• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用多组学分析肝细胞癌中的铜死亡揭示了全面的肝癌格局和铜死亡的免疫模式。

Analysis of cuproptosis in hepatocellular carcinoma using multi-omics reveals a comprehensive HCC landscape and the immune patterns of cuproptosis.

作者信息

Li Xinqiang, Jiang Peng, Li Ruixia, Wu Bin, Zhao Kai, Li Shipeng, Cai Jinzhen

机构信息

Organ Transplantation Center, Affiliated Hospital of Qingdao University, Qingdao, China.

Institute of Organ Donation and Transplantation, Medical College of Qingdao University, Qingdao, China.

出版信息

Front Oncol. 2022 Nov 2;12:1009036. doi: 10.3389/fonc.2022.1009036. eCollection 2022.

DOI:10.3389/fonc.2022.1009036
PMID:36408192
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9666696/
Abstract

Cuproptosis represents a novel copper-dependent regulated cell death, distinct from other known cell death processes. In this report, a comprehensive analysis of cuproptosis in hepatocellular carcinoma (HCC) was conducted using multi-omics including genomics, bulk RNA-seq, single cell RNA-seq and proteomics. ATP7A, PDHA1 and DLST comprised the top 3 mutation genes in The Cancer Genome Atlas (TCGA)-LIHC; 9 cuproptosis-related genes showed significant, independent prognostic values. Cuproptosis-related hepatocytes were identified and their function were evaluated in single cell assays. Based on cuproptosis-related gene expressions, two immune patterns were found, with the cuproptosis-C1 subtype identified as a cytotoxic immune pattern, while the cuproptosis-C2 subtype was identified as a regulatory immune pattern. Cuproptosis-C2 was associated with a number of pathways involving tumorigenesis. A prognosis model based on differentially expressed genes (DEGs) of cuproptosis patterns was constructed and validated. We established a cuproptosis index (CPI) and further performed an analysis of its clinical relevance. High CPI values were associated with increased levels of alpha-fetoprotein (AFP) and advanced tumor stages. Taken together, this comprehensive analysis provides important, new insights into cuproptosis mechanisms associated with human HCC.

摘要

铜死亡是一种新型的铜依赖性调控细胞死亡,与其他已知的细胞死亡过程不同。在本报告中,我们使用包括基因组学、批量RNA测序、单细胞RNA测序和蛋白质组学在内的多组学技术对肝细胞癌(HCC)中的铜死亡进行了全面分析。ATP7A、PDHA1和DLST是癌症基因组图谱(TCGA)-LIHC中排名前三的突变基因;9个与铜死亡相关的基因显示出显著的、独立的预后价值。在单细胞分析中鉴定了与铜死亡相关的肝细胞并评估了其功能。基于与铜死亡相关的基因表达,发现了两种免疫模式,其中铜死亡-C1亚型被鉴定为细胞毒性免疫模式,而铜死亡-C2亚型被鉴定为调节性免疫模式。铜死亡-C2与许多涉及肿瘤发生的途径相关。构建并验证了基于铜死亡模式差异表达基因(DEG)的预后模型。我们建立了铜死亡指数(CPI)并进一步分析了其临床相关性。高CPI值与甲胎蛋白(AFP)水平升高和肿瘤晚期相关。综上所述,这一全面分析为与人类HCC相关的铜死亡机制提供了重要的新见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/8f587ff542d9/fonc-12-1009036-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/752bd9a2b107/fonc-12-1009036-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/cc197ed7fb41/fonc-12-1009036-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/7f08f7fe8e63/fonc-12-1009036-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/454d789302de/fonc-12-1009036-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/5d666edc9761/fonc-12-1009036-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/4022d8286cef/fonc-12-1009036-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/0d725e8d1537/fonc-12-1009036-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/8f587ff542d9/fonc-12-1009036-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/752bd9a2b107/fonc-12-1009036-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/cc197ed7fb41/fonc-12-1009036-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/7f08f7fe8e63/fonc-12-1009036-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/454d789302de/fonc-12-1009036-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/5d666edc9761/fonc-12-1009036-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/4022d8286cef/fonc-12-1009036-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/0d725e8d1537/fonc-12-1009036-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5138/9666696/8f587ff542d9/fonc-12-1009036-g008.jpg

相似文献

1
Analysis of cuproptosis in hepatocellular carcinoma using multi-omics reveals a comprehensive HCC landscape and the immune patterns of cuproptosis.利用多组学分析肝细胞癌中的铜死亡揭示了全面的肝癌格局和铜死亡的免疫模式。
Front Oncol. 2022 Nov 2;12:1009036. doi: 10.3389/fonc.2022.1009036. eCollection 2022.
2
System analysis based on the cuproptosis-related genes identifies LIPT1 as a novel therapy target for liver hepatocellular carcinoma.基于铜死亡相关基因的系统分析鉴定 LIPT1 为肝癌的一个新治疗靶点。
J Transl Med. 2022 Oct 4;20(1):452. doi: 10.1186/s12967-022-03630-1.
3
Comprehensive multiomics analysis of cuproptosis-related gene characteristics in hepatocellular carcinoma.肝细胞癌中铜死亡相关基因特征的综合多组学分析
Front Genet. 2022 Sep 6;13:942387. doi: 10.3389/fgene.2022.942387. eCollection 2022.
4
Landscape and the immune patterns of cuproptosis in oral squamous cell carcinoma.口腔鳞状细胞癌中铜死亡的景观和免疫模式。
J Oral Pathol Med. 2023 Nov;52(10):951-960. doi: 10.1111/jop.13489. Epub 2023 Oct 12.
5
Integrated machine learning and bioinformatic analyses used to construct a copper-induced cell death-related classifier for prognosis and immunotherapeutic response of hepatocellular carcinoma patients.综合机器学习和生物信息学分析用于构建与铜诱导细胞死亡相关的分类器,以预测肝细胞癌患者的预后和免疫治疗反应。
Front Pharmacol. 2023 May 17;14:1188725. doi: 10.3389/fphar.2023.1188725. eCollection 2023.
6
Cuproptosis-related long non-coding RNAs model that effectively predicts prognosis in hepatocellular carcinoma.可有效预测肝细胞癌预后的铜死亡相关长链非编码RNA模型。
World J Gastrointest Oncol. 2022 Oct 15;14(10):1981-2003. doi: 10.4251/wjgo.v14.i10.1981.
7
Screening of PDSS1 as a Potential Biomarker for Hepatocellular Carcinoma Based on a Copper-Related Prognostic Signature through Bulk and Single-cell RNA-sequencing Analysis.基于铜相关预后特征通过批量和单细胞RNA测序分析筛选PDSS1作为肝细胞癌的潜在生物标志物
J Cancer. 2024 Jul 22;15(15):5028-5045. doi: 10.7150/jca.96867. eCollection 2024.
8
The expression of cuproptosis-related genes in hepatocellular carcinoma and their relationships with prognosis.肝细胞癌中铜死亡相关基因的表达及其与预后的关系。
Front Oncol. 2022 Oct 14;12:992468. doi: 10.3389/fonc.2022.992468. eCollection 2022.
9
Single-cell and genetic multi-omics analysis combined with experiments confirmed the signature and potential targets of cuproptosis in hepatocellular carcinoma.单细胞和基因多组学分析结合实验证实了肝细胞癌中铜死亡的特征和潜在靶点。
Front Cell Dev Biol. 2023 Sep 8;11:1240390. doi: 10.3389/fcell.2023.1240390. eCollection 2023.
10
The Role of Ferroptosis and Cuproptosis in Curcumin against Hepatocellular Carcinoma.姜黄素抗肝细胞癌作用中的铁死亡和铜死亡机制。
Molecules. 2023 Feb 8;28(4):1623. doi: 10.3390/molecules28041623.

引用本文的文献

1
Identification of copper related biomarkers in breast cancer using machine learning.利用机器学习识别乳腺癌中与铜相关的生物标志物。
Discov Oncol. 2025 Aug 6;16(1):1482. doi: 10.1007/s12672-025-03340-2.
2
SUMO2 inhibits ACSL3 protein degradation to antagonize erastin-induced ferroptosis in hepatocellular carcinoma.SUMO2抑制ACSL3蛋白降解以拮抗埃拉斯汀诱导的肝癌细胞铁死亡。
Discov Oncol. 2025 Jun 17;16(1):1131. doi: 10.1007/s12672-025-02921-5.
3
SLC31A1 promotes chemoresistance through inducing CPT1A-mediated fatty acid oxidation in ER-positive breast cancer.

本文引用的文献

1
Landscape of Immune Cells Heterogeneity in Liver Transplantation by Single-Cell RNA Sequencing Analysis.单细胞 RNA 测序分析揭示肝移植中的免疫细胞异质性景观。
Front Immunol. 2022 May 10;13:890019. doi: 10.3389/fimmu.2022.890019. eCollection 2022.
2
Cuproptosis: a new form of programmed cell death.铜死亡:一种新的程序性细胞死亡形式。
Cell Mol Immunol. 2022 Aug;19(8):867-868. doi: 10.1038/s41423-022-00866-1. Epub 2022 Apr 22.
3
Cuproptosis: a copper-triggered modality of mitochondrial cell death.铜死亡:一种由铜引发的线粒体细胞死亡方式。
溶质载体家族31成员1(SLC31A1)通过诱导内质网阳性乳腺癌中肉碱/有机阳离子转运体1A(CPT1A)介导的脂肪酸氧化促进化疗耐药。
Neoplasia. 2025 Mar;61:101125. doi: 10.1016/j.neo.2025.101125. Epub 2025 Feb 3.
4
Construction of cuproptosis-related genes risk model predicts the prognosis of Uterine Corpus Endometrial Carcinoma.铜死亡相关基因风险模型的构建预测子宫内膜癌的预后
Sci Rep. 2025 Jan 16;15(1):2210. doi: 10.1038/s41598-025-86756-8.
5
Identification of cancer-associated fibroblast subtypes and prognostic model development in breast cancer: role of the RUNX1/SDC1 axis in promoting invasion and metastasis.乳腺癌中癌症相关成纤维细胞亚型的鉴定及预后模型的建立:RUNX1/SDC1轴在促进侵袭和转移中的作用
Cell Biol Toxicol. 2025 Jan 3;41(1):21. doi: 10.1007/s10565-024-09950-w.
6
Identification of as a potential therapeutic target via a novel cuproptosis-related gene signature for the prediction of liver cancer prognosis.通过一种用于预测肝癌预后的新型铜死亡相关基因特征鉴定其作为潜在治疗靶点。
J Gastrointest Oncol. 2024 Oct 31;15(5):2230-2251. doi: 10.21037/jgo-24-609. Epub 2024 Oct 29.
7
Bioinformatics prediction and experimental verification identify a cuproptosis-related gene signature as prognosis biomarkers of hepatocellular carcinoma.生物信息学预测和实验验证确定了一种铜死亡相关基因特征作为肝细胞癌的预后生物标志物。
Transl Cancer Res. 2024 Jun 30;13(6):2985-3002. doi: 10.21037/tcr-23-1561. Epub 2024 Jun 27.
8
Immunomodulation of cuproptosis and ferroptosis in liver cancer.肝癌中铜死亡和铁死亡的免疫调节
Cancer Cell Int. 2024 Jan 10;24(1):22. doi: 10.1186/s12935-023-03207-y.
9
Copper homeostasis and cuproptosis in tumor pathogenesis and therapeutic strategies.肿瘤发病机制及治疗策略中的铜稳态与铜死亡
Front Pharmacol. 2023 Sep 12;14:1271613. doi: 10.3389/fphar.2023.1271613. eCollection 2023.
10
Cytokine-induced apoptosis inhibitor 1: a comprehensive analysis of potential diagnostic, prognosis, and immune biomarkers in invasive breast cancer.细胞因子诱导的凋亡抑制因子1:浸润性乳腺癌潜在诊断、预后及免疫生物标志物的综合分析
Transl Cancer Res. 2023 Jul 31;12(7):1765-1786. doi: 10.21037/tcr-23-34. Epub 2023 Jul 4.
Cell Res. 2022 May;32(5):417-418. doi: 10.1038/s41422-022-00653-7.
4
Copper induces cell death by targeting lipoylated TCA cycle proteins.铜通过靶向脂酰化 TCA 循环蛋白诱导细胞死亡。
Science. 2022 Mar 18;375(6586):1254-1261. doi: 10.1126/science.abf0529. Epub 2022 Mar 17.
5
Development and validation of an immune-related prognosis signature associated with hypoxia and ferroptosis in hepatocellular carcinoma.开发和验证与肝细胞癌缺氧和铁死亡相关的免疫相关预后特征。
Cancer Med. 2022 Jun;11(11):2329-2341. doi: 10.1002/cam4.4556. Epub 2022 Jan 28.
6
Immunotherapies for hepatocellular carcinoma.肝细胞癌的免疫疗法
Nat Rev Clin Oncol. 2022 Mar;19(3):151-172. doi: 10.1038/s41571-021-00573-2. Epub 2021 Nov 11.
7
NAFLD-driven HCC: Safety and efficacy of current and emerging treatment options.非酒精性脂肪性肝病相关肝细胞癌:现有和新兴治疗选择的安全性和疗效。
J Hepatol. 2022 Feb;76(2):446-457. doi: 10.1016/j.jhep.2021.09.007. Epub 2021 Sep 20.
8
A prognostic model for hepatocellular carcinoma patients based on signature ferroptosis-related genes.基于特征铁死亡相关基因的肝细胞癌患者预后模型。
Hepatol Int. 2022 Feb;16(1):112-124. doi: 10.1007/s12072-021-10248-w. Epub 2021 Aug 27.
9
Long non-coding RNA TPTEP1 exerts inhibitory effects on hepatocellular carcinoma by impairing microRNA-454-3p-mediated DLG5 downregulation.长链非编码 RNA TPTEP1 通过损害 microRNA-454-3p 介导的 DLG5 下调对肝癌发挥抑制作用。
Dig Liver Dis. 2022 Feb;54(2):268-279. doi: 10.1016/j.dld.2021.04.014. Epub 2021 Jul 6.
10
Single-cell RNA sequencing shows the immunosuppressive landscape and tumor heterogeneity of HBV-associated hepatocellular carcinoma.单细胞 RNA 测序显示乙型肝炎病毒相关肝细胞癌的免疫抑制景观和肿瘤异质性。
Nat Commun. 2021 Jun 17;12(1):3684. doi: 10.1038/s41467-021-24010-1.