Mo Zhuomao, Zhang Shuqiao, Zhang Shijun
Department of Traditional Chinese Medicine, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, Guangdong Province 510080, China.
Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China.
J Oncol. 2020 Sep 15;2020:8291036. doi: 10.1155/2020/8291036. eCollection 2020.
mTORC1 signal pathway plays a role in the initiation and progression of hepatocellular carcinoma (HCC), but no relevant gene signature was developed. This research aimed to explore the potential correlation between the mTORC1 signal pathway and HCC and establish the related gene signature.
HCC cases were retrieved from The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC), and Gene Expression Omnibus (GEO) databases. The genes included in mTORC1-associated signature were selected by performing univariate and multivariate Cox regression analyses and lasso regression analysis. The protein expression level of included genes was verified by The Human Protein Altas. Then, the signature was verified by survival analysis and multiple receiver operating characteristic (ROC) curve. Moreover, the correlation between signature and immune cells infiltration was investigated. Furthermore, a nomogram was established and evaluated by C-index and calibration plot.
The signature was established with the six genes (, ). Three genes (, , and ) have verified their protein expression level in HCC. Under the grouping from signature, patients in the high-risk group showed worse survival than those in the low-risk group in both three datasets. The signature was found to be significantly associated with the infiltration of B cells, CD4 T-cells, CD8 T-cells, dendritic cells, macrophages, and neutrophils. The univariate and multivariate Cox regression analysis indicated that mTORC1-related signature could be the potential independent prognostic factor in HCC. Finally, the nomogram involving age, gender, stage, and signature has been established and verified.
The mTORC1-associated gene signature established and validated in our research could be used as a potential prognostic factor in HCC.
mTORC1信号通路在肝细胞癌(HCC)的发生和发展中起作用,但尚未开发出相关基因特征。本研究旨在探讨mTORC1信号通路与HCC之间的潜在相关性,并建立相关基因特征。
从癌症基因组图谱(TCGA)、国际癌症基因组联盟(ICGC)和基因表达综合数据库(GEO)中检索HCC病例。通过进行单变量和多变量Cox回归分析以及套索回归分析,选择纳入mTORC1相关特征的基因。纳入基因的蛋白质表达水平通过人类蛋白质图谱进行验证。然后,通过生存分析和多个受试者工作特征(ROC)曲线对该特征进行验证。此外,研究了该特征与免疫细胞浸润之间的相关性。此外,建立了列线图并通过C指数和校准图进行评估。
用六个基因建立了该特征。三个基因(、和)已在HCC中验证了其蛋白质表达水平。在该特征分组下,在三个数据集中,高危组患者的生存率均低于低危组患者。发现该特征与B细胞、CD4 T细胞、CD8 T细胞、树突状细胞、巨噬细胞和中性粒细胞的浸润显著相关。单变量和多变量Cox回归分析表明,mTORC1相关特征可能是HCC潜在的独立预后因素。最后,建立并验证了包含年龄、性别、分期和特征的列线图。
我们的研究中建立并验证的mTORC1相关基因特征可作为HCC的潜在预后因素。