Liu Lun, Kishengere Maxwell Andriano, Xu Xueming, Yue Zhanghui
Department of Bioinformatics, Changsha Duxact Clinical Laboratory Co., Ltd, C9 Building, Lugu S&T Park, 28 Lutian Road, Changsha, 410000, Hunan, People's Republic of China.
Department of Dermatology, The Third Xiangya Hospital, Central South University, No. 138 Tongzipo Road, Yuelu District, Changsha, 410000, Hunan, People's Republic of China.
J Cancer Res Clin Oncol. 2025 Apr 9;151(4):135. doi: 10.1007/s00432-025-06176-z.
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.
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.
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.
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.
N6-甲基腺苷(m6A)RNA甲基化在多种癌症的基因调控中起关键作用。虽然m6A修饰已在几种恶性肿瘤的肿瘤微环境(TME)中得到广泛研究,但其在皮肤黑色素瘤(CM)中的作用仍未被探索。
利用从公共数据库获得的三个CM样本的单细胞RNA测序数据(GSE215121)进行非负矩阵分解(NMF)分析,使用26种m6A RNA甲基化调节因子来确定TME亚群、它们的表达和功能。
确定了六种不同的TME细胞类型,NMF聚类进一步揭示了基于m6A的癌症相关成纤维细胞和T细胞的独特亚群。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,并突出COL3A1作为黑色素瘤-成纤维细胞相互作用的关键调节因子。
将COL3A1基因作为黑色素瘤的关键联系和潜在治疗靶点突出显示,可为靶向治疗提供新途径,并改善皮肤黑色素瘤的预后评估。