Identification of molecular subtyping system and four-gene prognostic signature with immune-related genes for uveal melanoma

Exp Biol Med (Maywood). 2022 Feb;247(3):246-262. doi: 10.1177/15353702211053801. Epub 2021 Nov 7.

Abstract

Immunotherapy is the most promising treatment for uveal melanoma patients with metastasis. Tumor microenvironment plays an essential role in tumor progression and greatly affects the efficacy of immunotherapy. This research constructed an immune-related subtyping system and discovered immune prognostic genes to further understand the immune mechanism in uveal melanoma. Immune-related genes were determined from literature. Gene expression profiles of uveal melanoma were clustered using consensus clustering based on immune-related genes. Subtypes were further divided by applying immune landscape, and weighted correlation network analysis was performed to construct immune gene modules. Univariate Cox regression analysis was conducted to generate a prognostic model. Enriched immune cells were determined after gene set enrichment analysis. Three major immune subtypes (IS1, IS2, and IS3) were identified, and IS2 could be further divided into IS2A and IS2B. The subtypes were closely associated with uveal melanoma prognosis. IS3 group had the most favorable prognosis and was sensitive to PD-1 inhibitor. Immune genes in IS1 group showed an overall higher expression than IS3 group. Six immune gene modules were identified, and the enrichment score of immune genes varied within immune subtypes. Four immune prognostic genes (IL32, IRF1, SNX20, and VAV1) were found to be closely related to survival. This novel immune subtyping system and immune landscape provide a new understanding of immunotherapy in uveal melanoma. The four prognostic genes can predict prognosis of uveal melanoma patients and contribute to new development of targeted drugs.

Keywords: : Uveal melanoma; bioinformatics; immune landscape; immune subtypes; immune-related genes; immunotherapy; molecular subtyping system; prognostic signature.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antineoplastic Agents / pharmacology
  • Biomarkers, Tumor / genetics*
  • Biomarkers, Tumor / immunology
  • Cluster Analysis
  • Gene Expression Regulation, Neoplastic / drug effects
  • Gene Regulatory Networks
  • Humans
  • Immunotherapy
  • Interferon Regulatory Factor-1 / genetics
  • Interleukins / genetics
  • Melanoma / genetics*
  • Melanoma / immunology*
  • Melanoma / mortality*
  • Melanoma / therapy
  • Mutation
  • Prognosis
  • Proto-Oncogene Proteins c-vav / genetics
  • Sorting Nexins / genetics
  • Transcriptome
  • Tumor Microenvironment / genetics
  • Tumor Microenvironment / immunology
  • Uveal Neoplasms / genetics*
  • Uveal Neoplasms / immunology*
  • Uveal Neoplasms / mortality*
  • Uveal Neoplasms / therapy

Substances

  • Antineoplastic Agents
  • Biomarkers, Tumor
  • IL32 protein, human
  • IRF1 protein, human
  • Interferon Regulatory Factor-1
  • Interleukins
  • Proto-Oncogene Proteins c-vav
  • SNX20 protein, human
  • Sorting Nexins
  • VAV1 protein, human

Supplementary concepts

  • Uveal melanoma