从多组学的角度鉴定肝癌肿瘤抗原和免疫亚型

IF 1.9 Q4 ONCOLOGY
Cancer reports Pub Date : 2025-09-15 DOI:10.1002/cnr2.70300
Chunming Wang, Lei Cai, Qingyu Xie, Cheng Zhang, Xuefang Chen, Peng Cui, Guoqiang Wang, Shangli Cai, Yusheng Han, Kaihang Zhong, Guolin He, Shunjun Fu, Yuyan Xu, Junming He, Mingxin Pan
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引用次数: 0

摘要

包括免疫检查点抑制剂和肿瘤抗原疫苗在内的免疫疗法已经彻底改变了癌症治疗。然而,肝细胞癌(HCC)的免疫特征尚未从多组学的角度进行深入研究。在本研究中,我们旨在利用多组学数据确定HCC的潜在肿瘤抗原和免疫亚型。方法和结果本研究纳入了159例HCC患者的基因组、转录组、蛋白质组和磷蛋白质组数据。两种潜在的肿瘤抗原ZNF831和SYNE1表现出显著的优越的预后作用,并与抗原提呈细胞呈正相关,这为肿瘤抗原mRNA疫苗的开发提供了有希望的候选物。利用转录组、蛋白质组和磷酸化蛋白质组中最易变的肿瘤抗原基因进行多组学聚类,得出两种具有不同临床和分子特征的HCC亚型。为了进一步探索复杂的肿瘤微环境,我们利用随机森林算法生成的30个最重要的免疫相关特征实现了免疫亚型。构建了四种免疫亚型,它们具有不同的分子属性,包括免疫细胞活性、血管生成、细胞增殖、肿瘤抗原基因的表达、免疫检查点和免疫原性细胞死亡调节剂。综上所述,我们发现了ZNF831和SYNE1两种潜在的肿瘤抗原,并鉴定出4种具有不同分子特征的肝癌免疫亚型。我们的研究为肝癌的肿瘤疫苗开发和免疫肿瘤精准医疗提供了新的思路,对未来的临床实践有一定的指导意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identification of Tumor Antigens and Immune Subtypes in Hepatocellular Carcinoma From a Multiomics Perspective

Identification of Tumor Antigens and Immune Subtypes in Hepatocellular Carcinoma From a Multiomics Perspective

Background

Immunotherapies including immune checkpoint inhibitors and tumor antigen based vaccines have revolutionized cancer treatment. However, immune signatures of hepatocellular carcinoma (HCC) have not been thoroughly studied from a multiomics perspective.

Aims

In this study, we aimed to identify the potential tumor antigens and immune subtyping for HCC using multiomics data.

Methods and Results

The study included 159 HCC patients with genome, transcriptome, proteome, and phosphoproteome data. Two potential tumor antigens, ZNF831 and SYNE1, showed significant superior prognostic effects and positive correlations with antigen presenting cells, which provided promising candidates for the development of tumor antigen-based mRNA vaccine. A multiomics clustering using the most variable tumor antigen genes of transcriptome, proteome, and phosphoproteome was performed, resulting in two HCC subtypes with distinct clinical and molecular features. In order to further explore the complex tumor microenvironment, we implemented an immune subtyping using 30 most important immune-related features generated from the random forest algorithm. Four immune subtypes were constructed, which exhibited diverse molecular attributes including immune cell activities, angiogenesis, cell proliferation, and the expression of tumor antigen genes, immune checkpoints, and immunogenic cell death modulators.

Conclusion

In summary, we found two potential tumor antigens, ZNF831 and SYNE1, and identified four immune subtypes of HCC with distinct molecular features. Our study provides novel insights into the development of cancer vaccine and precision medicine of immune oncology in HCC, which may benefit clinical practice in the future.

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来源期刊
Cancer reports
Cancer reports Medicine-Oncology
CiteScore
2.70
自引率
5.90%
发文量
160
审稿时长
17 weeks
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