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生物信息学分析筛选乳腺癌肿瘤微环境中的关键预后基因。

Bioinformatics analysis to screen key prognostic genes in the breast cancer tumor microenvironment.

机构信息

Department of Pathology, School of Basic Medicine, Anhui Medical University , Hefei, China.

出版信息

Bioengineered. 2020 Dec;11(1):1280-1300. doi: 10.1080/21655979.2020.1840731.

Abstract

Increasing evidence has shown that the tumor microenvironment (TME) plays an important role in tumor occurrence and development and can also affect patient prognosis. In this study, we screened key prognostic genes in the breast cancer (BC) TME by analyzing the immune and stromal scores of tumor samples to detect differentially expressed genes (DEGs) and also constructed a TME-related prognostic model. First, we obtained mRNA-Seq and related clinical information for patients with BC from The Cancer Genome Atlas (TCGA) and calculated the stromal and immune scores of tumor tissues using the ESTIMATE algorithm. Next, we performed functional enrichment analysis and generated protein-protein interaction networks from the DEGs that were highly related to the TME. Finally, Cox proportional hazards regression analysis was performed on BC datasets from TCGA, and analyses were conducted on infiltrating immune cells and the human protein atlas. Together, these analyses indicated that the and genes could be used as independent prognostic factors for BC, while risk score, age, and clinical stage could be used as prognostic factors. In summary, we found that the prognosis of BC is closely related to immune regulation in the TME.

摘要

越来越多的证据表明,肿瘤微环境(TME)在肿瘤的发生和发展中起着重要作用,也可以影响患者的预后。在这项研究中,我们通过分析肿瘤样本的免疫和基质评分,筛选出乳腺癌(BC)TME 中的关键预后基因,以检测差异表达基因(DEGs),并构建一个与 TME 相关的预后模型。首先,我们从癌症基因组图谱(TCGA)获得了 BC 患者的 mRNA-Seq 和相关临床信息,并使用 ESTIMATE 算法计算肿瘤组织的基质和免疫评分。接下来,我们对与 TME 高度相关的 DEGs 进行了功能富集分析,并生成了蛋白质-蛋白质相互作用网络。最后,我们对 TCGA 的 BC 数据集进行了 Cox 比例风险回归分析,并对浸润免疫细胞和人类蛋白质图谱进行了分析。综上所述,我们发现 BC 的预后与 TME 中的免疫调节密切相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d9d/8291857/f2998f6c2e6a/KBIE_A_1840731_UF0001_OC.jpg

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