Shang Bing-Bing, Chen Jun, Wang Zhi-Guo, Liu Hui
Second Hospital of Dalian Medical University, Dalian, China.
Laboratory Animal Center, Dalian Medical University, Dalian, China.
PeerJ. 2021 Oct 26;9:e12315. doi: 10.7717/peerj.12315. eCollection 2021.
Hepatocellular carcinoma (HCC) is an inflammation-associated tumor involved in immune tolerance and evasion in the immune microenvironment. Heat shock proteins (HSPs) are involved in the occurrence, progression, and immune regulation of tumors. Therefore, HSPs have been considered potential therapeutic targets. Here, we aimed to elucidate the value of HSP family A (Hsp70) member 4 (HSPA4) in the diagnosis and predicting prognosis of HCC, and its relationship with immune cell infiltration, immune cell biomarkers, and immune checkpoints. Gene mutation, DNA methylation, and the pathway involved in HCC were also analyzed.
The gene expression omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases were used to compare HSPA4 expression, and the results were confirmed by immunohistochemical staining of clinical samples. R package was used to analyze the correlation between HSPA4 and cancer stage, and to establish receiver operating characteristic (ROC) curve of diagnosis, time-dependent survival ROC curve, and a nomogram model. cBioPortal and MethSurv were used to identify genetic alterations and DNA methylation, and their effect on prognosis. The Tumor Immune Estimation Resource (TIMER) was used to analyze immune cell infiltration, immune cell biomarkers, and immune checkpoints. The STRING database was used to analyze protein-protein interaction network information. Gene Ontology (GO) analysis and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed to investigate the functions of HSPA4 and its functional partner genes.
Overexpression of HSPA4 was identified in 25 cancers. Overexpression of HSPA4 considerably correlated with cancer stage and alpha-fetoprotein (AFP) level in HCC. Patients with higher HSPA4 expression showed poorer prognosis. HSPA4 expression can accurately identify tumor from normal tissue (AUC = 0.957). The area under 1-, 3-, and 5-year survival ROCs were above 0.6. The HSPA4 genetic alteration rate was 1.3%. Among the 14 DNA methylation CpG sites, seven were related to the prognosis of HCC. HSPA4 was positively related to immune cell infiltration and immune checkpoints (PD-1 and CTLA-4) in HCC. The KEGG pathway enrichment analysis revealed HSPA4 enrichment in antigen processing and presentation together with HSPA8 and HSP90AA1. We verified the value of HSPA4 in the diagnosis and predicting prognosis of HCC. HSPA4 may not only participate in the occurrence and progression but also the immune regulation of HCC. Therefore, HSPA4 can be a potential diagnostic and prognostic biomarker and a therapeutic target for HCC.
肝细胞癌(HCC)是一种与炎症相关的肿瘤,涉及免疫微环境中的免疫耐受和逃逸。热休克蛋白(HSPs)参与肿瘤的发生、发展和免疫调节。因此,HSPs被认为是潜在的治疗靶点。在此,我们旨在阐明热休克蛋白家族A(Hsp70)成员4(HSPA4)在HCC诊断和预后预测中的价值,及其与免疫细胞浸润、免疫细胞生物标志物和免疫检查点的关系。还分析了HCC中的基因突变、DNA甲基化及相关通路。
利用基因表达综合数据库(GEO)和癌症基因组图谱(TCGA)数据库比较HSPA4表达,并通过临床样本的免疫组织化学染色进行验证。使用R包分析HSPA4与癌症分期的相关性,并建立诊断的受试者工作特征(ROC)曲线、时间依赖性生存ROC曲线和列线图模型。利用cbioportal和MethSurv识别基因改变和DNA甲基化及其对预后的影响。利用肿瘤免疫估计资源(TIMER)分析免疫细胞浸润、免疫细胞生物标志物和免疫检查点。利用STRING数据库分析蛋白质-蛋白质相互作用网络信息。进行基因本体(GO)分析和京都基因与基因组百科全书(KEGG)分析以研究HSPA4及其功能伙伴基因的功能。
在25种癌症中发现HSPA4过表达。HSPA4过表达与HCC的癌症分期和甲胎蛋白(AFP)水平显著相关。HSPA4表达较高的患者预后较差。HSPA4表达可准确区分肿瘤组织与正常组织(AUC = 0.957)。1年、3年和5年生存ROC曲线下面积均大于0.6。HSPA4基因改变率为1.3%。在14个DNA甲基化CpG位点中,7个与HCC的预后相关。HSPA4与HCC中的免疫细胞浸润和免疫检查点(PD-1和CTLA-4)呈正相关。KEGG通路富集分析显示HSPA4与HSPA8和HSP90AA1一起在抗原加工和呈递中富集。我们验证了HSPA4在HCC诊断和预后预测中的价值。HSPA4不仅可能参与HCC的发生和发展,还参与其免疫调节。因此,HSPA4可能是HCC潜在的诊断和预后生物标志物及治疗靶点。