Ma Yun-Long, Yang Ya-Fei, Wang Han-Chao, Yang Chun-Cheng, Yan Lun-Jie, Ding Zi-Niu, Tian Bao-Wen, Liu Hui, Xue Jun-Shuai, Han Cheng-Long, Tan Si-Yu, Hong Jian-Guo, Yan Yu-Chuan, Mao Xin-Cheng, Wang Dong-Xu, Li Tao
Department of General Surgery, Qilu Hospital, Shandong University, Jinan, China.
Institute for Financial Studies, Shandong University, Jinan, China.
Front Pharmacol. 2023 Feb 24;14:1101749. doi: 10.3389/fphar.2023.1101749. eCollection 2023.
Intracellular copper homeostasis requires a complex system. It has shown considerable prospects for intervening in the tumor microenvironment (TME) by regulating copper homeostasis and provoking cuproptosis. Their relationship with hepatocellular carcinoma (HCC) remains elusive. In TCGA and ICGC datasets, LASSO and multivariate Cox regression were applied to obtain the signature on the basis of genes associated with copper homeostasis and cuproptosis. Bioinformatic tools were utilized to reveal if the signature was correlated with HCC characteristics. Single-cell RNA sequencing data analysis identified differences in tumor and T cells' pathway activity and intercellular communication of immune-related cells. Real-time qPCR analysis was conducted to measure the genes' expression in HCC and adjacent normal tissue from 21 patients. CCK8 assay, scratch assay, transwell, and colony formation were conducted to reveal the effect of genes on cell proliferation, invasion, migration, and colony formation. We constructed a five-gene scoring system in relation to copper homeostasis and cuproptosis. The high-risk score indicated poor clinical prognosis, enhanced tumor malignancy, and immune-suppressive tumor microenvironment. The T cell activity was markedly reduced in high-risk single-cell samples. The high-risk HCC patients had a better expectation of ICB response and reactivity to anti-PD-1 therapy. A total of 156 drugs were identified as potential signature-related drugs for HCC treatment, and most were sensitive to high-risk patients. Novel ligand-receptor pairs such as FASLG, CCL, CD40, IL2, and IFN-Ⅱ signaling pathways were revealed as cellular communication bridges, which may cause differences in TME and immune function. All crucial genes were differentially expressed between HCC and paired adjacent normal tissue. Model-constructed genes affected the phosphorylation of mTOR and AKT in both Huh7 and Hep3B cells. Knockdown of ZCRB1 impaired the proliferation, invasion, migration, and colony formation in HCC cell lines. We obtained a prognostic scoring system to forecast the TME changes and assist in choosing therapy strategies for HCC patients. In this study, we combined copper homeostasis and cuproptosis to show the overall potential risk of copper-related biological processes in HCC for the first time.
细胞内铜稳态需要一个复杂的系统。通过调节铜稳态和引发铜死亡来干预肿瘤微环境(TME)已显示出可观的前景。它们与肝细胞癌(HCC)的关系仍不清楚。在TCGA和ICGC数据集中,应用LASSO和多变量Cox回归,基于与铜稳态和铜死亡相关的基因获得特征。利用生物信息学工具揭示该特征是否与HCC特征相关。单细胞RNA测序数据分析确定了肿瘤和T细胞通路活性以及免疫相关细胞的细胞间通讯的差异。进行实时qPCR分析以测量21例患者HCC及癌旁正常组织中基因的表达。进行CCK8测定、划痕试验、Transwell试验和集落形成试验以揭示基因对细胞增殖、侵袭、迁移和集落形成的影响。我们构建了一个与铜稳态和铜死亡相关的五基因评分系统。高风险评分表明临床预后不良、肿瘤恶性程度增加以及免疫抑制性肿瘤微环境。高风险单细胞样本中的T细胞活性明显降低。高风险HCC患者对免疫检查点阻断(ICB)反应和抗PD - 1治疗的反应性有更好的预期。共鉴定出156种药物作为HCC治疗的潜在特征相关药物,且大多数对高风险患者敏感。揭示了诸如FASLG、CCL、CD40、IL2和IFN - Ⅱ信号通路等新型配体 - 受体对作为细胞通讯桥梁,这可能导致TME和免疫功能的差异。所有关键基因在HCC和配对的癌旁正常组织之间均有差异表达。模型构建基因影响Huh7和Hep3B细胞中mTOR和AKT的磷酸化。敲低ZCRB1会损害HCC细胞系的增殖、侵袭、迁移和集落形成。我们获得了一个预后评分系统,以预测TME变化并协助为HCC患者选择治疗策略。在本研究中,我们首次结合铜稳态和铜死亡来展示HCC中与铜相关生物学过程的总体潜在风险。