{"title":"综合单细胞和大量RNA测序揭示了头颈部鳞状细胞癌中与预后和免疫治疗相关的肌成纤维细胞癌相关成纤维细胞亚型。","authors":"Xiufang Qiu, Yuhao Lin, Qian Li, Ameya A Asarkar, Zhiheng Ke, Yiying Xu, Lisha Chen","doi":"10.21037/tcr-2025-649","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Cancer-associated fibroblasts (CAFs) are involved in some critical aspects of the pathogenesis of head and neck squamous cell carcinoma (HNSCC), including the formation of a tumor-permissive extracellular matrix (ECM) structure, angiogenesis, and the immune and metabolic reprogramming of the tumor microenvironment (TME). This study aimed to examine the plasticity and metabolic heterogeneity of CAFs in HNSCC patients before and after immunotherapy.</p><p><strong>Methods: </strong>An integrated single-cell and bulk RNA sequencing (RNA-seq) analysis based on data from the GSE195832, GSE65868, and The Cancer Genome Atlas (TCGA)-HNSCC datasets was conducted. The functional plasticity and transcriptome diversity of the categorized CAF subtypes were analyzed using the DoRothEA tool and scMetabolism package. The relationship between the genes specifically expressed in the myofibroblast-like cancer-associated fibroblast (myCAF) subtype and prognosis was then examined by univariate and multivariate analyses. The influence of myCAF on immune cell modulation within the TME was analyzed using the Seurat and clusterProfiler packages. The therapeutic strategies for HNSCC were explored using the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing datasets.</p><p><strong>Results: </strong>In total, seven types of cells were annotated based on 11 clusters. The CAFs were then re-categorized into the following three subtypes: inflammatory cancer-associated fibroblasts (iCAFs), proliferating cancer-associated fibroblasts (pCAFs), and myCAFs. The percentage of myCAFs was reduced in HNSCC following the immunotherapy. The functional plasticity of the CAFs was further confirmed by the diverse enriched pathways. Notably, the myCAFs were closely associated with DNA repair, oxidative phosphorylation, and transcription factor E2F targets. Further, the myCAFs were found to be the subtype most relevant to the prognosis of HNSCC and were found to be involved in modulating the immune cells in the TME of HNSCC. Additionally, a higher myCAF score was related to the higher half-maximal inhibitory concentration (IC50) values of D-4476, GW-583340, spautin-1, and VER-155008, and the lower IC50 values of JTE-607, TG100-115, ML320, and TGX-221. Moreover, patients with lower myCAF scores responded better to immunotherapy.</p><p><strong>Conclusions: </strong>This study, which was based on single-cell and bulk RNA-seq analyses, showed the plasticity and metabolic heterogeneity of CAFs in HNSCC. Our findings may contribute to understandings of the immunotherapy response in HNSCC.</p>","PeriodicalId":23216,"journal":{"name":"Translational cancer research","volume":"14 6","pages":"3730-3745"},"PeriodicalIF":1.5000,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12268884/pdf/","citationCount":"0","resultStr":"{\"title\":\"Integrated single-cell and bulk RNA sequencing reveals prognostic and immunotherapy-associated myofibroblastic cancer-associated fibroblast subtypes in head and neck squamous cell carcinoma.\",\"authors\":\"Xiufang Qiu, Yuhao Lin, Qian Li, Ameya A Asarkar, Zhiheng Ke, Yiying Xu, Lisha Chen\",\"doi\":\"10.21037/tcr-2025-649\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Cancer-associated fibroblasts (CAFs) are involved in some critical aspects of the pathogenesis of head and neck squamous cell carcinoma (HNSCC), including the formation of a tumor-permissive extracellular matrix (ECM) structure, angiogenesis, and the immune and metabolic reprogramming of the tumor microenvironment (TME). This study aimed to examine the plasticity and metabolic heterogeneity of CAFs in HNSCC patients before and after immunotherapy.</p><p><strong>Methods: </strong>An integrated single-cell and bulk RNA sequencing (RNA-seq) analysis based on data from the GSE195832, GSE65868, and The Cancer Genome Atlas (TCGA)-HNSCC datasets was conducted. The functional plasticity and transcriptome diversity of the categorized CAF subtypes were analyzed using the DoRothEA tool and scMetabolism package. The relationship between the genes specifically expressed in the myofibroblast-like cancer-associated fibroblast (myCAF) subtype and prognosis was then examined by univariate and multivariate analyses. The influence of myCAF on immune cell modulation within the TME was analyzed using the Seurat and clusterProfiler packages. The therapeutic strategies for HNSCC were explored using the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing datasets.</p><p><strong>Results: </strong>In total, seven types of cells were annotated based on 11 clusters. The CAFs were then re-categorized into the following three subtypes: inflammatory cancer-associated fibroblasts (iCAFs), proliferating cancer-associated fibroblasts (pCAFs), and myCAFs. The percentage of myCAFs was reduced in HNSCC following the immunotherapy. The functional plasticity of the CAFs was further confirmed by the diverse enriched pathways. Notably, the myCAFs were closely associated with DNA repair, oxidative phosphorylation, and transcription factor E2F targets. Further, the myCAFs were found to be the subtype most relevant to the prognosis of HNSCC and were found to be involved in modulating the immune cells in the TME of HNSCC. Additionally, a higher myCAF score was related to the higher half-maximal inhibitory concentration (IC50) values of D-4476, GW-583340, spautin-1, and VER-155008, and the lower IC50 values of JTE-607, TG100-115, ML320, and TGX-221. Moreover, patients with lower myCAF scores responded better to immunotherapy.</p><p><strong>Conclusions: </strong>This study, which was based on single-cell and bulk RNA-seq analyses, showed the plasticity and metabolic heterogeneity of CAFs in HNSCC. 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引用次数: 0
摘要
背景:癌症相关成纤维细胞(CAFs)参与了头颈部鳞状细胞癌(HNSCC)发病的一些关键方面,包括肿瘤允许细胞外基质(ECM)结构的形成、血管生成以及肿瘤微环境(TME)的免疫和代谢重编程。本研究旨在探讨免疫治疗前后HNSCC患者CAFs的可塑性和代谢异质性。方法:基于GSE195832、GSE65868和the Cancer Genome Atlas (TCGA)-HNSCC数据集进行单细胞和大量RNA测序(RNA-seq)分析。使用DoRothEA工具和scMetabolism软件包分析分类CAF亚型的功能可塑性和转录组多样性。然后通过单因素和多因素分析来检查肌成纤维细胞样癌症相关成纤维细胞(myCAF)亚型特异性表达的基因与预后之间的关系。使用Seurat和clusterProfiler软件包分析myCAF对TME内免疫细胞调节的影响。使用癌症治疗反应门户(CTRP)和PRISM Repurposing数据集探索HNSCC的治疗策略。结果:基于11个簇,共注释了7种类型的细胞。然后将这些细胞重新分类为以下三种亚型:炎症性癌症相关成纤维细胞(iCAFs)、增殖性癌症相关成纤维细胞(pCAFs)和myCAFs。免疫治疗后,HNSCC中myCAFs的百分比降低。不同的富集通路进一步证实了caf的功能可塑性。值得注意的是,myCAFs与DNA修复、氧化磷酸化和转录因子E2F靶点密切相关。此外,myCAFs被发现是与HNSCC预后最相关的亚型,并被发现参与调节HNSCC TME中的免疫细胞。此外,较高的myCAF评分与D-4476、GW-583340、spautin-1和VER-155008的半最大抑制浓度(IC50)值较高有关,与JTE-607、TG100-115、ML320和TGX-221的IC50值较低有关。此外,myCAF评分较低的患者对免疫治疗的反应更好。结论:这项基于单细胞和大量RNA-seq分析的研究显示了HNSCC中cas的可塑性和代谢异质性。我们的发现可能有助于理解HNSCC的免疫治疗反应。
Integrated single-cell and bulk RNA sequencing reveals prognostic and immunotherapy-associated myofibroblastic cancer-associated fibroblast subtypes in head and neck squamous cell carcinoma.
Background: Cancer-associated fibroblasts (CAFs) are involved in some critical aspects of the pathogenesis of head and neck squamous cell carcinoma (HNSCC), including the formation of a tumor-permissive extracellular matrix (ECM) structure, angiogenesis, and the immune and metabolic reprogramming of the tumor microenvironment (TME). This study aimed to examine the plasticity and metabolic heterogeneity of CAFs in HNSCC patients before and after immunotherapy.
Methods: An integrated single-cell and bulk RNA sequencing (RNA-seq) analysis based on data from the GSE195832, GSE65868, and The Cancer Genome Atlas (TCGA)-HNSCC datasets was conducted. The functional plasticity and transcriptome diversity of the categorized CAF subtypes were analyzed using the DoRothEA tool and scMetabolism package. The relationship between the genes specifically expressed in the myofibroblast-like cancer-associated fibroblast (myCAF) subtype and prognosis was then examined by univariate and multivariate analyses. The influence of myCAF on immune cell modulation within the TME was analyzed using the Seurat and clusterProfiler packages. The therapeutic strategies for HNSCC were explored using the Cancer Therapeutics Response Portal (CTRP) and PRISM Repurposing datasets.
Results: In total, seven types of cells were annotated based on 11 clusters. The CAFs were then re-categorized into the following three subtypes: inflammatory cancer-associated fibroblasts (iCAFs), proliferating cancer-associated fibroblasts (pCAFs), and myCAFs. The percentage of myCAFs was reduced in HNSCC following the immunotherapy. The functional plasticity of the CAFs was further confirmed by the diverse enriched pathways. Notably, the myCAFs were closely associated with DNA repair, oxidative phosphorylation, and transcription factor E2F targets. Further, the myCAFs were found to be the subtype most relevant to the prognosis of HNSCC and were found to be involved in modulating the immune cells in the TME of HNSCC. Additionally, a higher myCAF score was related to the higher half-maximal inhibitory concentration (IC50) values of D-4476, GW-583340, spautin-1, and VER-155008, and the lower IC50 values of JTE-607, TG100-115, ML320, and TGX-221. Moreover, patients with lower myCAF scores responded better to immunotherapy.
Conclusions: This study, which was based on single-cell and bulk RNA-seq analyses, showed the plasticity and metabolic heterogeneity of CAFs in HNSCC. Our findings may contribute to understandings of the immunotherapy response in HNSCC.
期刊介绍:
Translational Cancer Research (Transl Cancer Res TCR; Print ISSN: 2218-676X; Online ISSN 2219-6803; http://tcr.amegroups.com/) is an Open Access, peer-reviewed journal, indexed in Science Citation Index Expanded (SCIE). TCR publishes laboratory studies of novel therapeutic interventions as well as clinical trials which evaluate new treatment paradigms for cancer; results of novel research investigations which bridge the laboratory and clinical settings including risk assessment, cellular and molecular characterization, prevention, detection, diagnosis and treatment of human cancers with the overall goal of improving the clinical care of cancer patients. The focus of TCR is original, peer-reviewed, science-based research that successfully advances clinical medicine toward the goal of improving patients'' quality of life. The editors and an international advisory group of scientists and clinician-scientists as well as other experts will hold TCR articles to the high-quality standards. We accept Original Articles as well as Review Articles, Editorials and Brief Articles.