Integrated bioinformatics analysis of differentially expressed genes and immune cell infiltration characteristics in Esophageal Squamous cell carcinoma

被引:22
作者
Feng, Zitong [1 ,4 ]
Qu, Jingge [2 ]
Liu, Xiao [3 ,4 ]
Liang, Jinghui [1 ,4 ]
Li, Yongmeng [1 ,4 ]
Jiang, Jin [1 ,4 ]
Zhang, Huiying [1 ]
Tian, Hui [1 ]
机构
[1] Shandong Univ, Cheeloo Coll Med, Qilu Hosp, Dept Thorac Surg, Jinan 250012, Shandong, Peoples R China
[2] Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, Dept Rheumatol & Clin Immunol, Beijing 100730, Peoples R China
[3] Shandong Univ, Cheeloo Coll Med, Qilu Hosp, Dept Pulm & Crit Care Med, Jinan 250012, Shandong, Peoples R China
[4] Shandong Univ, Cheeloo Coll Med, Qilu Hosp, Lab Basic Med Sci, Jinan 250012, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
EXTRACELLULAR-MATRIX; WEB SERVER; CANCER; PROMOTES; EPIDEMIOLOGY; MACROPHAGES; PROGNOSIS; HALLMARKS; VCAN;
D O I
10.1038/s41598-021-96274-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Esophageal squamous cell carcinoma (ESCC) is a life-threatening thoracic tumor with a poor prognosis. The role of molecular alterations and the immune microenvironment in ESCC development has not been fully elucidated. The present study aimed to elucidate key candidate genes and immune cell infiltration characteristics in ESCC by integrated bioinformatics analysis. Nine gene expression datasets from the Gene Expression Omnibus (GEO) database were analysed to identify robust differentially expressed genes (DEGs) using the robust rank aggregation (RRA) algorithm. Functional enrichment analyses showed that the 152 robust DEGs are involved in multiple processes in the tumor microenvironment (TME). Immune cell infiltration analysis based on the 9 normalized GEO microarray datasets was conducted with the CIBERSORT algorithm. The changes in macrophages between ESCC and normal tissues were particularly obvious. In ESCC tissues, M0 and M1 macrophages were increased dramatically, while M2 macrophages were decreased. A robust DEG-based protein-protein interaction (PPI) network was used for hub gene selection with the CytoHubba plugin in Cytoscape. Nine hub genes (CDA, CXCL1, IGFBP3, MMP3, MMP11, PLAU, SERPINE1, SPP1 and VCAN) had high diagnostic efficiency for ESCC according to receiver operating characteristic (ROC) curve analysis. The expression of all hub genes except MMP3 and PLAU was significantly related to macrophage infiltration. Univariate and multivariate regression analyses showed that a 7-gene signature constructed from the robust DEGs was useful for predicting ESCC prognosis. Our results might facilitate the exploration of potential targeted TME therapies and prognostic evaluation in ESCC.
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页数:14
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