Integrated Bioinformatical Analysis Identifies GIMAP4 as an Immune-Related Prognostic Biomarker Associated With Remodeling in Cervical Cancer Tumor Microenvironment.

IF 4.6 2区 生物学 Q2 CELL BIOLOGY Frontiers in Cell and Developmental Biology Pub Date : 2021-01-21 eCollection Date: 2021-01-01 DOI:10.3389/fcell.2021.637400
Fangfang Xu, Jiacheng Shen, Shaohua Xu
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引用次数: 18

Abstract

Tumor microenvironment (TME) is emerging as an essential part of cervical cancer (CC) tumorigenesis and development, becoming a hotspot of research these years. However, comprehending the specific composition of TME is still facing enormous challenges, especially the immune and stromal components. In this study, we downloaded the RNA-seq profiles and somatic mutation data of 309 CC cases from The Cancer Genome Atlas (TCGA) database, which were analyzed by integrative bioinformatical methods. Initially, ESTIMATE computational method was employed to calculate the amount of immune and stromal components. Then, based on the high- and low-immunity cohorts, we recognized the differentially expressed genes (DEGs) as well as the differentially mutated genes (DMGs). Additionally, we conducted an intersection analysis of DEGs and DMGs, ultimately determining an immune-related prognostic signature, GTPase, IMAP Family Member 4 (GIMAP4). Moreover, sequential analyses demonstrated that GIMAP4 was a protective factor in CC, positively correlated with the overall survival (OS) and negatively with distant metastasis. Besides, we utilized the Gene Set Enrichment Analysis (GSEA) to explore the enrichment-pathways in high and low-expression cohorts of GIMAP4. The results indicated that the genes of the high-expression cohort had a high enrichment in immune-related biological processes and metabolic activities in the low one. Furthermore, CIBERSORT analysis was applied to evaluate the proportion of tumor-infiltrating immune cells (TICs), illustrating that several activated TICs were strongly associated with GIMAP4 expression, which suggested that GIMAP4 had the potential to be an indicator for the immune state in TME of CC. Hence, GIMAP4 contributed to predicting the CC patients' clinical outcomes, such as survival rate, distant metastasis and immunotherapy response. Moreover, GIMAP4 could serve as a promising biomarker for TME remodeling, suggesting the possible underlying mechanisms of tumorigenesis and CC progression, which may provide different therapeutic perceptions of CC, and therefore improve treatment.

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综合生物信息学分析确定GIMAP4是与宫颈癌肿瘤微环境重塑相关的免疫相关预后生物标志物。
肿瘤微环境(Tumor microenvironment, TME)作为宫颈癌(cervical cancer, CC)发生发展的重要组成部分,逐渐成为近年来研究的热点。然而,了解TME的具体组成仍然面临着巨大的挑战,特别是免疫和基质成分。在这项研究中,我们从癌症基因组图谱(TCGA)数据库中下载了309例CC病例的RNA-seq图谱和体细胞突变数据,并采用综合生物信息学方法进行了分析。初步采用ESTIMATE计算方法计算免疫成分和基质成分的数量。然后,基于高免疫组和低免疫组,我们识别了差异表达基因(deg)和差异突变基因(dmg)。此外,我们进行了deg和dmg的交叉分析,最终确定了免疫相关的预后标志,GTPase, IMAP家族成员4 (GIMAP4)。此外,序列分析表明GIMAP4是CC的保护因子,与总生存率(OS)呈正相关,与远处转移呈负相关。此外,我们利用基因集富集分析(GSEA)探索了GIMAP4高表达和低表达队列的富集途径。结果表明,高表达队列的基因在免疫相关的生物过程和低表达队列的代谢活性中具有高富集。此外,我们应用CIBERSORT分析评估肿瘤浸润免疫细胞(tumor-浸润immune cells, TICs)的比例,发现几种活化的tic与GIMAP4表达密切相关,这表明GIMAP4有可能成为肝癌TME免疫状态的指标,从而有助于预测CC患者的临床预后,如生存率、远处转移和免疫治疗反应。此外,GIMAP4可以作为TME重塑的一个有前景的生物标志物,提示肿瘤发生和CC进展的可能潜在机制,这可能为CC提供不同的治疗观念,从而改善治疗。
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来源期刊
Frontiers in Cell and Developmental Biology
Frontiers in Cell and Developmental Biology Biochemistry, Genetics and Molecular Biology-Cell Biology
CiteScore
9.70
自引率
3.60%
发文量
2531
审稿时长
12 weeks
期刊介绍: Frontiers in Cell and Developmental Biology is a broad-scope, interdisciplinary open-access journal, focusing on the fundamental processes of life, led by Prof Amanda Fisher and supported by a geographically diverse, high-quality editorial board. The journal welcomes submissions on a wide spectrum of cell and developmental biology, covering intracellular and extracellular dynamics, with sections focusing on signaling, adhesion, migration, cell death and survival and membrane trafficking. Additionally, the journal offers sections dedicated to the cutting edge of fundamental and translational research in molecular medicine and stem cell biology. With a collaborative, rigorous and transparent peer-review, the journal produces the highest scientific quality in both fundamental and applied research, and advanced article level metrics measure the real-time impact and influence of each publication.
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