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转化生长因子-β1的高表达通过调节肿瘤免疫影响肝细胞癌预后

High Expression of TGF-β1 Contributes to Hepatocellular Carcinoma Prognosis Regulating Tumor Immunity.

作者信息

Jin Xiuli, Zhang Shuairan, Wang Ningning, Guan Lin, Shao Chuanli, Lin Yingbo, Liu Jianping, Li Yiling

机构信息

Department of Gastroenterology, First Affiliated Hospital of China Medical University, Shenyang, China.

Department of Medical Oncology, First Affiliated Hospital of China Medical University, Shenyang, China.

出版信息

Front Oncol. 2022 Apr 25;12:861601. doi: 10.3389/fonc.2022.861601. eCollection 2022.

Abstract

BACKGROUND

Transforming growth factor-beta (TGF-β) signaling is essential in initialization and progression of hepatocellular carcinoma (HCC). Therefore, a treatment targeting TGF-β pathway may be a promising option for HCC control.

METHODS

First, publicly available RNA-seq datasets and clinical characteristics of 374 HCC patients in The Cancer Genome Atlas (TCGA) database were downloaded. Then, Cox regression analysis and LASSO analysis were used to construct a prognostic model for TGF-β family genes. The area under the curve (AUC) of the risk signature was calculated to evaluate the predictive power of the model. Cox regression analysis was applied to predict whether TGF-β1 can be an independent prognosis factor for HCC. Next, hazard ratio and survival analyses were performed to investigate the correlation between TGF-β1 expression and survival time. Furthermore, differential expression level of TGF-β1 in HCC tissues and cells was determined. In addition, Gene Set Enrichment Analysis (GSEA) identified the top significantly activated and inhibited signal pathways related to high expression of TGF-β1. Finally, the CIBERSORT tool was adopted to correlate the tumor-infiltrating immune cells (TICs) with TGF-β1 expression in HCC cohorts.

RESULTS

Cox regression analysis and LASSO analysis revealed that seven TGF-β family members (including TGF-β1) could be used as prognostic factors for HCC. Interestingly, TGF-β1 was demonstrated to be an independent prognostic factor of HCC. RT-qPCR and immunofluorescence staining confirmed the high expression of TGF-β1 in HCC cell lines and tissues, which is significantly related to pathological classifications, poor prognosis, and short survival time. Finally, GSEA and CIBERSORT analyses suggested that TGF-β1 may interact with various immune cells and influence the prognosis of HCC patients through Tregs and γδ T cells.

CONCLUSION

We established a novel prognostic prediction method to predict the risk scores of TGF-β genes in HCC prognosis. TGF-β1 is highly expressed in HCC cell lines and tissues, correlates to poor prognosis, and thus can be used as a potential biomarker to predict HCC prognosis. We showed that TGF-β1 may play its roles in HCC prognosis by modulating the immune microenvironment of tumor cells. Our data may shed more light on better understanding the role of TGF-β1 in HCC prognosis.

摘要

背景

转化生长因子-β(TGF-β)信号传导在肝细胞癌(HCC)的起始和进展中至关重要。因此,针对TGF-β途径的治疗可能是控制HCC的一个有前景的选择。

方法

首先,下载癌症基因组图谱(TCGA)数据库中374例HCC患者的公开可用RNA测序数据集和临床特征。然后,使用Cox回归分析和LASSO分析构建TGF-β家族基因的预后模型。计算风险特征的曲线下面积(AUC)以评估模型的预测能力。应用Cox回归分析预测TGF-β1是否可作为HCC的独立预后因素。接下来,进行风险比和生存分析以研究TGF-β1表达与生存时间之间的相关性。此外,确定HCC组织和细胞中TGF-β1的差异表达水平。另外,基因集富集分析(GSEA)确定了与TGF-β1高表达相关的最显著激活和抑制的信号通路。最后,采用CIBERSORT工具将肿瘤浸润免疫细胞(TICs)与HCC队列中的TGF-β1表达相关联。

结果

Cox回归分析和LASSO分析表明,七个TGF-β家族成员(包括TGF-β1)可作为HCC的预后因素。有趣的是,TGF-β1被证明是HCC的独立预后因素。RT-qPCR和免疫荧光染色证实TGF-β1在HCC细胞系和组织中高表达,这与病理分类、预后不良和生存时间短显著相关。最后,GSEA和CIBERSORT分析表明,TGF-β1可能与各种免疫细胞相互作用,并通过调节性T细胞(Tregs)和γδ T细胞影响HCC患者的预后。

结论

我们建立了一种新的预后预测方法来预测HCC预后中TGF-β基因的风险评分。TGF-β1在HCC细胞系和组织中高表达,与预后不良相关,因此可作为预测HCC预后的潜在生物标志物。我们表明,TGF-β1可能通过调节肿瘤细胞的免疫微环境在HCC预后中发挥作用。我们的数据可能有助于更好地理解TGF-β1在HCC预后中的作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df92/9082360/fce6ea5ed04e/fonc-12-861601-g001.jpg

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