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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。

Identification of cuproptosis-related patterns and construction of a scoring system for predicting prognosis, tumor microenvironment-infiltration characteristics, and immunotherapy efficacy in breast cancer.

作者信息

Li Wei, Zhang Xingda, Chen Yanbo, Pang Da

机构信息

Harbin Medical University Cancer Hospital, Harbin, China.

Heilongjiang Academy of Medical Sciences, Harbin, China.

出版信息

Front Oncol. 2022 Sep 23;12:966511. doi: 10.3389/fonc.2022.966511. eCollection 2022.

DOI:10.3389/fonc.2022.966511
PMID:36212436
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9544817/
Abstract

BACKGROUND

Cuproptosis, a recently discovered refreshing form of cell death, is distinct from other known mechanisms. As copper participates in cell death, the induction of cancer cell death with copper ionophores may emerge as a new avenue for cancer treatment. However, the role of cuproptosis in tumor microenvironment (TME) cell infiltration remains unknown.

METHODS

We systematically evaluated the cuproptosis patterns in The Cancer Genome Atlas (TCGA) database in breast cancer (BRCA) samples based on 10 cuproptosis-related genes (CRGs), and correlated these patterns with the prognosis and characteristics of TME cell infiltration. A principal component analysis algorithm was used to construct a cuproptosis score to quantify the cuproptosis pattern in individual tumors. Further, the relationships between the cuproptosis score and transcription background, clinical features, characteristics of TME cell infiltration, drug response, and efficacy of immunotherapy were assessed.

RESULTS

Two distinct cuproptosis patterns with distinct prognoses were identified; their TME characteristics were found to be consistent with the immune-excluded and immune-inflamed phenotypes, respectively. The cuproptosis patterns in individual patients were evaluated using the cuproptosis score based on the cuproptosis phenotype-related genes, contributing to distinguishing biological processes, clinical outcome, immune cell infiltration, genetic variation, and drug response. Univariate and multivariate Cox regression analyses verified this score as an independent prognostic predictor in BRCA. A high cuproptosis score, characterized by immune activation, suggests an inflamed tumor and immune-inflamed phenotype with poor survival and a low cuproptosis score, characterized by immune suppression, indicates a non-inflamed tumor and immune-excluded phenotype with better survival. Significant differences were observed in the IC50 between the high and low cuproptosis score groups receiving chemotherapy and targeted therapy drugs. In the two immunotherapy cohorts, patients with a higher cuproptosis score experienced considerable therapeutic advantages and clinical benefits.

CONCLUSIONS

This study is the first to elucidate the prominent role of cuproptosis in the clinical outcome and the formation of TME diversity and complexity in BRCA. Estimating cuproptosis patterns in tumors could help predict the prognosis and characteristics of TME cell infiltration and guide more effective chemotherapeutic and immunotherapeutic strategies.

摘要

背景

铜死亡是一种最近发现的全新细胞死亡形式,与其他已知机制不同。由于铜参与细胞死亡,利用铜离子载体诱导癌细胞死亡可能成为癌症治疗的新途径。然而,铜死亡在肿瘤微环境(TME)细胞浸润中的作用尚不清楚。

方法

我们基于10个铜死亡相关基因(CRG),系统评估了癌症基因组图谱(TCGA)数据库中乳腺癌(BRCA)样本的铜死亡模式,并将这些模式与TME细胞浸润的预后和特征相关联。使用主成分分析算法构建铜死亡评分,以量化个体肿瘤中的铜死亡模式。此外,还评估了铜死亡评分与转录背景、临床特征、TME细胞浸润特征、药物反应和免疫治疗疗效之间的关系。

结果

识别出两种具有不同预后的不同铜死亡模式;发现它们的TME特征分别与免疫排除和免疫炎症表型一致。使用基于铜死亡表型相关基因的铜死亡评分评估个体患者的铜死亡模式,有助于区分生物学过程、临床结果、免疫细胞浸润、基因变异和药物反应。单因素和多因素Cox回归分析证实该评分是BRCA的独立预后预测指标。高铜死亡评分以免疫激活为特征,提示肿瘤炎症和免疫炎症表型,生存率低;低铜死亡评分以免疫抑制为特征,表明肿瘤无炎症和免疫排除表型,生存率高。接受化疗和靶向治疗药物的高铜死亡评分组和低铜死亡评分组之间的半数抑制浓度(IC50)存在显著差异。在两个免疫治疗队列中,铜死亡评分较高的患者具有显著的治疗优势和临床益处。

结论

本研究首次阐明了铜死亡在BRCA临床结果以及TME多样性和复杂性形成中的重要作用。评估肿瘤中的铜死亡模式有助于预测TME细胞浸润的预后和特征,并指导更有效的化疗和免疫治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c513/9544817/40bcce3a515f/fonc-12-966511-g009.jpg
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本文引用的文献

1
Programmed Cell Death Tunes Tumor Immunity.程序性细胞死亡调节肿瘤免疫。
Front Immunol. 2022 Mar 30;13:847345. doi: 10.3389/fimmu.2022.847345. eCollection 2022.
2
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.
3
Ferroptosis, necroptosis, and pyroptosis in the tumor microenvironment: Perspectives for immunotherapy of SCLC.肿瘤微环境中的铁死亡、坏死性凋亡和细胞焦亡:小细胞肺癌免疫治疗的新视角。
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.
4
Construction of a prognostic model based on cuproptosis-related patterns for predicting survival, immune infiltration, and immunotherapy efficacy in breast cancer: Cuproptosis-based prognostic modeling in breast cancer.基于铜死亡相关模式的预测乳腺癌患者生存、免疫浸润和免疫治疗疗效的预后模型的构建:基于铜死亡的乳腺癌预后模型构建。
Medicine (Baltimore). 2024 Nov 1;103(44):e40136. doi: 10.1097/MD.0000000000040136.
5
Elucidating the evolving role of cuproptosis in breast cancer progression.阐明铜死亡在乳腺癌进展中的不断演变的作用。
Int J Biol Sci. 2024 Sep 9;20(12):4872-4887. doi: 10.7150/ijbs.98806. eCollection 2024.
6
Bioinformatic analysis and experimental validation of six cuproptosis-associated genes as a prognostic signature of breast cancer.基于生物信息学分析和实验验证的六个铜死亡相关基因作为乳腺癌预后标志物的研究
PeerJ. 2024 Jun 18;12:e17419. doi: 10.7717/peerj.17419. eCollection 2024.
7
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Semin Cancer Biol. 2022 Nov;86(Pt 3):273-285. doi: 10.1016/j.semcancer.2022.03.009. Epub 2022 Mar 12.
4
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Semin Cancer Biol. 2022 Jul;82:3-10. doi: 10.1016/j.semcancer.2021.07.010. Epub 2021 Jul 16.
5
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6
Intratumoral heterogeneity in cancer progression and response to immunotherapy.肿瘤进展和免疫治疗反应中的肿瘤内异质性。
Nat Med. 2021 Feb;27(2):212-224. doi: 10.1038/s41591-021-01233-9. Epub 2021 Feb 11.
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Mutant p53 suppresses innate immune signaling to promote tumorigenesis.突变型 p53 抑制先天免疫信号转导以促进肿瘤发生。
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8
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CA Cancer J Clin. 2021 May;71(3):209-249. doi: 10.3322/caac.21660. Epub 2021 Feb 4.
9
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Physiol Rev. 2020 Oct 1;100(4):1707-1751. doi: 10.1152/physrev.00042.2019. Epub 2020 Apr 16.
10
Induction of immunogenic cell death in radiation-resistant breast cancer stem cells by repurposing anti-alcoholism drug disulfiram.通过重新利用抗酒精药物双硫仑诱导辐射抗性乳腺癌干细胞发生免疫原性细胞死亡。
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