Suppr超能文献

解析结直肠癌的放射抵抗和免疫微环境:通过单细胞 RNA 测序和机器学习揭示 EIF5A 的作用。

Deciphering colorectal cancer radioresistance and immune microrenvironment: unraveling the role of EIF5A through single-cell RNA sequencing and machine learning.

机构信息

Department of Radiation Oncology, Clinical Oncology School of Fujian Medical University Fujian Cancer Hospital, (Fujian Branch of Fudan University Shanghai Cancer Center), Fujian Cancer Hospital, Fuzhou, China.

Department of Hepatopancreatobiliary Surgery, Clinical Oncology School of Fujian Medical University, (Fujian Branch of Fudan University Shanghai Cancer Center), Fuzhou, China.

出版信息

Front Immunol. 2024 Sep 3;15:1466226. doi: 10.3389/fimmu.2024.1466226. eCollection 2024.

Abstract

BACKGROUND

Radiotherapy (RT) is a critical component of treatment for locally advanced rectal cancer (LARC), though patient response varies significantly. The variability in treatment outcomes is partly due to the resistance conferred by cancer stem cells (CSCs) and tumor immune microenvironment (TiME). This study investigates the role of EIF5A in radiotherapy response and its impact on the CSCs and TiME.

METHODS

Predictive models for preoperative radiotherapy (preRT) response were developed using machine learning, identifying EIF5A as a key gene associated with radioresistance. EIF5A expression was analyzed via bulk RNA-seq and single-cell RNA-seq (scRNA-seq). Functional assays and experiments validated EIF5A's role in radioresistance and TiME modulation.

RESULTS

EIF5A was significantly upregulated in radioresistant colorectal cancer (CRC) tissues. EIF5A knockdown in CRC cell lines reduced cell viability, migration, and invasion after radiation, and increased radiation-induced apoptosis. Mechanistically, EIF5A promoted cancer stem cell (CSC) characteristics through the Hedgehog signaling pathway. Analysis of the TiME revealed that the radiation-resistant group had an immune-desert phenotype, characterized by low immune cell infiltration. experiments showed that EIF5A knockdown led to increased infiltration of CD8+ T cells and M1 macrophages, and decreased M2 macrophages and Tregs following radiation therapy, thereby enhancing the radiotherapy response.

CONCLUSION

EIF5A contributes to CRC radioresistance by promoting CSC traits via the Hedgehog pathway and modulating the TiME to an immune-suppressive state. Targeting EIF5A could enhance radiation sensitivity and improve immune responses, offering a potential therapeutic strategy to optimize radiotherapy outcomes in CRC patients.

摘要

背景

放疗(RT)是局部晚期直肠癌(LARC)治疗的关键组成部分,但患者的反应差异很大。治疗结果的变异性部分归因于癌症干细胞(CSC)和肿瘤免疫微环境(TiME)的耐药性。本研究探讨了 EIF5A 在放疗反应中的作用及其对 CSCs 和 TiME 的影响。

方法

使用机器学习为术前放疗(preRT)反应建立预测模型,确定 EIF5A 是与放射抗性相关的关键基因。通过批量 RNA-seq 和单细胞 RNA-seq(scRNA-seq)分析 EIF5A 的表达。功能测定和实验验证了 EIF5A 在放射抗性和 TiME 调节中的作用。

结果

EIF5A 在放射抗性结直肠癌(CRC)组织中显著上调。CRC 细胞系中 EIF5A 的敲低降低了辐射后的细胞活力、迁移和侵袭,并增加了辐射诱导的细胞凋亡。在机制上,EIF5A 通过 Hedgehog 信号通路促进了癌症干细胞(CSC)特征。对 TiME 的分析表明,辐射抗性组具有免疫荒漠表型,其特征是免疫细胞浸润低。实验表明,EIF5A 敲低导致辐射后 CD8+T 细胞和 M1 巨噬细胞浸润增加,M2 巨噬细胞和 Tregs 减少,从而增强了放疗反应。

结论

EIF5A 通过 Hedgehog 通路促进 CSC 特征,并调节 TiME 以产生免疫抑制状态,从而促进 CRC 的放射抗性。靶向 EIF5A 可能增强辐射敏感性并改善免疫反应,为优化 CRC 患者的放疗效果提供了一种潜在的治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b037/11405197/830b295a66f8/fimmu-15-1466226-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验