• 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

整合批量和单细胞RNA测序揭示接受免疫检查点抑制剂治疗的膀胱癌患者的预后基因特征。

Integration of bulk and single-cell RNA-seq reveals prognostic gene signatures in patients with bladder cancer treated with immune checkpoint inhibitors.

作者信息

Cho Mina, Chang Hyun, Kim Ju Han

机构信息

Division of Biomedical Informatics, Seoul National University Biomedical Informatics (SNUBI), Seoul National University College of Medicine, Seoul, 03080, Republic of Korea.

Medical Oncology and Hematology, College of Medicine, International St Mary's Hospital, Catholic Kwandong University, Incheon, 22711, Republic of Korea.

出版信息

Cancer Immunol Immunother. 2024 Dec 21;74(1):28. doi: 10.1007/s00262-024-03839-7.

DOI:10.1007/s00262-024-03839-7
PMID:39708127
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11663206/
Abstract

Immune checkpoint inhibitors have significantly advanced research in oncology and are used to successfully treat patients with bladder cancer (BC). However, as the benefits of programmed death-1/ programmed death-ligand-1 blockade immunotherapy do not extend to all patients with BC, biomarkers are required to improve prognostic stratification. This study aims to identify reliable biomarkers to enhance the prediction of treatment outcomes. Bulk RNA expression data from a BC cohort (GSE176307) receiving ICI and single-cell sequencing data from patients with BC (GSE135337) were collected. We identified differentially expressed genes (DEGs) within cells that were associated with favorable survival outcomes and developed a predictive bladder cancer gene signature (BC-GS). Subsequently, we performed pathway enrichment analysis using the Reactome database. We used two independent datasets to validate the BC-GS. Patients with low BC-GS had a significantly shorter overall survival (OS) than those with high BC-GS (p < 0.05, p < 0.001, respectively). Additionally, patients with a concurrently low BC-GS score and low tumor mutation burden (TMB) in GSE176307 and the two validation datasets exhibited an increased risk of death. Genes in the BC-GS were predominantly involved in CD8 T cell activation, antigen presentation, and immune checkpoint pathways. CIBERSORT analysis revealed differences in CD4 T cells and macrophages between the high and low BC-GS groups. This study demonstrated the prognostic significance of the BC-GS in patients with BC treated with ICI. The combined assessment of the BC-GS and TMB may provide a sophisticated prognostic approach to enhance patient stratification for ICI treatment in BC.

摘要

免疫检查点抑制剂显著推动了肿瘤学研究,并成功用于治疗膀胱癌(BC)患者。然而,由于程序性死亡1/程序性死亡配体1阻断免疫疗法的益处并非适用于所有BC患者,因此需要生物标志物来改善预后分层。本研究旨在识别可靠的生物标志物以增强对治疗结果的预测。收集了来自接受免疫检查点抑制剂(ICI)的BC队列(GSE176307)的批量RNA表达数据以及来自BC患者的单细胞测序数据(GSE135337)。我们在与良好生存结果相关的细胞内鉴定出差异表达基因(DEG),并开发了一种预测性膀胱癌基因特征(BC-GS)。随后,我们使用Reactome数据库进行通路富集分析。我们使用两个独立数据集验证BC-GS。BC-GS低的患者总生存期(OS)明显短于BC-GS高的患者(分别为p < 0.05,p < 0.001)。此外,在GSE176307以及两个验证数据集中,BC-GS评分低且肿瘤突变负担(TMB)低的患者死亡风险增加。BC-GS中的基因主要参与CD8 T细胞活化、抗原呈递和免疫检查点通路。CIBERSORT分析揭示了高BC-GS组和低BC-GS组之间CD4 T细胞和巨噬细胞的差异。本研究证明了BC-GS在接受ICI治疗的BC患者中的预后意义。BC-GS和TMB的联合评估可能为增强BC患者ICI治疗的分层提供一种精密的预后方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/d83d84cb82ab/262_2024_3839_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/1f06d2875635/262_2024_3839_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/c07893446c05/262_2024_3839_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/1ad9858b0ac8/262_2024_3839_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/e1bf10bc18f9/262_2024_3839_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/d83d84cb82ab/262_2024_3839_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/1f06d2875635/262_2024_3839_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/c07893446c05/262_2024_3839_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/1ad9858b0ac8/262_2024_3839_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/e1bf10bc18f9/262_2024_3839_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6068/11663206/d83d84cb82ab/262_2024_3839_Fig5_HTML.jpg

相似文献

1
Integration of bulk and single-cell RNA-seq reveals prognostic gene signatures in patients with bladder cancer treated with immune checkpoint inhibitors.整合批量和单细胞RNA测序揭示接受免疫检查点抑制剂治疗的膀胱癌患者的预后基因特征。
Cancer Immunol Immunother. 2024 Dec 21;74(1):28. doi: 10.1007/s00262-024-03839-7.
2
Integrating single-cell RNA-seq to identify fibroblast-based molecular subtypes for predicting prognosis and therapeutic response in bladder cancer.整合单细胞 RNA 测序以识别基于成纤维细胞的分子亚型,用于预测膀胱癌的预后和治疗反应。
Aging (Albany NY). 2024 Jul 18;16(14):11385-11408. doi: 10.18632/aging.206021.
3
Development and validation of a glycolysis-associated gene signature for predicting the prognosis, immune landscape, and drug sensitivity in bladder cancer.用于预测膀胱癌预后、免疫格局和药物敏感性的糖酵解相关基因特征的开发与验证
Front Immunol. 2025 Jan 10;15:1430583. doi: 10.3389/fimmu.2024.1430583. eCollection 2024.
4
Advancing personalized, predictive, and preventive medicine in bladder cancer: a multi-omics and machine learning approach for novel prognostic modeling, immune profiling, and therapeutic target discovery.推进膀胱癌的个性化、预测性和预防性医学:一种用于新型预后建模、免疫分析和治疗靶点发现的多组学和机器学习方法。
Front Immunol. 2025 Apr 22;16:1572034. doi: 10.3389/fimmu.2025.1572034. eCollection 2025.
5
Construction of T-Cell-Related Prognostic Risk Models and Prediction of Tumor Immune Microenvironment Regulation in Pancreatic Adenocarcinoma via Integrated Analysis of Single-Cell RNA-Seq and Bulk RNA-Seq.通过单细胞RNA测序和批量RNA测序的综合分析构建T细胞相关预后风险模型并预测胰腺腺癌中的肿瘤免疫微环境调节
Int J Mol Sci. 2025 Mar 7;26(6):2384. doi: 10.3390/ijms26062384.
6
Therapeutic Benefits and Prognostic Value of a Model Based on 7 Immune-associated Genes in Bladder Cancer.基于 7 个免疫相关基因的膀胱癌模型的治疗益处和预后价值。
Altern Ther Health Med. 2024 Apr;30(4):130-138.
7
Exploration and validation of a novel reactive oxygen species-related signature for predicting the prognosis and chemotherapy response of patients with bladder cancer.探索并验证一种用于预测膀胱癌患者预后及化疗反应的新型活性氧相关特征。
Front Immunol. 2024 Dec 19;15:1493528. doi: 10.3389/fimmu.2024.1493528. eCollection 2024.
8
Disulfidptosis related immune genes drive prognostic model development and tumor microenvironment characterization in bladder urothelial carcinoma.二硫化物诱导细胞程序性坏死相关免疫基因推动膀胱尿路上皮癌预后模型的建立及肿瘤微环境特征分析
Sci Rep. 2025 Mar 8;15(1):8130. doi: 10.1038/s41598-025-92297-x.
9
A TP53-Associated Immune Prognostic Signature for the Prediction of Overall Survival and Therapeutic Responses in Muscle-Invasive Bladder Cancer.TP53 相关免疫预后标志物预测肌肉浸润性膀胱癌的总生存期和治疗反应。
Front Immunol. 2020 Dec 17;11:590618. doi: 10.3389/fimmu.2020.590618. eCollection 2020.
10
Construction of a novel mRNA-signature prediction model for prognosis of bladder cancer based on a statistical analysis.基于统计分析构建新型膀胱癌 mRNA 特征预测预后模型。
BMC Cancer. 2021 Jul 27;21(1):858. doi: 10.1186/s12885-021-08611-z.

本文引用的文献

1
The crucial prognostic signaling pathways of pancreatic ductal adenocarcinoma were identified by single-cell and bulk RNA sequencing data.单细胞和批量 RNA 测序数据鉴定了胰腺导管腺癌的关键预后信号通路。
Hum Genet. 2024 Oct;143(9-10):1109-1129. doi: 10.1007/s00439-024-02663-4. Epub 2024 Mar 25.
2
Enfortumab Vedotin and Pembrolizumab in Untreated Advanced Urothelial Cancer.恩福妥单抗Vedotin 联合帕博利珠单抗治疗未经治疗的晚期尿路上皮癌。
N Engl J Med. 2024 Mar 7;390(10):875-888. doi: 10.1056/NEJMoa2312117.
3
Nivolumab plus Gemcitabine-Cisplatin in Advanced Urothelial Carcinoma.
纳武利尤单抗联合吉西他滨-顺铂治疗晚期尿路上皮癌。
N Engl J Med. 2023 Nov 9;389(19):1778-1789. doi: 10.1056/NEJMoa2309863. Epub 2023 Oct 22.
4
Tumor immune microenvironment and clinical outcomes in stage IV urothelial cancer: YODO study.晚期膀胱癌的肿瘤免疫微环境与临床结局:YODO 研究。
Int J Clin Oncol. 2023 Oct;28(10):1398-1410. doi: 10.1007/s10147-023-02386-y. Epub 2023 Jul 27.
5
Cancer statistics, 2023.癌症统计数据,2023 年。
CA Cancer J Clin. 2023 Jan;73(1):17-48. doi: 10.3322/caac.21763.
6
Enhanced anti-tumor immunity of vaccine combined with anti-PD-1 antibody in a murine bladder cancer model.疫苗联合抗 PD-1 抗体增强小鼠膀胱癌模型中的抗肿瘤免疫。
Investig Clin Urol. 2023 Jan;64(1):74-81. doi: 10.4111/icu.20220031.
7
Genomics and phenomics of body mass index reveals a complex disease network.体质指数的基因组学和表型组学揭示了一个复杂的疾病网络。
Nat Commun. 2022 Dec 29;13(1):7973. doi: 10.1038/s41467-022-35553-2.
8
Efficacy and safety of pembrolizumab in metastatic urothelial carcinoma: results from KEYNOTE-045 and KEYNOTE-052 after up to 5 years of follow-up.帕博利珠单抗治疗转移性尿路上皮癌的疗效与安全性:KEYNOTE-045和KEYNOTE-052长达5年随访结果
Ann Oncol. 2023 Mar;34(3):289-299. doi: 10.1016/j.annonc.2022.11.012. Epub 2022 Dec 6.
9
Collaborative study from the Bladder Cancer Advocacy Network for the genomic analysis of metastatic urothelial cancer.膀胱癌倡导网络的协作研究,用于转移性尿路上皮癌的基因组分析。
Nat Commun. 2022 Nov 4;13(1):6658. doi: 10.1038/s41467-022-33980-9.
10
Lipid-Associated Macrophages Are Induced by Cancer-Associated Fibroblasts and Mediate Immune Suppression in Breast Cancer.脂联素相关巨噬细胞由肿瘤相关成纤维细胞诱导,并介导乳腺癌中的免疫抑制。
Cancer Res. 2022 Sep 16;82(18):3291-3306. doi: 10.1158/0008-5472.CAN-22-1427.