• 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

构建新型铜死亡相关基因signature,用于预测甲状腺乳头状癌的预后和估计肿瘤免疫微环境状态。

Construction of a novel cuproptosis-related gene signature for predicting prognosis and estimating tumor immune microenvironment status in papillary thyroid carcinoma.

机构信息

Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, Liaoning Province, China.

出版信息

BMC Cancer. 2022 Nov 4;22(1):1131. doi: 10.1186/s12885-022-10175-5.

DOI:10.1186/s12885-022-10175-5
PMID:36333684
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9635208/
Abstract

BACKGROUND

Cuproptosis, a new form of programmed cell death, has been recently reported to be closely related to tumor progression. However, the significance of cuproptosis-related genes (CRGs) in papillary thyroid carcinoma (PTC) is still unclear. Therefore, this study aimed to investigate the role of the CRG signature in prognosis prediction and immunotherapeutic effect estimation in patients with PTC.

METHODS

RNA-seq data and the corresponding clinical information of patients with PTC were obtained from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Comprehensive analyses, namely, consensus clustering, immune analyses, functional enrichment, least absolute shrinkage and selection operator-multivariate Cox regression, and nomogram analysis, were performed to identify new molecular subgroups, determine the tumor immune microenvironment (TIME) status of the identified subgroups, and construct a clinical model. Independent verification cohort data and quantitative real-time polymerase chain reaction (qPCR) was performed to validate the expression of specific prognosis-related and differentially expressed CRGs (P-DECRGs).

RESULTS

In the TCGA database, 476 patients with PTC who had complete clinical and follow-up information were included. Among 135 CRGs, 21 were identified as P-DECRGs. Two molecular subgroups with significantly different disease-free survival and TIME statuses were identified based on these 21 P-DECRGs. The differentially expressed genes between the two subgroups were mainly associated with immune regulation. The risk model and nomogram were constructed based on four specific P-DECRGs and validated as accurate prognostic predictions and TIME status estimation for PTC by TCGA and GEO verification cohorts. Finally, the qPCR results of 20 PTC and paracancerous thyroid tissues validated those in the TCGA database.

CONCLUSIONS

Four specific P-DECRGs in PTC were identified, and a clinical model based on them was established, which may be helpful for individualized immunotherapeutic strategies and prognostic prediction in patients with PTC.

摘要

背景

铜死亡是一种新的程序性细胞死亡形式,最近有报道称其与肿瘤进展密切相关。然而,铜死亡相关基因(CRGs)在甲状腺乳头状癌(PTC)中的意义尚不清楚。因此,本研究旨在探讨 CRG 特征在 PTC 患者预后预测和免疫治疗效果评估中的作用。

方法

从癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)中获取 PTC 患者的 RNA-seq 数据和相应的临床信息。进行综合分析,包括共识聚类、免疫分析、功能富集、最小绝对收缩和选择算子多变量 Cox 回归以及列线图分析,以识别新的分子亚群,确定鉴定亚群的肿瘤免疫微环境(TIME)状态,并构建临床模型。使用独立验证队列数据和定量实时聚合酶链反应(qPCR)验证特定预后相关和差异表达 CRGs(P-DECRGs)的表达。

结果

在 TCGA 数据库中,纳入了 476 例具有完整临床和随访信息的 PTC 患者。在 135 个 CRGs 中,有 21 个被鉴定为 P-DECRGs。基于这 21 个 P-DECRGs,确定了两个具有显著不同无病生存率和 TIME 状态的分子亚群。两个亚群之间差异表达的基因主要与免疫调节有关。基于四个特定的 P-DECRGs 构建了风险模型和列线图,并通过 TCGA 和 GEO 验证队列验证其对 PTC 的准确性预后预测和 TIME 状态评估。最后,对 20 例 PTC 和癌旁甲状腺组织的 qPCR 结果验证了 TCGA 数据库中的结果。

结论

鉴定出 PTC 中的四个特定 P-DECRGs,并建立了基于它们的临床模型,这可能有助于 PTC 患者的个体化免疫治疗策略和预后预测。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/4edf21f3a56e/12885_2022_10175_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/1460dac04679/12885_2022_10175_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/c1aab003f475/12885_2022_10175_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/2cd8ecacebbb/12885_2022_10175_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/5016959e2d64/12885_2022_10175_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/16f21eff8d3e/12885_2022_10175_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/4edf21f3a56e/12885_2022_10175_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/1460dac04679/12885_2022_10175_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/c1aab003f475/12885_2022_10175_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/2cd8ecacebbb/12885_2022_10175_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/5016959e2d64/12885_2022_10175_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/16f21eff8d3e/12885_2022_10175_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63d8/9635208/4edf21f3a56e/12885_2022_10175_Fig6_HTML.jpg

相似文献

1
Construction of a novel cuproptosis-related gene signature for predicting prognosis and estimating tumor immune microenvironment status in papillary thyroid carcinoma.构建新型铜死亡相关基因signature,用于预测甲状腺乳头状癌的预后和估计肿瘤免疫微环境状态。
BMC Cancer. 2022 Nov 4;22(1):1131. doi: 10.1186/s12885-022-10175-5.
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
Signature construction and molecular subtype identification based on cuproptosis-related genes to predict the prognosis and immune activity of patients with hepatocellular carcinoma.基于铜死亡相关基因的signature 构建和分子亚型鉴定,预测肝细胞癌患者的预后和免疫活性。
Front Immunol. 2022 Sep 28;13:990790. doi: 10.3389/fimmu.2022.990790. eCollection 2022.
4
A Novel Cuproptosis-Related Gene Signature Predicts Prognosis in Papillary Thyroid Carcinoma Patients.一种新型铜死亡相关基因特征预测甲状腺乳头状癌患者的预后
Comb Chem High Throughput Screen. 2024 Aug 27. doi: 10.2174/0113862073333880240819105537.
5
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.
6
Cuproptosis-Related Signature Predicts the Prognosis, Tumor Microenvironment, and Drug Sensitivity of Hepatocellular Carcinoma.铜死亡相关特征可预测肝细胞癌的预后、肿瘤微环境和药物敏感性。
J Immunol Res. 2022 Nov 16;2022:3393027. doi: 10.1155/2022/3393027. eCollection 2022.
7
Relationships of Cuproptosis-Related Genes With Clinical Outcomes and the Tumour Immune Microenvironment in Hepatocellular Carcinoma.铜死亡相关基因与肝细胞癌临床结局及肿瘤免疫微环境的关系。
Pathol Oncol Res. 2022 Sep 21;28:1610558. doi: 10.3389/pore.2022.1610558. eCollection 2022.
8
A novel signature to guide osteosarcoma prognosis and immune microenvironment: Cuproptosis-related lncRNA.一种指导骨肉瘤预后和免疫微环境的新型标志物:铜死亡相关 lncRNA。
Front Immunol. 2022 Jul 29;13:919231. doi: 10.3389/fimmu.2022.919231. eCollection 2022.
9
Identification of ferroptosis genes in immune infiltration and prognosis in thyroid papillary carcinoma using network analysis.利用网络分析鉴定甲状腺乳头状癌免疫浸润和预后中的铁死亡基因
BMC Genomics. 2021 Jul 27;22(1):576. doi: 10.1186/s12864-021-07895-6.
10
Identification and validation of a novel cuproptosis-related signature as a prognostic model for lung adenocarcinoma.鉴定和验证一个新的铜死亡相关特征作为肺腺癌的预后模型。
Front Endocrinol (Lausanne). 2022 Oct 24;13:963220. doi: 10.3389/fendo.2022.963220. eCollection 2022.

引用本文的文献

1
Identification of risk factors for high-risk dedifferentiation in papillary thyroid carcinoma and construction of discriminative model.甲状腺乳头状癌高危去分化的危险因素识别及判别模型构建
Front Oncol. 2025 Jun 4;15:1535966. doi: 10.3389/fonc.2025.1535966. eCollection 2025.
2
Effects of Trace Elements on Endocrine Function and Pathogenesis of Thyroid Diseases-A Literature Review.微量元素对内分泌功能及甲状腺疾病发病机制的影响——文献综述
Nutrients. 2025 Jan 22;17(3):398. doi: 10.3390/nu17030398.
3
Identification of a 5-Gene Cuproptosis Signature Predicting the Prognosis for Colon Adenocarcinoma Based on WGCNA.

本文引用的文献

1
Identification of cuproptosis-related subtypes, characterization of tumor microenvironment infiltration, and development of a prognosis model in breast cancer.识别铜死亡相关亚型,剖析肿瘤微环境浸润,建立乳腺癌预后模型。
Front Immunol. 2022 Aug 19;13:996836. doi: 10.3389/fimmu.2022.996836. eCollection 2022.
2
A novel signature to guide osteosarcoma prognosis and immune microenvironment: Cuproptosis-related lncRNA.一种指导骨肉瘤预后和免疫微环境的新型标志物:铜死亡相关 lncRNA。
Front Immunol. 2022 Jul 29;13:919231. doi: 10.3389/fimmu.2022.919231. eCollection 2022.
3
A Cuproptosis Activation Scoring model predicts neoplasm-immunity interactions and personalized treatments in glioma.
基于 WGCNA 的 5 基因铜死亡特征识别预测结肠腺癌预后
Technol Cancer Res Treat. 2024 Jan-Dec;23:15330338241250285. doi: 10.1177/15330338241250285.
4
Emerging roles of circular RNAs in regulating the hallmarks of thyroid cancer.环状RNA在调控甲状腺癌特征中的新作用。
Cancer Gene Ther. 2024 Apr;31(4):507-516. doi: 10.1038/s41417-024-00736-0. Epub 2024 Feb 5.
5
Cuproptosis-related lncRNAs predict prognosis and immune response of thyroid carcinoma.铜死亡相关长链非编码RNA预测甲状腺癌的预后和免疫反应。
Front Genet. 2023 Jul 4;14:1100909. doi: 10.3389/fgene.2023.1100909. eCollection 2023.
6
Identification and validation of a novel senescence-related biomarker for thyroid cancer to predict the prognosis and immunotherapy.鉴定和验证甲状腺癌的新型衰老相关生物标志物,以预测预后和免疫治疗。
Front Immunol. 2023 Jan 24;14:1128390. doi: 10.3389/fimmu.2023.1128390. eCollection 2023.
铜死亡激活评分模型预测脑胶质瘤中的肿瘤免疫相互作用和个体化治疗。
Comput Biol Med. 2022 Sep;148:105924. doi: 10.1016/j.compbiomed.2022.105924. Epub 2022 Aug 8.
4
Cuproptosis-Related Risk Score Predicts Prognosis and Characterizes the Tumor Microenvironment in Hepatocellular Carcinoma.铜死亡相关风险评分预测肝细胞癌的预后并描绘肿瘤微环境。
Front Immunol. 2022 Jul 11;13:925618. doi: 10.3389/fimmu.2022.925618. eCollection 2022.
5
Comprehensive Analysis of Cuproptosis-Related Genes in Immune Infiltration and Prognosis in Melanoma.黑色素瘤中铜死亡相关基因在免疫浸润和预后中的综合分析
Front Pharmacol. 2022 Jun 28;13:930041. doi: 10.3389/fphar.2022.930041. eCollection 2022.
6
An Integrative Human Pan-Cancer Analysis of Cyclin-Dependent Kinase 1 (CDK1).细胞周期蛋白依赖性激酶1(CDK1)的整合性人类泛癌分析
Cancers (Basel). 2022 May 27;14(11):2658. doi: 10.3390/cancers14112658.
7
A Novel Cuproptosis-Related Prognostic Gene Signature and Validation of Differential Expression in Clear Cell Renal Cell Carcinoma.一个新的铜死亡相关预后基因特征,并在透明细胞肾细胞癌中验证差异表达。
Genes (Basel). 2022 May 10;13(5):851. doi: 10.3390/genes13050851.
8
Emerging Roles of the Copper-CTR1 Axis in Tumorigenesis.铜转运蛋白 CTR1 轴在肿瘤发生中的新作用。
Mol Cancer Res. 2022 Sep 2;20(9):1339-1353. doi: 10.1158/1541-7786.MCR-22-0056.
9
CDCA8 Contributes to the Development and Progression of Thyroid Cancer through Regulating CDK1.CDCA8通过调控CDK1促进甲状腺癌的发生和发展。
J Cancer. 2022 Apr 18;13(7):2322-2335. doi: 10.7150/jca.64747. eCollection 2022.
10
CDK1 and HSP90AA1 Appear as the Novel Regulatory Genes in Non-Small Cell Lung Cancer: A Bioinformatics Approach.CDK1和HSP90AA1作为非小细胞肺癌中的新型调控基因:一种生物信息学方法
J Pers Med. 2022 Mar 4;12(3):393. doi: 10.3390/jpm12030393.