Article
Driver Mutation Subtypes Differentially Shape Immune Evasion Landscapes in Melanoma: An AI-Driven Inflammatory Pathway Model Implicating CCNE1.
Human mutation - 1 Jan 2026
Mao Chong, Chen Guobin, Tang Jiayu, Leng Rao, Zhou Xiyuan, Yang Jianing
Abstract excerpt
Background: Melanoma harbors highly heterogeneous tumor immune microenvironments shaped by driver mutations in BRAF, NRAS, and NF1. How mutational context modulates inflammatory signaling and immune evasion mechanisms of prognosis-related genes remains poorly understood. Methods: ssGSEA scored 15 inflammatory pathways across four cohorts (TCGA, GSE19234, GSE22153, and GSE65904). Cross-cohort univariate Cox...
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