• 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

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。

Comprehensive analysis of cuproptosis-related genes and tumor microenvironment infiltration characterization in breast cancer.

机构信息

Center for Translational Medicine, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.

The Key Laboratory for Tumor Precision Medicine of Shaanxi Province, The First Affiliated Hospital, Xi'an Jiaotong University, Xi'an, China.

出版信息

Front Immunol. 2022 Oct 20;13:978909. doi: 10.3389/fimmu.2022.978909. eCollection 2022.

DOI:10.3389/fimmu.2022.978909
PMID:36341328
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9630583/
Abstract

BACKGROUND

Cuproptosis is a newly discovered programmed cell death dependent on overload copper-induced mitochondrial respiration dysregulation. The positive response to immunotherapy, one of the most important treatments for invasive breast cancer, depends on the dynamic balance between tumor cells and infiltrating lymphocytes in the tumor microenvironment (TME). However, cuproptosis-related genes (CRGs) in clinical prognosis, immune cell infiltration, and immunotherapy response remain unclear in breast cancer progression.

METHODS

The expression and mutation patterns of 12 cuproptosis-related genes were systematically evaluated in the BRCA training group. Through unsupervised clustering analysis and developing a cuproptosis-related scoring system, we further explored the relationship between cuproptosis and breast cancer progression, prognosis, immune cell infiltration, and immunotherapy.

RESULTS

We identified two distinct CuproptosisClusters, which were correlated with the different patterns between clinicopathological features, prognosis, and immune cell infiltration. Moreover, the differences of the three cuproptosis-related gene subtypes were evaluated based on the CuproptosisCluster-related DEGs. Then, a cuproptosis-related gene signature (PGK1, SLC52A2, SEC14L2, RAD23B, SLC16A6, CCL5, and MAL2) and the scoring system were constructed to quantify the cuproptosis pattern of BRCA patients in the training cohort, and the testing cohorts validated them. Specifically, patients from the low-CRG_score group were characterized by higher immune cell infiltration, immune checkpoint expression, immune checkpoint inhibitor (ICI) scores, and greater sensitivity to immunotherapy. Finally, we screened out RAD23B as a favorable target and indicated its expression was associated with breast cancer progression, drug resistance, and poor prognosis in BRCA patients by performing real-time RT-PCR, cell viability, and IC50 assay.

CONCLUSIONS

Our results confirmed the essential function of cuproptosis in regulating the progression, prognosis, immune cell infiltration, and response to breast cancer immunotherapy. Quantifying cuproptosis patterns and constructing a CRG_score could help explore the potential molecular mechanisms of cuproptosis regulating BRCA advancement and provide more effective immunotherapy and chemotherapy targets.

摘要

背景

铜死亡是一种新发现的依赖于过载铜诱导的线粒体呼吸失调的程序性细胞死亡。免疫治疗是浸润性乳腺癌最重要的治疗方法之一,其对免疫治疗的阳性反应取决于肿瘤微环境(TME)中肿瘤细胞和浸润淋巴细胞之间的动态平衡。然而,在乳腺癌的进展过程中,铜死亡相关基因(CRGs)在临床预后、免疫细胞浸润和免疫治疗反应方面的情况尚不清楚。

方法

系统评估了 BRCA 训练组中 12 个铜死亡相关基因的表达和突变模式。通过无监督聚类分析和建立铜死亡相关评分系统,我们进一步探讨了铜死亡与乳腺癌进展、预后、免疫细胞浸润和免疫治疗的关系。

结果

我们确定了两个不同的 CuproptosisClusters,它们与临床病理特征、预后和免疫细胞浸润的不同模式相关。此外,还基于 CuproptosisCluster 相关 DEGs 评估了三种铜死亡相关基因亚型的差异。然后,构建了一个铜死亡相关基因特征(PGK1、SLC52A2、SEC14L2、RAD23B、SLC16A6、CCL5 和 MAL2)和评分系统,以量化 BRCA 患者在训练队列中的铜死亡模式,并在测试队列中对其进行验证。具体来说,低-CRG_score 组的患者表现出更高的免疫细胞浸润、免疫检查点表达、免疫检查点抑制剂(ICI)评分和对免疫治疗的更高敏感性。最后,我们通过实时 RT-PCR、细胞活力和 IC50 测定筛选出 RAD23B 作为一个有利的靶点,并表明其表达与 BRCA 患者的乳腺癌进展、耐药性和不良预后有关。

结论

我们的研究结果证实了铜死亡在调节乳腺癌的进展、预后、免疫细胞浸润和对免疫治疗的反应方面的重要作用。量化铜死亡模式和构建 CRG_score 可以帮助探索铜死亡调节 BRCA 进展的潜在分子机制,并为更有效的免疫治疗和化疗提供靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/6b4b34c0b05e/fimmu-13-978909-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/e2772f6d12de/fimmu-13-978909-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/028c30906e62/fimmu-13-978909-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/7366e1b0c72c/fimmu-13-978909-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/d577051205d8/fimmu-13-978909-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/efba74bee060/fimmu-13-978909-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/8f6432efb400/fimmu-13-978909-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/a2a1b862dfc9/fimmu-13-978909-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/417a7ecbcd44/fimmu-13-978909-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/669572733657/fimmu-13-978909-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/35d28ecd1225/fimmu-13-978909-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/6b4b34c0b05e/fimmu-13-978909-g011.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/e2772f6d12de/fimmu-13-978909-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/028c30906e62/fimmu-13-978909-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/7366e1b0c72c/fimmu-13-978909-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/d577051205d8/fimmu-13-978909-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/efba74bee060/fimmu-13-978909-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/8f6432efb400/fimmu-13-978909-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/a2a1b862dfc9/fimmu-13-978909-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/417a7ecbcd44/fimmu-13-978909-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/669572733657/fimmu-13-978909-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/35d28ecd1225/fimmu-13-978909-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abd0/9630583/6b4b34c0b05e/fimmu-13-978909-g011.jpg

相似文献

1
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.
2
Identification of cuproptosis-related subtypes, construction of a prognosis model, and tumor microenvironment landscape in gastric cancer.鉴定胃癌中与铜死亡相关的亚型,构建预后模型和肿瘤微环境景观。
Front Immunol. 2022 Nov 21;13:1056932. doi: 10.3389/fimmu.2022.1056932. eCollection 2022.
3
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.
4
Identification of cuproptosis-related patterns and construction of a scoring system for predicting prognosis, tumor microenvironment-infiltration characteristics, and immunotherapy efficacy in breast cancer.鉴定与铜死亡相关的模式并构建用于预测乳腺癌预后、肿瘤微环境浸润特征和免疫治疗疗效的评分系统。
Front Oncol. 2022 Sep 23;12:966511. doi: 10.3389/fonc.2022.966511. eCollection 2022.
5
Comprehensive analysis of a cuproptosis-related ceRNA network implicates a potential endocrine therapy resistance mechanism in ER-positive breast cancer.铜死亡相关 ceRNA 网络的综合分析提示 ER 阳性乳腺癌潜在的内分泌治疗抵抗机制。
BMC Med Genomics. 2023 May 5;16(1):96. doi: 10.1186/s12920-023-01511-0.
6
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.
7
Molecular subtypes based on cuproptosis-related genes and tumor microenvironment infiltration characteristics in pancreatic adenocarcinoma.基于铜死亡相关基因和肿瘤微环境浸润特征的胰腺腺癌分子亚型
Cancer Cell Int. 2023 Jan 16;23(1):7. doi: 10.1186/s12935-022-02836-z.
8
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.
9
Cuproptosis-related risk score predicts prognosis and characterizes the tumor microenvironment in colon adenocarcinoma.铜死亡相关风险评分预测结肠腺癌的预后并表征肿瘤微环境。
Front Oncol. 2023 Jun 2;13:1152681. doi: 10.3389/fonc.2023.1152681. eCollection 2023.
10
Comprehensive Analysis of Cuproptosis Genes and Identification of Cuproptosis Subtypes in Breast Cancer.铜死亡基因的综合分析及在乳腺癌中的铜死亡亚型鉴定。
Comb Chem High Throughput Screen. 2023;26(8):1578-1593. doi: 10.2174/1386207326666230120112904.

引用本文的文献

1
Programmed Cell Death in Cancer.癌症中的程序性细胞死亡
MedComm (2020). 2025 Aug 31;6(9):e70357. doi: 10.1002/mco2.70357. eCollection 2025 Sep.
2
CAF-derived GLUT1 and its role in modulating ovarian cancer progression: a multi-dimensional analysis of the tumor microenvironment.癌症相关成纤维细胞衍生的葡萄糖转运蛋白1及其在调节卵巢癌进展中的作用:肿瘤微环境的多维度分析
Commun Biol. 2025 Jul 8;8(1):1020. doi: 10.1038/s42003-025-08380-6.
3
Salivary Zinc and Copper Levels Are Differentially Associated with ROS Levels in Breast Cancer Patients.

本文引用的文献

1
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.
2
Mammalian monocarboxylate transporter 7 (MCT7/Slc16a6) is a novel facilitative taurine transporter.哺乳动物单羧酸转运蛋白 7(MCT7/Slc16a6)是一种新型的促进型牛磺酸转运蛋白。
J Biol Chem. 2022 Apr;298(4):101800. doi: 10.1016/j.jbc.2022.101800. Epub 2022 Mar 5.
3
Eukaryotic translation initiation factor 3 subunit B could serve as a potential prognostic predictor for breast cancer.
唾液锌和铜水平与乳腺癌患者的活性氧水平存在差异关联。
Int J Mol Sci. 2025 May 16;26(10):4784. doi: 10.3390/ijms26104784.
4
Establishment and evaluation cuproptosis-related gene signature for predicting the prognosis and immunotherapy response of hepatocellular carcinoma.建立和评估用于预测肝细胞癌预后和免疫治疗反应的铜死亡相关基因特征。
Cancer Cell Int. 2025 Apr 28;25(1):166. doi: 10.1186/s12935-025-03688-z.
5
Integrated bulk and single-cell transcriptomic analysis unveiled a novel cuproptosis-related lipid metabolism gene molecular pattern and a risk index for predicting prognosis and antitumor drug sensitivity in breast cancer.综合批量和单细胞转录组分析揭示了一种新的与铜死亡相关的脂质代谢基因分子模式以及一个用于预测乳腺癌预后和抗肿瘤药物敏感性的风险指数。
Discov Oncol. 2025 Mar 14;16(1):318. doi: 10.1007/s12672-025-02044-x.
6
Targeting the initiator to activate both ferroptosis and cuproptosis for breast cancer treatment: progress and possibility for clinical application.靶向起始因子以激活铁死亡和铜死亡用于乳腺癌治疗:临床应用的进展与可能性
Front Pharmacol. 2025 Jan 10;15:1493188. doi: 10.3389/fphar.2024.1493188. eCollection 2024.
7
Integration of machine learning and experimental validation to identify the prognostic signature related to diverse programmed cell deaths in breast cancer.整合机器学习与实验验证以识别与乳腺癌中多种程序性细胞死亡相关的预后特征。
Front Oncol. 2025 Jan 6;14:1505934. doi: 10.3389/fonc.2024.1505934. eCollection 2024.
8
Construction of a prognostic model based on cuproptosis-related genes and exploration of the value of DLAT and DLST in the metastasis for non-small cell lung cancer.基于铜死亡相关基因构建预后模型并探讨DLAT和DLST在非小细胞肺癌转移中的价值
Medicine (Baltimore). 2024 Dec 6;103(49):e40727. doi: 10.1097/MD.0000000000040727.
9
The role of cuproptosis in gastric cancer.铜死亡在胃癌中的作用。
Front Immunol. 2024 Oct 30;15:1435651. doi: 10.3389/fimmu.2024.1435651. eCollection 2024.
10
GLS as a Key Cuproptosis-Related Gene in Periodontitis: Insights from Single-Cell RNA Sequencing.GLS作为牙周炎中关键的铜死亡相关基因:来自单细胞RNA测序的见解
Int Dent J. 2025 Apr;75(2):1360-1369. doi: 10.1016/j.identj.2024.10.001. Epub 2024 Oct 20.
真核翻译起始因子 3 亚基 B 可作为乳腺癌潜在的预后预测指标。
Bioengineered. 2022 Feb;13(2):2762-2776. doi: 10.1080/21655979.2021.2017567.
4
Cancer statistics, 2022.癌症统计数据,2022 年。
CA Cancer J Clin. 2022 Jan;72(1):7-33. doi: 10.3322/caac.21708. Epub 2022 Jan 12.
5
m6A Modification Patterns With Distinct Immunity, Metabolism, and Stemness Characteristics in Soft Tissue Sarcoma.m6A 修饰模式在软组织肉瘤中具有独特的免疫、代谢和干性特征。
Front Immunol. 2021 Dec 24;12:765723. doi: 10.3389/fimmu.2021.765723. eCollection 2021.
6
Systematic analysis of the role of SLC52A2 in multiple human cancers.SLC52A2在多种人类癌症中作用的系统分析。
Cancer Cell Int. 2022 Jan 6;22(1):8. doi: 10.1186/s12935-021-02432-7.
7
Comprehensive Analysis of Pyroptosis-Related Genes and Tumor Microenvironment Infiltration Characterization in Breast Cancer.乳腺癌中细胞焦亡相关基因的综合分析与肿瘤微环境浸润特征
Front Immunol. 2021 Sep 30;12:748221. doi: 10.3389/fimmu.2021.748221. eCollection 2021.
8
clusterProfiler 4.0: A universal enrichment tool for interpreting omics data.clusterProfiler 4.0:用于解释组学数据的通用富集工具。
Innovation (Camb). 2021 Jul 1;2(3):100141. doi: 10.1016/j.xinn.2021.100141. eCollection 2021 Aug 28.
9
Landscape of Immune Microenvironment Under Immune Cell Infiltration Pattern in Breast Cancer.乳腺癌免疫浸润模式下的免疫微环境景观。
Front Immunol. 2021 Aug 27;12:711433. doi: 10.3389/fimmu.2021.711433. eCollection 2021.
10
Macrophage Biology and Mechanisms of Immune Suppression in Breast Cancer.乳腺癌中的巨噬细胞生物学和免疫抑制机制。
Front Immunol. 2021 Apr 23;12:643771. doi: 10.3389/fimmu.2021.643771. eCollection 2021.