调节器
肝细胞癌
转录组
癌症研究
癌症
基因调控网络
小RNA
计算生物学
生物标志物
癌症干细胞
肿瘤进展
竞争性内源性RNA
干细胞
RNA干扰
深度测序
肿瘤微环境
体内
生物
核糖核酸
基因表达调控
癌细胞
长非编码RNA
生物信息学
作者
Zhaoyuan Xu,Xurun Zhai,Mingxin Liu,Yi Zhang,Jiahui Cao,Junkai He,Haoyi Li,Ruopeng Liang,Weijie Wang,Rongtao Zhu,Yuling Sun
标识
DOI:10.1186/s12967-025-07630-9
摘要
Hepatocellular carcinoma (HCC) exhibits pronounced intratumoral heterogeneity largely driven by cancer stem cells (CSCs). However, the molecular regulators that connect CSC stemness to tumor progression remain incompletely understood. We performed an integrative analysis combining bulk RNA sequencing (RNA-seq), single-cell RNA sequencing (scRNA-seq), and spatial transcriptomics to identify regulators potentially associated with CSC-related stemness in HCC. High-dimensional co-expression network analysis and regulatory network inference were applied to delineate stemness-associated modules, while cell–cell interaction analyses explored the tumor microenvironment. Functional validation was conducted through in vitro assays, and candidate compounds were identified using multi-platform drug screening followed by experimental testing. Dual-specificity phosphatase 9 (DUSP9) was identified as a potential regulator enriched in a malignant subpopulation characterized by elevated ERK activation, oxidative metabolism, and progenitor-like features. Co-expression and regulatory network analyses revealed a DUSP9⁺-specific module enriched for stemness- and invasion-related genes, with Forkhead Box Protein O3 (FOXO3) identified as a core downstream effector. Functional assays confirmed that DUSP9 enhances stemness through the ERK–FOXO3 axis. Spatial transcriptomics demonstrated that DUSP9⁺ cells localized within immunosuppressive niches enriched with cancer-associated fibroblasts (CAFs). Moreover, a candidate compound, AKOS000434153, inhibited HCC cell proliferation, migration, and sphere formation in vitro, accompanied by increased p-ERK and decreased p-FOXO3 levels. This study suggests that DUSP9 may serve as a potential regulator linking CSC-associated stemness with tumor progression in HCC. By integrating multi-omics datasets, our findings provide a comprehensive view of DUSP9-associated regulatory networks and highlight its promise as a biomarker for stemness-driven hepatocarcinogenesis. Further in vivo validation will be necessary to confirm these regulatory relationships.
科研通智能强力驱动
Strongly Powered by AbleSci AI