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一个四基因预后签名预测肝癌的生存。

A 4-gene prognostic signature predicting survival in hepatocellular carcinoma.

机构信息

Department of Gastroenterology, The Central Hospital of Enshi Autonomous Prefecture, Enshi, China.

Department of Hepatobiliary Surgery, The Central Hospital of Enshi Autonomous Prefecture, Enshi, China.

出版信息

J Cell Biochem. 2019 Jun;120(6):9117-9124. doi: 10.1002/jcb.28187. Epub 2018 Dec 23.

Abstract

OBJECTIVE

To develop an independent prognostic signature for patients with hepatocellular carcinoma (HCC).

METHODS

HCC gene expression profile the cancer genome atlas-liver hepatocellular carcinoma and GSE14520 were used as discovery and test set, respectively. Differentially expressed genes (DEGs) were identified between HCC tissues and adjacent normal liver tissues. Univariate Cox proportional hazards regression analysis was performed to identify DEGs correlated with survival of HCC patients. A 4-gene-based signature was constructed based on a least absolute shrinkage and selection operator Cox penalized regression model. The predictive value of the signature was analyzed and validated.

RESULTS

Two hundred sixty-three DEGs were identified between HCC and adjacent liver tissues. After univariate survival analysis, 90 DEGs were found to be significantly correlated with the overall survival (OS) of HCC patients, of which 4 genes (KPNA2, CDC20, SPP1, and TOP2A) with non-zero coefficient were used to construct a prognostic signature. The 4-gene signature was significantly associated with the age (P = 0.046), grade ( P = 0.022), and T stage ( P = 0.023) of HCC patients in the discovery set and it also significantly associated with TNM stage ( P = 0.033), and serum alpha-fetoprotein lever ( P = 0.034). Patients in the 4-gene low-risk group were associated with better OS and recurrence-free survival (RFS) than those in the high-risk group in the discovery and test set. Meanwhile, the 4-gene signature is an independent prognostic factor regarding OS and RFS in the discovery and test set.

CONCLUSION

We developed a 4-gene-based signature, which could be a candidate prognostic factor for patients with HCC.

摘要

目的

为肝细胞癌(HCC)患者建立独立的预后标志物。

方法

使用癌症基因组图谱-肝脏肝癌和 GSE14520 的 HCC 基因表达谱作为发现和测试集。在 HCC 组织和相邻正常肝组织之间鉴定差异表达基因(DEGs)。采用单变量 Cox 比例风险回归分析鉴定与 HCC 患者生存相关的 DEGs。基于最小绝对收缩和选择算子 Cox 惩罚回归模型构建基于 4 个基因的签名。分析和验证该签名的预测价值。

结果

在 HCC 和相邻肝组织之间鉴定出 263 个 DEGs。经过单变量生存分析,发现 90 个 DEGs 与 HCC 患者的总生存期(OS)显著相关,其中 4 个基因(KPNA2、CDC20、SPP1 和 TOP2A)具有非零系数,用于构建预后标志物。该 4 基因标志物与发现集中 HCC 患者的年龄(P=0.046)、分级(P=0.022)和 T 分期(P=0.023)显著相关,与 TNM 分期(P=0.033)和血清甲胎蛋白水平(P=0.034)也显著相关。在发现集和测试集中,低风险组患者的 OS 和无复发生存(RFS)明显优于高风险组。同时,该 4 基因标志物是发现和测试集中 OS 和 RFS 的独立预后因素。

结论

我们建立了一个基于 4 个基因的标志物,它可能是 HCC 患者的候选预后因素。

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