soft Tissue Sarcomas, Shanghai Canc Ctr, Shanghai, Peoples R China
[9] Shanghai Jiao Tong Univ, Med Sch, Ruijin Hosp, Blood Transfus Dept, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
EXOSOMES; BIOGENESIS;
D O I
10.1373/clinchem.2018.301291
中图分类号
R446 [实验室诊断]; R-33 [实验医学、医学实验];
学科分类号
100118 [医学信息学]; 100208 [临床检验诊断学];
摘要
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 longRNA(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. (C) 2019 American Association for Clinical Chemistry
引用
收藏
页码:798 / 808
页数:11
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