Revealing tumor microenvironment communication through m6A single-cell analysis and elucidating immunotherapeutic potentials for cutaneous melanoma (CM).

IF 2.7 3区 医学 Q3 ONCOLOGY
Lun Liu, Maxwell Andriano Kishengere, Xueming Xu, Zhanghui Yue
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引用次数: 0

Abstract

Background: The methylation of N6-methyladenosine (m6A) RNA plays a crucial role in the genetic regulation of various cancers. While m6A modifications have been extensively studied in the tumor microenvironment (TME) of several malignancies, their role in cutaneous melanoma (CM) remains unexplored.

Methods: Using Non-negative matrix factorization (NMF) analysis on single-cell RNA-seq data (GSE215121) from three CM samples obtained from public databases, 26 m6A RNA methylation regulators were utilized to determine TME subclusters, their expression, and function.

Results: Six distinct TME cell types were identified and NMF clustering further revealed unique m6A-based subpopulations of cancer-associated fibroblasts and T cells. The prognostic model demonstrated strong predictive capabilities, particularly for fibroblast and T cell m6A clusters, and highlighted COL3A1 as a critical regulator of melanoma-fibroblast interactions.

Conclusion: Highlighting the COL3A1 gene as a critical link and potential therapeutic target in melanoma could offer new avenues for targeted therapies and improve prognostic assessments in cutaneous melanoma.

通过m6A单细胞分析揭示肿瘤微环境通讯,阐明皮肤黑色素瘤(CM)的免疫治疗潜力。
背景:n6 -甲基腺苷(m6A) RNA的甲基化在多种癌症的遗传调控中起着至关重要的作用。虽然m6A修饰在几种恶性肿瘤的肿瘤微环境(TME)中已经被广泛研究,但它们在皮肤黑色素瘤(CM)中的作用仍未被探索。方法:利用非负矩阵分解(Non-negative matrix factorization, NMF)分析从公共数据库中获得的3个CM样本的单细胞RNA-seq数据(GSE215121),利用26个m6A RNA甲基化调节因子来确定TME亚簇及其表达和功能。结果:鉴定出六种不同的TME细胞类型,NMF聚类进一步揭示了独特的基于m6的癌症相关成纤维细胞和T细胞亚群。该预后模型显示出强大的预测能力,特别是对成纤维细胞和T细胞m6A簇,并强调COL3A1是黑色素瘤-成纤维细胞相互作用的关键调节因子。结论:强调COL3A1基因作为黑色素瘤的关键环节和潜在的治疗靶点,可以为皮肤黑色素瘤的靶向治疗和改善预后评估提供新的途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.00
自引率
2.80%
发文量
577
审稿时长
2 months
期刊介绍: The "Journal of Cancer Research and Clinical Oncology" publishes significant and up-to-date articles within the fields of experimental and clinical oncology. The journal, which is chiefly devoted to Original papers, also includes Reviews as well as Editorials and Guest editorials on current, controversial topics. The section Letters to the editors provides a forum for a rapid exchange of comments and information concerning previously published papers and topics of current interest. Meeting reports provide current information on the latest results presented at important congresses. The following fields are covered: carcinogenesis - etiology, mechanisms; molecular biology; recent developments in tumor therapy; general diagnosis; laboratory diagnosis; diagnostic and experimental pathology; oncologic surgery; and epidemiology.
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