He Zhaobin, Cao Jianqiang, Yu Yongzhe, Peng Cheng
Department of Hepatobiliary Surgery, General Surgery, Qilu Hospital, Shandong University, Jinan, Shandong, China.
Department of Geriatric Medicine, Qilu Hospital of Shandong University, Jinan, Shandong Province, China.
PLoS One. 2025 Sep 16;20(9):e0331580. doi: 10.1371/journal.pone.0331580. eCollection 2025.
Hepatocellular carcinoma (HCC) is a highly prevalent malignancy with poor prognosis. Endothelial cells (ECs) play a crucial role in HCC progression, yet their involvement at the single-cell level remains underexplored. This study aimed to identify ECs-specific markers and develop a prognostic multi-gene signature for HCC using single-cell RNA sequencing (scRNA-seq).
Single-cell transcriptomic data from 12 HCC samples were analyzed to identify EC-associated genes. A prognostic gene signature was constructed using Lasso-Cox regression analysis based on The Cancer Genome Atlas (TCGA) cohort and subsequently validated using an independent cohort from the International Cancer Genome Consortium (ICGC). Immunohistochemistry (IHC) and Western blotting were employed to experimentally validate gene expression in tissue samples.
Five EC-specific genes-NDRG1, HBEGF, FKBP1A, KLRB1, and FDPS-were identified as prognostic markers. The resulting multi-gene signature effectively stratified patients into high- and low-risk groups, with significant differences in overall survival. Validation in the ICGC cohort confirmed the model's predictive performance. IHC and Western blotting results further confirmed the elevated expression of these genes in HCC tissues.
This study established an EC-related prognostic signature that accurately predicts HCC prognosis. The identified markers may aid early diagnosis and serve as potential therapeutic targets for HCC treatment.
肝细胞癌(HCC)是一种高发性恶性肿瘤,预后较差。内皮细胞(ECs)在HCC进展中起关键作用,但其在单细胞水平的作用仍未得到充分研究。本研究旨在利用单细胞RNA测序(scRNA-seq)鉴定ECs特异性标志物,并开发一种用于HCC的预后多基因特征。
分析来自12个HCC样本的单细胞转录组数据,以鉴定与EC相关的基因。基于癌症基因组图谱(TCGA)队列,使用套索-考克斯回归分析构建预后基因特征,随后使用来自国际癌症基因组联盟(ICGC)的独立队列进行验证。采用免疫组织化学(IHC)和蛋白质印迹法对组织样本中的基因表达进行实验验证。
五个EC特异性基因——NDRG1、HBEGF、FKBP1A、KLRB1和FDPS——被鉴定为预后标志物。所得的多基因特征有效地将患者分为高风险和低风险组,总生存期存在显著差异。在ICGC队列中的验证证实了该模型的预测性能。IHC和蛋白质印迹结果进一步证实了这些基因在HCC组织中的表达升高。
本研究建立了一种与EC相关的预后特征,可准确预测HCC预后。所鉴定的标志物可能有助于早期诊断,并作为HCC治疗的潜在靶点。