Ferroptosis-related LINC02535/has-miR-30c-5p/EIF2S1 axis as a novel prognostic biomarker involved in immune infiltration and progression of PDAC

IF 4.4 2区 生物学 Q2 CELL BIOLOGY
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引用次数: 0

Abstract

Background

PDAC, also known as pancreatic ductal adenocarcinoma, is often diagnosed at a late stage due to nonspecific symptoms and a distinct lack of reliable biomarkers for timely diagnosis. Ferroptosis, a novel non-apoptotic cell death mode discovered in recent years, is strongly linked to the progression of PDAC and the evasion of the immune system. The objective of this study is to discover a novel ceRNA biomarker associated with ferroptosis and investigate its possible molecular mechanisms and therapeutic potential in PDAC.

Methods

Based on the FerrDb and TCGA databases, the R survival package was used to screen for ferroptosis-related mRNAs associated with PDAC prognosis. The ferroptosis-related ceRNA network was identified by miRTarBase, miRNet, and starBase and visualized using Cytoscape. The LASSO regression analysis was used to build a risk model associated with ceRNA. Additionally, we investigated the correlation between the ceRNA axis and the infiltration of immune cells in PDAC by employing the ssGSEA algorithm. Spearman correlation analysis was used to investigate the association between the ceRNA network and the expression levels of immune checkpoint genes in PDAC. The prediction of potential medications for PAAD patients with high risk scores was conducted using the R package oncoPredict and the Genomics of Drug Sensitivity in Cancer (GDSC) repository. Expression levels of LINC02535 in clinical specimens and PDAC cell lines were determined using qRT-PCR. CCK-8, colony formation, EdU, wound healing, and transwell assays were performed to assess the impact of reducing LINC02535 on the growth, migration, and invasion of PDAC cell lines BxPC3 and PANC1.

Results

We first discovered a new LINC02535/miR-30c-5p/EIF2S1 axis associated with ferroptosis and created a prognostic nomogram for predicting overall survival. Meanwhile, the risk scores of the LINC02535/miR-30c-5p/EIF2S1 axis associated with ferroptosis were linked to immune subtypes in PDAC. The high immune infiltration subtype exhibited elevated ceRNA risk scores and EIF2S1 expression. The correlation analysis revealed a positive correlation between ceRNA risk scores and four immune cells, namely Activated CD4 T cell, Memory B cell, Neutrophil, and Type 2 T helper cell, as well as four immune checkpoint genes, namely CD274, HAVCR2, PDCD1LG2, and TIGIT. The analysis of drug sensitivity indicated that individuals with a high-risk score may exhibit greater sensitivity to inhibitors targeting MEK1/2 compared to those with a low-risk score. In our validation experiments, it was observed that the expression of LINC02535 was increased in both PDAC tissues and cell lines. Additionally, the inhibition of LINC02535 resulted in decreased proliferation, migration, and invasion of PDAC cells. Rescue experiments demonstrated that LINC02535 promoted PDAC cell growth and metastasis by upregulating EIF2S1 expression.

Conclusion

To summarize, a novel ferroptosis-associated LINC02535/miR-30c-5p/EIF2S1 ceRNA network for PDAC patients was established. The analysis of this network's functionality offers potential insights for clinical decision-making and the advancement of precision medicine.

与铁突变相关的 LINC02535/has-miR-30c-5p/EIF2S1 轴是参与 PDAC 免疫浸润和进展的新型预后生物标志物。
背景:PDAC又称胰腺导管腺癌,由于非特异性症状和明显缺乏及时诊断的可靠生物标志物,通常在晚期才被诊断出来。铁凋亡是近年来发现的一种新型非凋亡细胞死亡模式,与 PDAC 的进展和免疫系统的逃避密切相关。本研究旨在发现一种与铁凋亡相关的新型ceRNA生物标志物,并研究其在PDAC中可能的分子机制和治疗潜力:方法:基于FerrDb和TCGA数据库,使用R survival软件包筛选与PDAC预后相关的铁变态反应相关mRNA。通过miRTarBase、miRNet和starBase确定了与铁沉降相关的ceRNA网络,并使用Cytoscape将其可视化。利用 LASSO 回归分析建立了与 ceRNA 相关的风险模型。此外,我们还采用ssGSEA算法研究了ceRNA轴与PDAC中免疫细胞浸润之间的相关性。斯皮尔曼相关分析用于研究ceRNA网络与PDAC中免疫检查点基因表达水平之间的关联。利用R软件包oncoPredict和癌症药物敏感性基因组学(GDSC)资源库对高风险评分的PAAD患者的潜在药物进行了预测。采用 qRT-PCR 方法测定了 LINC02535 在临床标本和 PDAC 细胞系中的表达水平。为了评估减少 LINC02535 对 PDAC 细胞系 BxPC3 和 PANC1 的生长、迁移和侵袭的影响,我们进行了 CCK-8、菌落形成、EdU、伤口愈合和透孔试验:结果:我们首先发现了一个与铁突变相关的新的LINC02535/miR-30c-5p/EIF2S1轴,并创建了一个预测总生存期的预后提名图。同时,与铁突变相关的LINC02535/miR-30c-5p/EIF2S1轴的风险评分与PDAC的免疫亚型相关。高免疫浸润亚型表现出较高的 ceRNA 风险评分和 EIF2S1 表达。相关性分析显示,ceRNA风险评分与四种免疫细胞(即活化CD4 T细胞、记忆B细胞、中性粒细胞和2型T辅助细胞)以及四种免疫检查点基因(即CD274、HAVCR2、PDCD1LG2和TIGIT)之间存在正相关。药物敏感性分析表明,与低风险评分的人相比,高风险评分的人可能对靶向 MEK1/2 的抑制剂表现出更高的敏感性。在我们的验证实验中观察到,LINC02535 在 PDAC 组织和细胞系中的表达均有所增加。此外,抑制 LINC02535 可减少 PDAC 细胞的增殖、迁移和侵袭。拯救实验表明,LINC02535通过上调EIF2S1的表达促进了PDAC细胞的生长和转移:总之,研究人员为 PDAC 患者建立了一个新的与铁突变相关的 LINC02535/miR-30c-5p/EIF2S1 ceRNA 网络。对该网络功能的分析为临床决策和精准医疗的发展提供了潜在的启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cellular signalling
Cellular signalling 生物-细胞生物学
CiteScore
8.40
自引率
0.00%
发文量
250
审稿时长
27 days
期刊介绍: Cellular Signalling publishes original research describing fundamental and clinical findings on the mechanisms, actions and structural components of cellular signalling systems in vitro and in vivo. Cellular Signalling aims at full length research papers defining signalling systems ranging from microorganisms to cells, tissues and higher organisms.
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