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从多组学角度鉴定肝细胞癌中的肿瘤抗原和免疫亚型

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

作者信息

Wang Chunming, Cai Lei, Xie Qingyu, Zhang Cheng, Chen Xuefang, Cui Peng, Wang Guoqiang, Cai Shangli, Han Yusheng, Zhong Kaihang, He Guolin, Fu Shunjun, Xu Yuyan, He Junming, Pan Mingxin

机构信息

General Surgery Center, Department of Hepatobiliary Surgery II, Guangdong Provincial Research Center for Artificial Organ and Tissue Engineering, Guangzhou Clinical Research and Transformation Center for Artificial Liver, Institute of Regenerative Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China.

Department of Hepatobiliary Surgery, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.

出版信息

Cancer Rep (Hoboken). 2025 Sep;8(9):e70300. doi: 10.1002/cnr2.70300.

Abstract

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.

摘要

背景

包括免疫检查点抑制剂和基于肿瘤抗原的疫苗在内的免疫疗法彻底改变了癌症治疗方式。然而,尚未从多组学角度对肝细胞癌(HCC)的免疫特征进行深入研究。

目的

在本研究中,我们旨在利用多组学数据识别HCC的潜在肿瘤抗原并进行免疫亚型分类。

方法与结果

该研究纳入了159例具有基因组、转录组、蛋白质组和磷酸蛋白质组数据的HCC患者。两种潜在肿瘤抗原ZNF831和SYNE1显示出显著更好的预后效果,且与抗原呈递细胞呈正相关,这为基于肿瘤抗原的mRNA疫苗开发提供了有前景的候选抗原。利用转录组、蛋白质组和磷酸蛋白质组中最具变异性的肿瘤抗原基因进行多组学聚类,得到了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,我们使用随机森林算法生成的30个最重要的免疫相关特征进行了免疫亚型分类。构建了四种免疫亚型,它们表现出不同的分子属性,包括免疫细胞活性、血管生成、细胞增殖以及肿瘤抗原基因、免疫检查点和免疫原性细胞死亡调节剂的表达。

结论

总之,我们发现了两种潜在肿瘤抗原ZNF831和SYNE1,并识别出了四种具有不同分子特征的HCC免疫亚型。我们的研究为HCC癌症疫苗的开发和免疫肿瘤学的精准医学提供了新的见解,可能会在未来造福临床实践。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a7ab/12434600/be50c349595d/CNR2-8-e70300-g003.jpg

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