Identification of Therapeutic Targets and Prognostic Biomarkers Among CC Chemokines in the Pancreatic Adenocarcinoma Microenvironment

Xinyuan Liu, Qi Zhang, Tao Mao, Congcong Min, Jing Guo, Cuiping Zhang, Z. Tian, Xiaoyu Li
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Abstract

Pancreatic adenocarcinoma (PAAD) as one of the most aggressive and lethal malignant tumors is correlated with increased morbidity and mortality. Tumorigenesis, growth, and metastasis are affected by various cytokines. Among them, CC chemokines can modulate the infiltration of immune cells and recruit cancer-associated immune cells, which play an important role in the inhibition of tumor immunity and affect the clinical outcome of cancer patients. However, the therapeutic potential and prognostic value of CC chemokines in PAAD have not yet been elucidated. To do this, we comprehensively explore and analyze large amounts of data on the basis of ONCOMINE database, GEPIA, LinkedOmics, cBioPortal, GeneMANIA, UALCAN, jvenn, DAVID 6.8, TRRUST, TIMER, and TISIDB. We found the transcriptional levels of CCL5/7/13/15/18/19/20 in PAAD tissues were remarkably increased, whereas the transcriptional level of CCL17 was decreased. CCL20 expression had significantly been correlated with the tumor stage of PAAD patients. High expressions of CCL5, CCL7, CCL13, CCL18, and CCL20 were notably correlated with the prognosis of patients. Moreover, patients with CCL18 and CCL19 alterations showed a poor prognosis in both overall survival (OS) and disease-specific survival (DSS), and patients with CCL5 and CCL15 alterations also presented a poor prognosis in OS. The functions of the aberrantly expressed CC chemokines were mainly correlated with the cytokine-cytokine receptor interaction, chemokine signaling pathway, inflammatory response, and immune response. Our study shows that the key transcription factors for CC chemokines are RELA and NF-κB1. We also discovered significant associations between the expression levels of CC chemokines and six infiltrating immune cells including CD8+ T cells, CD4+ T cells, B cells, macrophages, neutrophils, and dendritic cells. Taken together, our study indicated the interaction between CC chemokines and PAAD and clarified the value of CC chemokines as potential therapeutic targets as well as prognostic markers for PAAD.
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胰腺癌微环境中CC趋化因子治疗靶点和预后生物标志物的鉴定
胰腺腺癌(PAAD)是最具侵袭性和致死性的恶性肿瘤之一,其发病率和死亡率均较高。肿瘤的发生、生长和转移受多种细胞因子的影响。其中,CC趋化因子可调节免疫细胞的浸润,募集肿瘤相关免疫细胞,在抑制肿瘤免疫,影响肿瘤患者临床转归方面发挥重要作用。然而,CC趋化因子在PAAD中的治疗潜力和预后价值尚未阐明。为此,我们在ONCOMINE数据库、GEPIA、LinkedOmics、cBioPortal、GeneMANIA、alcan、jvenn、DAVID 6.8、trust、TIMER、TISIDB等数据库的基础上,对大量数据进行了全面的挖掘和分析。我们发现,在PAAD组织中,CCL5/7/13/15/18/19/20的转录水平显著升高,而CCL17的转录水平则显著降低。CCL20的表达与PAAD患者的肿瘤分期有显著相关性。CCL5、CCL7、CCL13、CCL18、CCL20的高表达与患者预后显著相关。此外,CCL18和CCL19改变患者的总生存期(OS)和疾病特异性生存期(DSS)预后较差,CCL5和CCL15改变患者的OS预后也较差。异常表达的CC趋化因子的功能主要与细胞因子-细胞因子受体相互作用、趋化因子信号通路、炎症反应和免疫反应相关。我们的研究表明,CC趋化因子的关键转录因子是RELA和NF-κB1。我们还发现CC趋化因子的表达水平与六种浸润性免疫细胞(包括CD8+ T细胞、CD4+ T细胞、B细胞、巨噬细胞、中性粒细胞和树突状细胞)之间存在显著关联。综上所述,我们的研究表明了CC趋化因子与PAAD之间的相互作用,并阐明了CC趋化因子作为PAAD的潜在治疗靶点和预后标志物的价值。
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