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Ahypoxia-related signature enhances the prediction of the prognosis in hepatocellular carcinoma patients and correlates with sorafenib treatment response

机译:相关签名的签名增强了对肝细胞癌患者预后的预测并与索拉非尼治疗反应相关

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摘要

Hepatocellular carcinoma (HCC) is one of the leading cancer death and is the primary malignancy of the liver. Tumor hypoxia is the stressor that is involved in tumorigenesis and significantly increased the aggressiveness of HCC. Here, we systematically analyzed the expression profiles and prognostic values of 84 hypoxia associated genes in HCC. mRNA expression of 84 hypoxia associated genes and clinical parameters of HCC patients were downloaded from TCGA, {"type":"entrez-geo","attrs":{"text":"GSE14520","term_id":"14520"}}GSE14520, {"type":"entrez-geo","attrs":{"text":"GSE109211","term_id":"109211"}}GSE109211 and ICGC. Consensus clustering analysis was performed for unsupervised classes on the basis of 84 hypoxia associated genes. Univariate and LASSO analysis were used to develop the risk signature. A risk signature was developed, including the expression of APEX1, ATR, CTSA, DNAJC5, ENO1, EPO, HMOX1, LDHA, NDRG1, and PER1, and found to be significantly related with OS and DFS of HCC patients. We stratified HCC patients into the high-risk group and low-risk group by means of the risk signature. Patients of high-risk group had shorter OS and DFS, while that of the low-risk group had longer OS and DFS. The risk signature showed better predictive efficiency than the TNM staging in predicting OS and DFS. Also, macrophage M0 cells, regulatory T cells, and neutrophils were found to be significantly enriched in patients of high-risk group. Next, we validated the discrimination and prognostic value of the risk signature in {"type":"entrez-geo","attrs":{"text":"GSE14520","term_id":"14520"}}GSE14520 and the ICGC HCC cohort. Finally, significantly lower risk scores were found in sorafenib treatment responders of {"type":"entrez-geo","attrs":{"text":"GSE109211","term_id":"109211"}}GSE109211 cohort, and the AUC for predicting sorafenib treatment response was 0.881. In conclusion, a risk signature developed with the expression of 10 hypoxia associated genes improved the prognosis prediction of HCC and correlated with sorafenib treatment response.
机译:肝细胞癌(HCC)是癌症的主要癌症之一,是肝脏的主要恶性肿瘤之一。肿瘤缺氧是涉及肿瘤发生的压力源,显着提高了HCC的侵袭性。这里,我们系统地分析了HCC中84个缺氧相关基因的表达谱和预后值。 84次缺氧相关基因的mRNA表达及HCC患者的临床参数从T​​CGA,{“类型”:“entrez-geo”,“attrs”:{“text”:“gse14520”,“term_id”:“14520”} GSE14520,{“类型”:“entrez-geo”,“attrs”:{“text”:“gse109211”,“term_id”:“109211”}} GSE109211和ICGC。在84个缺氧相关基因的基础上对无监督课程进行共识聚类分析。单变量和套索分析用于发展风险签名。开发了风险签名,包括APEX1,ATR,CTSA,DNAJC5,ENO1,EPO,HMOX1,LDHA,NDRG1和PER1的表达,发现与HCC患者的OS和DFS显着相关。通过风险签名将HCC患者分为高风险组和低风险群体。高风险组患者的操作系统和DFS较短,而低风险组的OS和DFS具有较长的操作系统和DF。风险特征显示比预测OS和DFS中的TNM分期更好的预测效率。此外,发现巨噬细胞M0细胞,调节性T细胞和中性粒细胞在高风险群体中显着富集。接下来,我们验证了{“类型”:“entrez-geo”,“attrs”:{“text”:“gse14520”,“term_id”:“14520”}} gse14520和ICGC HCC队列。最后,在Sorafenib治疗响应者中发现了{“类型”:“entrez-geo”,“attrs”:{“text”:“gse109211”,“term_id”:“109211”}} GSE109211}}。预测索拉非尼治疗反应的AUC为0.881。总之,随着10次缺氧相关基因的表达发展的风险特征改善了HCC的预后预测,并与索拉非尼治疗反应相关。

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