基于数据挖掘的HCC突变负担与患者预后相关性分析

Rong-kun Li, Ya-chuan Cao, Yue-chun Shen, Jun Li
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The TMB value of each sample was calculated using the full-exon sequencing data of patients with hepatocellular carcinoma on the VarScan2 platform, sorted by TMB value, and the median value was used to divide all samples into high TMB and low TMB groups. Kaplan-Meier method was used to draw the survival curves of two groups of patients and log-rank test was performed to determine the correlation between tumor mutation load and prognosis. The Limma function package of R language was used to screen the differentially expressed genes between the two groups (FDR=0.05 and logFC=1), and the clusterProfiler function package of R language was used to perform gene ontology (GO) enrichment analysis of the differential genes and kyoto encyclopedia of genes and genomes (KEGG) enrichment analysis (screening criteria were all P<0.05). 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引用次数: 0

摘要

目的研究肿瘤突变负荷(tumor mutation burden, TMB)与肝细胞癌(HCC)患者预后的相关性,探讨TMB对HCC差异表达基因及肿瘤组织中侵袭性免疫细胞比例的影响。方法从肿瘤基因组图谱(TCGA)数据库中获取HCC患者的体细胞变异数据、基因转录表达数据和临床信息。使用R程序语言(版本3.6.1)maftools函数包分析样本基因突变数据特征。利用VarScan2平台上肝癌患者全外显子测序数据计算每个样本的TMB值,按TMB值进行排序,并采用中位数将所有样本分为高TMB组和低TMB组。采用Kaplan-Meier法绘制两组患者的生存曲线,采用log-rank检验确定肿瘤突变负荷与预后的相关性。使用R语言Limma函数包筛选两组差异表达基因(FDR=0.05, logFC=1),使用R语言clusterProfiler函数包对差异基因进行基因本体(GO)富集分析和京都基因与基因组百科全书(KEGG)富集分析(筛选标准均P<0.05)。然后用CIBERSORT工具比较分析两组间侵袭性免疫细胞比例的差异。结果从TCGA数据库中共纳入364例HCC患者。327例(84%)样本存在突变,且与FLG突变存在协同相关性(P < 0.05)。在高TMB组和低TMB组之间共筛选出198个差异表达基因,其中上调基因28个,下调基因170个。在GO分析中发现,差异表达基因主要富集于细胞外基质组织、细胞外结构组织、细胞外基质、含胶原的细胞外基质、细胞外基质结构成分等功能。KEGG分析发现,细胞外基质受体相互作用途径和粘附斑块途径的差异基因高度富集。在免疫细胞浸润比例的相关分析中,低TMB组CD4+记忆T细胞浸润率更高(P<0.05)。高TMB组单核细胞浸润程度较高(P<0.05)。结论TMB与HCC患者预后无相关性。TMB对HCC差异表达基因及侵袭性免疫细胞在肿瘤组织中的比例有显著影响。关键词:肝癌;肝细胞癌;肿瘤突变负荷;预后
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Correlations analysis between HCC mutation burden and patients’ prognosis based on data mining
Objective To study the correlations between tumor mutation burden (TMB) and the prognosis of hepatocellular carcinoma (HCC) patients, and to investigate the effect of TMB on differential expression genes of HCC and the proportion of invasive immune cells in tumor tissues. Methods The somatic variation data, gene transcriptional expression data and clinical information of HCC patients were obtained from the cancer genome atlas (TCGA) database. The R program language (version 3.6.1) maftools function package was used to analyze the gene mutation data characteristics of the samples. The TMB value of each sample was calculated using the full-exon sequencing data of patients with hepatocellular carcinoma on the VarScan2 platform, sorted by TMB value, and the median value was used to divide all samples into high TMB and low TMB groups. Kaplan-Meier method was used to draw the survival curves of two groups of patients and log-rank test was performed to determine the correlation between tumor mutation load and prognosis. The Limma function package of R language was used to screen the differentially expressed genes between the two groups (FDR=0.05 and logFC=1), and the clusterProfiler function package of R language was used to perform gene ontology (GO) enrichment analysis of the differential genes and kyoto encyclopedia of genes and genomes (KEGG) enrichment analysis (screening criteria were all P<0.05). Then the CIBERSORT tool was used to compare and analyze the difference in the proportion of invasive immune cells between the two groups. Results A total of 364 patients with HCC from TCGA database were included in the study. Mutations were found in 327(84%) samples, and there was a synergistic correlation between OBSCN and FLG mutations (P 0.05). A total of 198 with differentially expressed genes (28 up-regulated genes and 170 down-regulated genes) were screened between the high TMB group and the low TMB group. In GO analysis, it was found that the differentially expressed genes were mainly enriched in extracellular matrix tissues, extracellular structural tissues, extracellular matrix, extracellular matrix containing collagen, extracellular matrix structural components and other functions. In KEGG analysis, differential genes were highly enriched in extracellular matrix receptor interaction pathway and adhesive plaque pathway. In the correlation analysis of the proportion of infiltrating immune cells, CD4+ memory T cells were more infiltrating in the low TMB group (P<0.05). Monocytes showed a higher degree of infiltration in the high TMB group (P<0.05). Conclusion There was no correlation between TMB and the prognosis of HCC patients. TMB has significant influence on the differential expression genes of HCC and the proportion of invasive immune cells in tumor tissues. Key words: Carcinoma, hepatocellular; Tumor mutation burden; Prognosis
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中华肝胆外科杂志
中华肝胆外科杂志 Medicine-Gastroenterology
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期刊介绍: Chinese Journal of Hepatobiliary Surgery is an academic journal organized by the Chinese Medical Association and supervised by the China Association for Science and Technology, founded in 1995. The journal has the following columns: review, hot spotlight, academic thinking, thesis, experimental research, short thesis, case report, synthesis, etc. The journal has been recognized by Beida Journal (Chinese Journal of Humanities and Social Sciences). Chinese Journal of Hepatobiliary Surgery has been included in famous databases such as Peking University Journal (Chinese Journal of Humanities and Social Sciences), CSCD Source Journals of China Science Citation Database (with Extended Version) and so on, and it is one of the national key academic journals under the supervision of China Association for Science and Technology.
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