Single Cell and Plasma RNA Sequencing for RNA Liquid Biopsy for Hepatocellular Carcinoma

核糖核酸 转录组 细胞 肝细胞 生物 肝细胞癌 背景(考古学) 癌症研究 电池类型 胆管上皮细胞 肝活检 分子生物学 基因表达 病理 基因 活检 医学 内分泌学 体外 生物化学 古生物学
作者
Joaquim S. L. Vong,Lu Ji,Macy M. S. Heung,Suk Hang Cheng,John Wong,Paul B.S. Lai,Vincent Wai‐Sun Wong,Stephen L. Chan,Henry Lik‐Yuen Chan,Peiyong Jiang,Kelvin Chan,Rossa W. K. Chiu,Y. M. Dennis Lo
出处
期刊:Clinical Chemistry [American Association for Clinical Chemistry]
卷期号:67 (11): 1492-1502 被引量:14
标识
DOI:10.1093/clinchem/hvab116
摘要

Abstract Background Human plasma contains RNA transcripts released by multiple cell types within the body. Single-cell transcriptomic analysis allows the cellular origin of circulating RNA molecules to be elucidated at high resolution and has been successfully utilized in the pregnancy context. We explored the application of a similar approach to develop plasma RNA markers for cancer detection. Methods Single-cell RNA sequencing was performed to decipher transcriptomic profiles of single cells from hepatocellular carcinoma (HCC) samples. Cell-type-specific transcripts were identified and used for deducing the cell-type-specific gene signature (CELSIG) scores of plasma RNA from patients with and without HCC. Results Six major cell clusters were identified, including hepatocyte-like, cholangiocyte-like, myofibroblast, endothelial, lymphoid, and myeloid cell clusters based on 4 HCC tumor tissues as well as their paired adjacent nontumoral tissues. The CELSIG score of hepatocyte-like cells was significantly increased in preoperative plasma RNA samples of patients with HCC (n = 14) compared with non-HCC participants (n = 49). The CELSIG score of hepatocyte-like cells declined in plasma RNA samples of patients with HCC within 3 days after tumor resection. Compared with the discriminating power between patients with and without HCC using the abundance of ALB transcript in plasma [area under curve (AUC) 0.72)], an improved performance (AUC: 0.84) was observed using the CELSIG score. The hepatocyte-specific transcript markers in plasma RNA were further validated by ddPCR assays. The CELSIG scores of hepatocyte-like cell and cholangiocyte trended with patients’ survival. Conclusions The combination of single-cell transcriptomic analysis and plasma RNA sequencing represents an approach for the development of new noninvasive cancer markers.

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