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GRAMD1A 是肾透明细胞癌的生物标志物,与肿瘤微环境中的免疫浸润有关。

GRAMD1A Is a Biomarker of Kidney Renal Clear Cell Carcinoma and Is Associated with Immune Infiltration in the Tumour Microenvironment.

机构信息

Department of Urology, The First Affiliated Hospital of Nanchang University, Nanchang, 330000 Jiangxi Province, China.

出版信息

Dis Markers. 2022 Jul 11;2022:5939021. doi: 10.1155/2022/5939021. eCollection 2022.

Abstract

BACKGROUND

GRAM structural domain-containing protein 1A (GRAMD1A) is upregulated in a variety of human cancer tissues and is closely associated with tumourigenesis and progression.

METHODS

Patient RNA-sequencing data and clinicopathological information were obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) datasets. The expression of GRAMD1A in kidney cancer cell lines and KIRC patients was analysed by quantitative polymerase chain reaction (qPCR). Receiver Operator Characteristic (ROC) curves, nomograms, Kaplan-Meier analysis, forest plots, and COX analysis were used to assess the diagnostic and prognostic value of GRAMD1A in KIRC, and gene set enrichment analysis (GSEA) was used to explore its potential signalling pathways. In addition, the Sangerbox website, Kaplan-Meier plotter database, and TISIDB and TIMER databases were used to further analyse the correlation of GRAMD1A with microsatellite instability (MSI), tumour mutational burden (TMB), immune checkpoint genes, and tumour-infiltrating lymphocytes (TILs).

RESULTS

GRAMD1A was significantly highly expressed in KIRC and associated with shorter overall survival and relapse-free survival ( < 0.05). The AUC value of the ROC curve to identify KIRC and normal renal tissues was 0.942. Forest plot and COX analysis visualized that GRAMD1A could be an independent prognostic factor in KIRC patients ( < 0.01), and nomograms to determine the overall survival (OS) of KIRC patients also showed good efficacy (C-index: 0.776). Moreover, Spearman correlation analysis showed a positive correlation between GRAMD1A and MSI, TMB ( < 0.01). On the other hand, GRAMD1A was also found to be closely associated with immune checkpoint genes. Meanwhile, patients with KIRC with high GRAMD1A expression had a relatively low hazard ratio (HR) of death when B lymphocytes, natural killer T cells, CD4+ T lymphocytes, CD8+ T lymphocytes, and macrophages were enriched in the tumour microenvironment (TME), and a greater HR of death when regulatory T lymphocytes with tumour-specific immunosuppressive effects were significantly enriched. Last, GSEA shows that GRAMD1A is closely associated with the regulation of energy metabolism in KIRC.

CONCLUSIONS

GRAMD1A is a promising diagnostic and prognostic biomarker for patients with KIRC, and its biological function correlates to some extent with immune infiltration in TME.

摘要

背景

GRAM 结构域包含蛋白 1A(GRAMD1A)在多种人类癌症组织中上调,与肿瘤发生和进展密切相关。

方法

从癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)中获取患者的 RNA 测序数据和临床病理信息。通过实时定量聚合酶链反应(qPCR)分析肾癌细胞系和 KIRC 患者中 GRAMD1A 的表达。使用受试者工作特征(ROC)曲线、列线图、Kaplan-Meier 分析、森林图和 COX 分析评估 GRAMD1A 在 KIRC 中的诊断和预后价值,并进行基因集富集分析(GSEA)以探索其潜在的信号通路。此外,使用 Sangerbox 网站、Kaplan-Meier plotter 数据库以及 TISIDB 和 TIMER 数据库进一步分析 GRAMD1A 与微卫星不稳定性(MSI)、肿瘤突变负担(TMB)、免疫检查点基因和肿瘤浸润淋巴细胞(TIL)的相关性。

结果

GRAMD1A 在 KIRC 中显著高表达,与总生存期和无复发生存期较短相关(<0.05)。ROC 曲线识别 KIRC 和正常肾组织的 AUC 值为 0.942。森林图和 COX 分析显示,GRAMD1A 可作为 KIRC 患者的独立预后因素(<0.01),用于确定 KIRC 患者总生存期(OS)的列线图也显示出良好的疗效(C 指数:0.776)。此外,Spearman 相关性分析显示 GRAMD1A 与 MSI、TMB 呈正相关(<0.01)。另一方面,GRAMD1A 还与免疫检查点基因密切相关。同时,当肿瘤微环境(TME)中富集 B 淋巴细胞、自然杀伤 T 细胞、CD4+T 淋巴细胞、CD8+T 淋巴细胞和巨噬细胞时,KIRC 患者中高 GRAMD1A 表达的患者死亡风险比(HR)相对较低,而具有肿瘤特异性免疫抑制作用的调节性 T 细胞显著富集时,死亡风险比(HR)较高。最后,GSEA 显示 GRAMD1A 与 KIRC 中能量代谢的调节密切相关。

结论

GRAMD1A 是 KIRC 患者有前途的诊断和预后生物标志物,其生物学功能与 TME 中的免疫浸润在某种程度上相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2727/9293538/7e9376dbc27d/DM2022-5939021.001.jpg

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