Frontiers in Cell and Developmental Biology (Dec 2021)

Identification of m6A Regulator-Associated Methylation Modification Clusters and Immune Profiles in Melanoma

  • Fengying Du,
  • Fengying Du,
  • Fengying Du,
  • Han Li,
  • Yan Li,
  • Yang Liu,
  • Yang Liu,
  • Xinyu Li,
  • Ningning Dang,
  • Qingqing Chu,
  • Jianjun Yan,
  • Zhen Fang,
  • Hao Wu,
  • Hao Wu,
  • Zihao Zhang,
  • Zihao Zhang,
  • Xingyu Zhu,
  • Xiaokang Li

DOI
https://doi.org/10.3389/fcell.2021.761134
Journal volume & issue
Vol. 9

Abstract

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RNA N6-methyladenosine (m6A) modification in tumorigenesis and progression has been highlighted and discovered in recent years. However, the molecular and clinical implications of m6A modification in melanoma tumor microenvironment (TME) and immune infiltration remain largely unknown. Here, we utilized consensus molecular clustering with nonnegative matrix factorization based on the melanoma transcriptomic profiles of 23 m6A regulators to determine the m6A modification clusters and m6A-related gene signature. Three distinct m6A modification patterns (m6A-C1, C2, and C3), which are characterized by specific m6A regulator expression, survival outcomes, and biological pathways, were identified in more than 1,000 melanoma samples. The immune profile analyses showed that these three m6A modification subtypes were highly consistent with the three known immune phenotypes: immune-desert (C1), immune-excluded (C2), and immune-inflamed (C3). Tumor digital cytometry (CIBERSORT, ssGSEA) algorithm revealed an upregulated infiltration of CD8+ T cell and NK cell in m6A-C3 subtype. An m6A scoring scheme calculated by principal component of m6A signatures stratified melanoma patients into high- and low-m6sig score subgroups; a high score was significantly associated with prolonged survival and enhanced immune infiltration. Furthermore, fewer somatic copy number alternations (SCNA) and PD-L1 expression were found in patients with high m6Sig score. In addition, patients with high m6Sig score demonstrated marked immune responses and durable clinical benefits in two independent immunotherapy cohorts. Overall, this study indicated that m6A modification is involved in melanoma tumor microenvironment immune regulation and contributes to formation of tumor immunogenicity. Comprehensive evaluation of the m6A modification pattern of individual tumors will provide more insights into molecular mechanisms of TME characterization and promote more effective personalized biotherapy strategies.

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