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膀胱癌免疫分子亚型与微环境特征的综合分析

Integrative analysis of immune molecular subtypes and microenvironment characteristics of bladder cancer.

机构信息

Department of Urology, The Second Hospital of Lanzhou University, Lanzhou, People's Republic of China.

Key Laboratory of Urological Diseases of Gansu provincial, Lanzhou, People's Republic of China.

出版信息

Cancer Med. 2021 Aug;10(15):5375-5391. doi: 10.1002/cam4.4071. Epub 2021 Jun 24.

DOI:10.1002/cam4.4071
PMID:34165261
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8335815/
Abstract

The emergence of immunotherapy has provided an option of treatment methods for bladder cancer (BC). However, the beneficiaries of immunotherapy are still limited to small-scale patients, and immunotherapy-related adverse events often occur. It is a major challenge for clinical work to study the immune subtypes of BC and the molecular mechanism of immune escape, and identify the immune responders accurately. Here, we explore the immune molecular subtypes of bladder cancer and potential escape mechanisms. First, we screened the expression profiles of 303 differentially expressed immune-related genes in BC patients from the Cancer Genome Atlas (TCGA) database, and successfully identified 4 molecular subtypes of BC. By comparing the clinical characteristics, immune cells infiltration, the expression of checkpoint genes, human leukocyte antigen (HLA) genes, and gene mutation status of different subtypes, we identified different clinical and immunological characteristics of 4 subtypes. Among 4 subtypes, Cluster 2 met the general characteristics of immunotherapy responders and responded well to immunotherapy, while Cluster 4 had the highest expression of immune characteristics, and is similar to the immune environment of normal bladder tissue. Then, the weighted gene co-expression network analysis (WGCNA) of immune-related genes revealed that brown module was positively correlated with subtypes. Pathway enrichment analysis explored the major pathways associated with subtypes, which are also associated with immune escape mechanisms. Moreover, the decision tree model, which was constructed by the principle of random forest screening factors, was also validated in internal validation set and external validation set from the Gene Expression Omnibus (GEO) cohort (GSE133624), and could achieve accurate subtypes prediction for BC patients with high-throughput sequencing. Taken together, we explored the immune molecular subtypes and their mechanisms of BC, and these results may provide guidance for the development of new BC immunotherapy strategies.

摘要

免疫疗法的出现为膀胱癌(BC)提供了一种治疗方法。然而,免疫疗法的受益者仍然局限于小规模的患者,并且经常发生免疫疗法相关的不良反应。研究 BC 的免疫亚型和免疫逃逸的分子机制,并准确识别免疫反应者,是临床工作的一大挑战。在这里,我们探讨了膀胱癌的免疫分子亚型和潜在的逃逸机制。首先,我们从癌症基因组图谱(TCGA)数据库中筛选了 303 个差异表达的免疫相关基因在 BC 患者中的表达谱,并成功鉴定了 4 种 BC 的分子亚型。通过比较不同亚型的临床特征、免疫细胞浸润、检查点基因、人类白细胞抗原(HLA)基因的表达和基因突变状态,我们确定了 4 种亚型的不同临床和免疫学特征。在这 4 种亚型中,Cluster 2 符合免疫治疗反应者的一般特征,对免疫治疗反应良好,而 Cluster 4 具有最高的免疫特征表达,与正常膀胱组织的免疫环境相似。然后,对免疫相关基因的加权基因共表达网络分析(WGCNA)显示,棕色模块与亚型呈正相关。通路富集分析探讨了与亚型相关的主要通路,这些通路也与免疫逃逸机制有关。此外,基于随机森林筛选因素的原理构建的决策树模型,也在来自基因表达综合数据库(GEO)队列(GSE133624)的内部验证集和外部验证集中得到了验证,能够为接受高通量测序的 BC 患者实现准确的亚型预测。综上所述,我们探讨了 BC 的免疫分子亚型及其机制,这些结果可能为开发新的 BC 免疫治疗策略提供指导。

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Lessons to be Learnt from Real-World Studies on Immune-Related Adverse Events with Checkpoint Inhibitors: A Clinical Perspective from Pharmacovigilance.从免疫相关不良事件的真实世界研究中吸取的经验教训:药物警戒的临床视角。
Target Oncol. 2020 Aug;15(4):449-466. doi: 10.1007/s11523-020-00738-6.
2
FGFR3 Mutation Status and FGFR3 Expression in a Large Bladder Cancer Cohort Treated by Radical Cystectomy: Implications for Anti-FGFR3 Treatment?.在接受根治性膀胱切除术治疗的大型膀胱癌队列中检测 FGFR3 突变状态和 FGFR3 表达:对 FGFR3 靶向治疗的影响?
Eur Urol. 2020 Nov;78(5):682-687. doi: 10.1016/j.eururo.2020.07.002. Epub 2020 Jul 15.
3
基于免疫基因谱的尿路上皮癌不同亚型的免疫景观。
Front Immunol. 2022 Aug 8;13:970885. doi: 10.3389/fimmu.2022.970885. eCollection 2022.
4
Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients.泛素化相关分子亚型和膀胱癌患者的新型预后指标。
Pathol Oncol Res. 2021 Oct 29;27:1609941. doi: 10.3389/pore.2021.1609941. eCollection 2021.
Correlation between immune-related adverse events and prognosis in patients with various cancers treated with anti PD-1 antibody.
抗 PD-1 抗体治疗的各种癌症患者的免疫相关不良事件与预后的相关性。
BMC Cancer. 2020 Jul 14;20(1):656. doi: 10.1186/s12885-020-07142-3.
4
Adverse events associated with immune checkpoint inhibitors: a new era in autoimmune diabetes.与免疫检查点抑制剂相关的不良事件:自身免疫性糖尿病的新时代。
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5
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Mining TCGA database for tumor mutation burden and their clinical significance in bladder cancer.从 TCGA 数据库挖掘肿瘤突变负荷及其在膀胱癌中的临床意义。
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