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发现胰腺腺癌中与铁死亡相关的肿瘤抗原和铁死亡亚型以促进mRNA疫苗开发。

Discovering ferroptosis-associated tumor antigens and ferroptosis subtypes in pancreatic adenocarcinoma to facilitate mRNA vaccine development.

作者信息

Yan Ting, Wang Lingxiang

机构信息

Department of General Surgery, Second Affiliated People's Hospital, Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.

Department of General Surgery, Second Xiangya Hospital, Central South University, Changsha, Hunan, China.

出版信息

Heliyon. 2024 Mar 3;10(5):e27194. doi: 10.1016/j.heliyon.2024.e27194. eCollection 2024 Mar 15.

Abstract

Pancreatic adenocarcinoma (PAAD) is an aggressive, heterogeneous malignancy. We studied the potential of ferroptosis-related tumor vaccines for PAAD treatment. Ferroptosis-related genes, gene expression profiles, and clinical information were extracted from the FerrDB, UCSC Xena, and International Cancer Genome Consortium databases. Differential expression levels and prognostic indices were calculated, genetic alterations and correlations with immune-infiltrating cells were explored, and consensus clustering analysis was performed to identify ferroptosis subtypes and gene modules. Immune enrichment scores were calculated using gene set enrichment analysis, and gene modules were screened using weighted gene co-expression network analysis. The ferroptosis subtype distribution was visualized using graph learning-based dimensionality reduction analysis of the Monocle package with a Gaussian distribution. We identified four ferroptosis-related tumor antigens, AGPS, KDM5A, NRAS, and OSBPL9, which were associated with pancreatic cancer prognosis and antigen-presenting cell infiltration. We determined three minor ferroptosis subtypes, with different clinical prognosis and tumor immune status. Of the subtypes, FS3 may be more suitable for mRNA therapy. We constructed a PAAD ferroptosis landscape to identify the ferroptosis status of patients and predict their prognosis. Finally, we found that the eigengene of the green module was an independent prognostic factor, with a significantly better prognosis in the high-score group than in the low-score group. In conclusion, we identified four ferroptosis-related genes as targets for mRNA vaccines and three ferroptosis subtypes, providing a theoretical basis for the anti-PAAD mRNA vaccine and defining suitable patients for vaccination.

摘要

胰腺腺癌(PAAD)是一种侵袭性、异质性恶性肿瘤。我们研究了铁死亡相关肿瘤疫苗用于PAAD治疗的潜力。从FerrDB、UCSC Xena和国际癌症基因组联盟数据库中提取铁死亡相关基因、基因表达谱和临床信息。计算差异表达水平和预后指数,探索基因改变以及与免疫浸润细胞的相关性,并进行共识聚类分析以识别铁死亡亚型和基因模块。使用基因集富集分析计算免疫富集分数,并使用加权基因共表达网络分析筛选基因模块。使用基于图学习的Monocle包高斯分布降维分析对铁死亡亚型分布进行可视化。我们鉴定出四种与铁死亡相关的肿瘤抗原,即AGPS、KDM5A、NRAS和OSBPL9,它们与胰腺癌预后和抗原呈递细胞浸润相关。我们确定了三种次要的铁死亡亚型,具有不同的临床预后和肿瘤免疫状态。在这些亚型中,FS3可能更适合mRNA治疗。我们构建了PAAD铁死亡图谱以识别患者的铁死亡状态并预测其预后。最后,我们发现绿色模块的特征基因是一个独立的预后因素,高分组合的预后明显优于低分组合。总之,我们鉴定出四个与铁死亡相关的基因作为mRNA疫苗的靶点以及三种铁死亡亚型,为抗PAAD mRNA疫苗提供了理论基础,并确定了适合接种疫苗的患者。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6a00/10923709/d60f1e4856ec/ga1.jpg

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