Department of Vascular and Endovascular Surgery, First Affiliated Hospital of Zhengzhou University, Henan, China; Key Vascular Physiology and Applied Research Laboratory of Zhengzhou City, Henan, China.
Department of Orthopedics, First Affiliated Hospital of Zhengzhou University, Henan, China.
Int Immunopharmacol. 2022 Dec;113(Pt A):109420. doi: 10.1016/j.intimp.2022.109420. Epub 2022 Nov 9.
Intercellular communication in the tumor microenvironment is a potential regulator of metastasis. To explore the specific mechanism, we performed a multi-omics analysis of hepatocellular carcinoma.
Multiple omics data including scRNA-seq, ATAC-seq, RNA-seq, and methylation data were obtained from GEO and TCGA databases. SCENIC was used to identify key transcription factors and their Regulatory networks. ScMLnet was used to explore the mechanism of intercellular communication in the microenvironment. Multiple omics studies based on RNA-seq, ATAC-seq, and methylation data were used to explore downstream mechanisms of key transcription factors. Based on the analysis of cell differentiation trajectory and transcription subtypes, the regulation of cell communication on tumor subtypes was studied, and possible therapeutic compounds were explored. The universality of this mechanism was investigated by post-Pan-cancer analysis.
JUN and its regulatory network play a key role in HCC, which was mainly positively correlated with tumor-associated macrophages and fibroblasts. Intercellular communication analysis showed that macrophage and fibroblast-derived FN1 could increase JUN by TNFRSF11B/SMAD3. Multiomics analysis showed that KIF13A was a key downstream gene of JUN, which was involved in the activation of the hippo pathway. Analysis of cell differentiation trajectory, transcriptome subtypes, and neural network modeling showed that intercellular communication in the microenvironment can regulate the transcriptome characterization of HCC. Pan-cancer analysis indicates that this mechanism may be universal.
FN1 derived from tumor-associated macrophages and fibroblasts promotes metastasis and alters transcriptome subtypes through the JUN-Hippo signaling pathway in HCC, which may be universal in cancers.
肿瘤微环境中的细胞间通讯是转移的潜在调节剂。为了探索具体的机制,我们对肝细胞癌进行了多组学分析。
从 GEO 和 TCGA 数据库中获取了包括 scRNA-seq、ATAC-seq、RNA-seq 和甲基化数据在内的多个组学数据。使用 SCENIC 鉴定关键转录因子及其调控网络。使用 ScMLnet 探索微环境中细胞间通讯的机制。基于 RNA-seq、ATAC-seq 和甲基化数据的多个组学研究用于探索关键转录因子的下游机制。基于细胞分化轨迹和转录亚型分析,研究了细胞通讯对肿瘤亚型的调节,并探索了可能的治疗化合物。通过泛癌症分析研究了这种机制的普遍性。
JUN 及其调控网络在 HCC 中发挥关键作用,主要与肿瘤相关巨噬细胞和成纤维细胞呈正相关。细胞间通讯分析表明,巨噬细胞和成纤维细胞衍生的 FN1 可以通过 TNFRSF11B/SMAD3 增加 JUN。多组学分析表明,KIF13A 是 JUN 的关键下游基因,参与 hippo 通路的激活。细胞分化轨迹、转录组亚型和神经网络建模分析表明,微环境中的细胞间通讯可以调节 HCC 的转录组特征。泛癌症分析表明,这种机制可能具有普遍性。
肿瘤相关巨噬细胞和成纤维细胞衍生的 FN1 通过 JUN-Hippo 信号通路促进 HCC 的转移并改变转录组亚型,这在癌症中可能具有普遍性。