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深度学习模型与组学筛选揭示血管紧张素原为肝癌中 5-甲基胞嘧啶(m(5)C)调控的肿瘤微环境通讯介质

英文原题:Deep learning model and omics screening highlight angiotensinogen as a 5-methylcytosine (m(5)C) regulated mediator of tumor-microenvironment communication in liver cancer.

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Deep learning model and omics screening highlight angiotensinogen as a 5-methylcytosine (m(5)C) regulated mediator of tumor-microenvironment communication in liver cancer.

PubMed 2026/02/20(内容时间) Front Immunol Q1 · IF 7(JCR 2025)

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研究概要

本研究揭示了 m5C 修饰的 AGT 在调节肝脏 TME 中的新调控功能,这可能有助于改善肝癌预后和免疫治疗。

研究思路结论见上方概要

肿瘤微环境(TME)对肝癌进展和治疗反应至关重要。作为一种关键的RNA修饰,5-甲基胞嘧啶(m 5 C)甲基化被认为参与这一过程,然而m 5 C修饰介导TME内细胞间通讯的分子机制仍知之甚少。

通过MeRIP-seq对野生型和m5C催化酶NSUN2扰动后的肝癌细胞中的m5C甲基化组进行了分析。开发了GAT-MeRIP,一种基于图注意力神经网络的算法,用于从MeRIP-seq数据中识别功能性m5C修饰靶基因。通过单细胞转录组数据的细胞间通讯分析,筛选了TME相关的功能性m5C靶点。通过细胞共培养、qRT-PCR、MeRIP-qPCR、ELISA和流式细胞术检测的组合,对关键靶基因进行了体外功能验证。此外,利用公共肝癌队列数据进行临床相关性和预后分析。

血管紧张素原(AGT)被鉴定为一种关键的 m5C 调控分泌因子,参与肝癌中肿瘤-微环境通讯。NSUN2 敲低增加了 AGT 的表达并增强了共培养 NK 细胞的细胞毒性,而 AGT 中和抗体可消除这一效应。外源性 AGT 处理通过上调 IFN-、TNF- 和穿孔素,以及 CD107a NK 细胞比例,显著增强了 NK 细胞细胞毒性。NSUN2 低且 AGT 高的肝癌患者表现出显著改善的总生存率和更高的免疫浸润。

展开英文摘要原文

The m 5 C methylomes in wildtype and m 5 C-catalyzing enzyme NSUN2 -perturbed liver cancer cells were profiled via MeRIP-seq. GAT-MeRIP, a graph attention neural network-based algorithm, was developed to identify functional m 5 C-modified target genes from MeRIP-seq data. TME-related functional m 5 C targets were screened through cell-cell communication analysis of single-cell transcriptomic data. In vitro functional validation of the key target gene was performed via a combination of cell co-culture, qRT-PCR, MeRIP-qPCR, ELISA, and flow cytometry assays. Additionally, public liver cancer cohort data were used for clinical correlation and prognostic analysis.

Angiotensinogen (AGT) was identified as a key m 5 C-regulated secretory factor contributing to tumor-microenvironment communication in liver cancer. NSUN2 knock-down increased AGT's expression and enhanced cytotoxicity of co-cultured NK cells, which can be canceled by AGT-neutralizing antibody. Exogenous AGT treatment significantly enhanced NK cell cytotoxicity by upregulating IFN- , TNF- , and perforin, as well as the proportion of CD107a NK cells. Liver cancer patients with low NSUN2 and high AGT exhibited significantly improved overall survival rates and higher immune infiltration.

This study unveils novel regulatory function of m 5 C-modified AGT in modulating the liver TME that could be helpful for improving liver cancer prognosis and immunotherapy.

论文信息

作者
Pang H、Wang L、Li Y、Zhou Y
单位
Department of Biomedical Informatics, School of Basic Medical Sciences, Peking University, Beijing, China.China
期刊
Frontiers in immunology2026
原文标识
PubMed 41798911 · DOI 10.3389/fimmu.2026.1752802