• 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

铜死亡促进免疫激活但促进免疫逃逸,基于机器学习的铜死亡相关特征可用于预测脑胶质瘤的预后和免疫治疗反应。

Cuproptosis facilitates immune activation but promotes immune escape, and a machine learning-based cuproptosis-related signature is identified for predicting prognosis and immunotherapy response of gliomas.

机构信息

Department of Neurosurgery, Renmin Hospital of Wuhan University, Wuhan, China.

Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, China.

出版信息

CNS Neurosci Ther. 2024 Feb;30(2):e14380. doi: 10.1111/cns.14380. Epub 2023 Jul 28.

DOI:10.1111/cns.14380
PMID:37515314
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10848101/
Abstract

AIMS

Cell death, except for cuproptosis, in gliomas has been extensively studied, providing novel targets for immunotherapy by reshaping the tumor immune microenvironment through multiple mechanisms. This study aimed to explore the effect of cuproptosis on the immune microenvironment and its predictive power in prognosis and immunotherapy response.

METHODS

Eight glioma cohorts were included in this study. We employed the unsupervised clustering algorithm to identify novel cuproptosis clusters and described their immune microenvironmental characteristics, mutation landscape, and altered signaling pathways. We verified the correlation among FDX1, SLC31A1, and macrophage infiltration in 56 glioma tissues. Next, based on multicenter cohorts and 10 machine learning algorithms, we constructed an artificial intelligence-driven cuproptosis-related signature named CuproScore.

RESULTS

Our findings suggested that glioma patients with high levels of cuproptosis had a worse prognosis owing to immunosuppression caused by unique immune escape mechanisms. Meanwhile, we experimentally validated the positive association between cuproptosis and macrophages and its tumor-promoting mechanism in vitro. Furthermore, our CuproScore exhibited powerful and robust prognostic predictive ability. It was also capable of predicting response to immunotherapy and chemotherapy drug sensitivity.

CONCLUSIONS

Cuproptosis facilitates immune activation but promotes immune escape. The CuproScore could predict prognosis and immunotherapy response in gliomas.

摘要

目的

除铜死亡外,胶质瘤中的细胞死亡已得到广泛研究,通过多种机制重塑肿瘤免疫微环境,为免疫治疗提供了新的靶点。本研究旨在探讨铜死亡对免疫微环境的影响及其在预后和免疫治疗反应中的预测能力。

方法

本研究纳入了 8 个胶质瘤队列。我们采用无监督聚类算法来识别新的铜死亡簇,并描述其免疫微环境特征、突变景观和改变的信号通路。我们在 56 个胶质瘤组织中验证了 FDX1、SLC31A1 和巨噬细胞浸润之间的相关性。接下来,基于多中心队列和 10 种机器学习算法,我们构建了一个人工智能驱动的铜死亡相关特征命名为 CuproScore。

结果

我们的研究结果表明,铜死亡水平较高的胶质瘤患者由于独特的免疫逃逸机制导致免疫抑制而预后较差。同时,我们在体外实验中验证了铜死亡与巨噬细胞之间的正相关关系及其促肿瘤机制。此外,我们的 CuproScore 具有强大而稳健的预后预测能力。它还能够预测免疫治疗和化疗药物敏感性的反应。

结论

铜死亡促进免疫激活,但促进免疫逃逸。CuproScore 可以预测胶质瘤的预后和免疫治疗反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/b7c231d96dd6/CNS-30-e14380-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/ec71a664e7d5/CNS-30-e14380-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/b0e775b680c5/CNS-30-e14380-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/9d3d4940ffef/CNS-30-e14380-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/52be59244272/CNS-30-e14380-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/c152c003b0c0/CNS-30-e14380-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/b7c231d96dd6/CNS-30-e14380-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/ec71a664e7d5/CNS-30-e14380-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/b0e775b680c5/CNS-30-e14380-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/9d3d4940ffef/CNS-30-e14380-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/52be59244272/CNS-30-e14380-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/c152c003b0c0/CNS-30-e14380-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3bb3/10848101/b7c231d96dd6/CNS-30-e14380-g001.jpg

相似文献

1
Cuproptosis facilitates immune activation but promotes immune escape, and a machine learning-based cuproptosis-related signature is identified for predicting prognosis and immunotherapy response of gliomas.铜死亡促进免疫激活但促进免疫逃逸,基于机器学习的铜死亡相关特征可用于预测脑胶质瘤的预后和免疫治疗反应。
CNS Neurosci Ther. 2024 Feb;30(2):e14380. doi: 10.1111/cns.14380. Epub 2023 Jul 28.
2
Development and validation of cuproptosis molecular subtype-related signature for predicting immune prognostic characterization in gliomas.铜死亡分子亚型相关特征的建立和验证,用于预测脑胶质瘤的免疫预后特征。
J Cancer Res Clin Oncol. 2023 Oct;149(13):11499-11515. doi: 10.1007/s00432-023-05021-5. Epub 2023 Jul 1.
3
Cuproptosis-related modification patterns depict the tumor microenvironment, precision immunotherapy, and prognosis of kidney renal clear cell carcinoma.铜死亡相关修饰模式描绘了肾透明细胞癌的肿瘤微环境、精准免疫治疗和预后。
Front Immunol. 2022 Sep 23;13:933241. doi: 10.3389/fimmu.2022.933241. eCollection 2022.
4
Identification of a novel cuproptosis-related gene signature and integrative analyses in patients with lower-grade gliomas.鉴定新型铜死亡相关基因特征并对低级别脑胶质瘤患者进行综合分析。
Front Immunol. 2022 Aug 15;13:933973. doi: 10.3389/fimmu.2022.933973. eCollection 2022.
5
Comprehensive analysis of cuproptosis-related genes and tumor microenvironment infiltration characterization in breast cancer.乳腺癌中铜死亡相关基因的综合分析及肿瘤微环境浸润特征分析。
Front Immunol. 2022 Oct 20;13:978909. doi: 10.3389/fimmu.2022.978909. eCollection 2022.
6
The cuproptosis-related signature predicts the prognosis and immune microenvironments of primary diffuse gliomas: a comprehensive analysis.铜死亡相关特征可预测原发性弥漫性神经胶质瘤的预后和免疫微环境:一项综合分析。
Hum Genomics. 2024 Jul 2;18(1):74. doi: 10.1186/s40246-024-00636-2.
7
Cuproptosis-related classification and personalized treatment in lower-grade gliomas to prompt precise oncology.铜死亡相关分类与低级别胶质瘤的个体化治疗以促进精准肿瘤学发展
J Gene Med. 2023 Jun;25(6):e3486. doi: 10.1002/jgm.3486. Epub 2023 Mar 13.
8
Novel cuproptosis-related long non-coding RNA signature to predict prognosis in prostate carcinoma.新型铜死亡相关长非编码 RNA 特征可预测前列腺癌的预后。
BMC Cancer. 2023 Jan 30;23(1):105. doi: 10.1186/s12885-023-10584-0.
9
A cuproptosis random forest cox score model-based evaluation of prognosis, mutation characterization, immune infiltration, and drug sensitivity in hepatocellular carcinoma.基于铜死亡随机森林 Cox 评分模型评估肝细胞癌的预后、突变特征、免疫浸润和药物敏感性。
Front Immunol. 2023 Mar 30;14:1146411. doi: 10.3389/fimmu.2023.1146411. eCollection 2023.
10
Characterization of cuproptosis identified immune microenvironment and prognosis in acute myeloid leukemia.鉴定铜死亡特征的急性髓细胞白血病免疫微环境和预后。
Clin Transl Oncol. 2023 Aug;25(8):2393-2407. doi: 10.1007/s12094-023-03118-4. Epub 2023 Feb 24.

引用本文的文献

1
Gut-Brain-Microbiome Axis in the Regulation of Cancer Immune Escape and Immunotherapy in Tumors.肠道-脑-微生物群轴在肿瘤免疫逃逸及免疫治疗调控中的作用
Research (Wash D C). 2025 Sep 11;8:0885. doi: 10.34133/research.0885. eCollection 2025.
2
Cuproptosis-Related Gene FDX1 Induces Malignant Progression and Immune Suppression in Triple-Negative Breast Cancer.铜死亡相关基因FDX1诱导三阴性乳腺癌的恶性进展和免疫抑制
Biochem Genet. 2025 Sep 5. doi: 10.1007/s10528-025-11242-9.
3
Machine learning derived development and validation of extracellular matrix related signature for predicting prognosis in adolescents and young adults glioma.
基于机器学习的细胞外基质相关特征的开发与验证,用于预测青少年和青年胶质瘤患者的预后
Sci Rep. 2025 Aug 7;15(1):28926. doi: 10.1038/s41598-025-13547-6.
4
Molecular function validation and prognostic value analysis of the cuproptosis-related gene ferredoxin 1 in papillary thyroid carcinoma.铜死亡相关基因铁氧化还原蛋白1在甲状腺乳头状癌中的分子功能验证及预后价值分析
Sci Rep. 2025 Jul 23;15(1):26845. doi: 10.1038/s41598-025-11151-2.
5
Targeting cuproptosis for cancer therapy: Focus on the anti-tumor immune system.针对铜死亡进行癌症治疗:聚焦抗肿瘤免疫系统。
Cancer Pathog Ther. 2024 Jul 27;3(3):226-243. doi: 10.1016/j.cpt.2024.07.005. eCollection 2025 May.
6
Prognostic Role of SETDB2 in Clear Cell Renal Cell Carcinoma: Linking Immune Infiltration, Cuproptosis, and Tumor Suppression.SETDB2在透明细胞肾细胞癌中的预后作用:连接免疫浸润、铜死亡和肿瘤抑制
Cancer Manag Res. 2025 Mar 27;17:675-692. doi: 10.2147/CMAR.S499771. eCollection 2025.
7
The Role of Ferroptosis and Cuproptosis in Tuberculosis Pathogenesis: Implications for Therapeutic Strategies.铁死亡和铜死亡在结核病发病机制中的作用:对治疗策略的启示
Curr Issues Mol Biol. 2025 Feb 5;47(2):99. doi: 10.3390/cimb47020099.
8
Cuproplasia-related gene signature: Prognostic insights for glioma therapy.铜代谢异常相关基因特征:对胶质瘤治疗的预后见解
Neurooncol Adv. 2024 Dec 23;7(1):vdae233. doi: 10.1093/noajnl/vdae233. eCollection 2025 Jan-Dec.
9
Copper homeostasis and copper-induced cell death in tumor immunity: implications for therapeutic strategies in cancer immunotherapy.铜稳态与肿瘤免疫中的铜诱导细胞死亡:对癌症免疫治疗策略的启示
Biomark Res. 2024 Oct 31;12(1):130. doi: 10.1186/s40364-024-00677-8.
10
Role of cuproptosis in mediating the severity of experimental malaria-associated acute lung injury/acute respiratory distress syndrome.铜死亡在介导实验性疟疾相关急性肺损伤/急性呼吸窘迫综合征严重程度中的作用。
Parasit Vectors. 2024 Oct 19;17(1):433. doi: 10.1186/s13071-024-06520-1.