Identification and validation of a signature based on myofibroblastic cancer-associated fibroblast marker genes for predicting prognosis, immune infiltration, and therapeutic response in bladder cancer.
Ruize Qin, Xiaocheng Ma, Shi Pu, Chengquan Shen, Ding Hu, Changxue Liu, Kongjia Wang, Yonghua Wang
{"title":"Identification and validation of a signature based on myofibroblastic cancer-associated fibroblast marker genes for predicting prognosis, immune infiltration, and therapeutic response in bladder cancer.","authors":"Ruize Qin, Xiaocheng Ma, Shi Pu, Chengquan Shen, Ding Hu, Changxue Liu, Kongjia Wang, Yonghua Wang","doi":"10.4111/icu.20230300","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>Myofibroblastic cancer-associated fibroblasts (myCAFs) are important components of the tumor microenvironment closely associated with tumor stromal remodeling and immunosuppression. This study aimed to explore myCAFs marker gene biomarkers for clinical diagnosis and therapy for patients with bladder cancer (BC).</p><p><strong>Materials and methods: </strong>BC single-cell RNA sequencing (scRNA-seq) data were obtained from the National Center for Biotechnology Information Sequence Read Archive. Transcriptome and clinical data were downloaded from The Cancer Genome Atlas and the Gene Expression Omnibus databases. Subsequently, univariate Cox and LASSO (Least Absolute Shrinkage and Selection Operator regression) regression analyses were performed to construct a prognostic signature. Immune cell activity was estimated using single-sample gene set enrichment analysis whilst the TIDE (tumor immune dysfunction and exclusion) method was employed to assess patient response to immunotherapy. The chemotherapy response of patients with BC was evaluated using genomics of drug sensitivity in cancer. Furthermore, Immunohistochemistry was used to verify the correlation between MAP1B expression and immunotherapy efficacy. The scRNA-seq data were analyzed to identify myCAFs marker genes.</p><p><strong>Results: </strong>Combined with bulk RNA-sequencing data, we constructed a two-gene (<i>COL6A1</i> and <i>MAP1B</i>) risk signature. In patients with BC, the signature demonstrated outstanding prognostic value, immune infiltration, and immunotherapy response. This signature served as a crucial guide for the selection of anti-tumor chemotherapy medications. Additionally, immunohistochemistry confirmed that MAP1B expression was significantly correlated with immunotherapy efficacy.</p><p><strong>Conclusions: </strong>Our findings revealed a typical prognostic signature based on myCAF marker genes, which offers patients with BC a novel treatment target alongside theoretical justification.</p>","PeriodicalId":14522,"journal":{"name":"Investigative and Clinical Urology","volume":"65 3","pages":"263-278"},"PeriodicalIF":2.5000,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11076800/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Investigative and Clinical Urology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.4111/icu.20230300","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"UROLOGY & NEPHROLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose: Myofibroblastic cancer-associated fibroblasts (myCAFs) are important components of the tumor microenvironment closely associated with tumor stromal remodeling and immunosuppression. This study aimed to explore myCAFs marker gene biomarkers for clinical diagnosis and therapy for patients with bladder cancer (BC).
Materials and methods: BC single-cell RNA sequencing (scRNA-seq) data were obtained from the National Center for Biotechnology Information Sequence Read Archive. Transcriptome and clinical data were downloaded from The Cancer Genome Atlas and the Gene Expression Omnibus databases. Subsequently, univariate Cox and LASSO (Least Absolute Shrinkage and Selection Operator regression) regression analyses were performed to construct a prognostic signature. Immune cell activity was estimated using single-sample gene set enrichment analysis whilst the TIDE (tumor immune dysfunction and exclusion) method was employed to assess patient response to immunotherapy. The chemotherapy response of patients with BC was evaluated using genomics of drug sensitivity in cancer. Furthermore, Immunohistochemistry was used to verify the correlation between MAP1B expression and immunotherapy efficacy. The scRNA-seq data were analyzed to identify myCAFs marker genes.
Results: Combined with bulk RNA-sequencing data, we constructed a two-gene (COL6A1 and MAP1B) risk signature. In patients with BC, the signature demonstrated outstanding prognostic value, immune infiltration, and immunotherapy response. This signature served as a crucial guide for the selection of anti-tumor chemotherapy medications. Additionally, immunohistochemistry confirmed that MAP1B expression was significantly correlated with immunotherapy efficacy.
Conclusions: Our findings revealed a typical prognostic signature based on myCAF marker genes, which offers patients with BC a novel treatment target alongside theoretical justification.
目的:肌成纤维肿瘤相关成纤维细胞(myofibroblastic cancer-associated fibroblasts,myCAFs)是肿瘤微环境的重要组成部分,与肿瘤基质重塑和免疫抑制密切相关。本研究旨在探索用于膀胱癌(BC)患者临床诊断和治疗的myCAFs标记基因生物标志物:膀胱癌单细胞RNA测序(scRNA-seq)数据来自美国国家生物技术信息中心序列读取档案。转录组和临床数据从 The Cancer Genome Atlas 和 Gene Expression Omnibus 数据库下载。随后,进行单变量 Cox 和 LASSO(最小绝对收缩和选择操作者回归)回归分析,以构建预后特征。利用单样本基因组富集分析估算免疫细胞活性,同时采用TIDE(肿瘤免疫功能障碍和排斥)方法评估患者对免疫疗法的反应。利用癌症药物敏感性基因组学评估了 BC 患者的化疗反应。此外,免疫组化还用于验证 MAP1B 表达与免疫疗法疗效之间的相关性。对scRNA-seq数据进行了分析,以确定myCAFs标记基因:结合大量RNA测序数据,我们构建了双基因(COL6A1和MAP1B)风险特征。在BC患者中,该特征在预后价值、免疫浸润和免疫治疗反应方面表现突出。该特征是选择抗肿瘤化疗药物的重要指南。此外,免疫组化证实,MAP1B的表达与免疫治疗的疗效明显相关:我们的研究结果揭示了一个基于 myCAF 标记基因的典型预后特征,它为 BC 患者提供了一个新的治疗靶点,并提供了理论依据。
期刊介绍:
Investigative and Clinical Urology (Investig Clin Urol, ICUrology) is an international, peer-reviewed, platinum open access journal published bimonthly. ICUrology aims to provide outstanding scientific and clinical research articles, that will advance knowledge and understanding of urological diseases and current therapeutic treatments. ICUrology publishes Original Articles, Rapid Communications, Review Articles, Special Articles, Innovations in Urology, Editorials, and Letters to the Editor, with a focus on the following areas of expertise:
• Precision Medicine in Urology
• Urological Oncology
• Robotics/Laparoscopy
• Endourology/Urolithiasis
• Lower Urinary Tract Dysfunction
• Female Urology
• Sexual Dysfunction/Infertility
• Infection/Inflammation
• Reconstruction/Transplantation
• Geriatric Urology
• Pediatric Urology
• Basic/Translational Research
One of the notable features of ICUrology is the application of multimedia platforms facilitating easy-to-access online video clips of newly developed surgical techniques from the journal''s website, by a QR (quick response) code located in the article, or via YouTube. ICUrology provides current and highly relevant knowledge to a broad audience at the cutting edge of urological research and clinical practice.