» Articles » PMID: 33842341

A Multi-Omics Analysis of Metastatic Melanoma Identifies a Germinal Center-Like Tumor Microenvironment in HLA-DR-Positive Tumor Areas

Abstract

The emergence of immune checkpoint inhibitors has dramatically changed the therapeutic landscape for patients with advanced melanoma. However, relatively low response rates and a high incidence of severe immune-related adverse events have prompted the search for predictive biomarkers. A positive predictive value has been attributed to the aberrant expression of Human Leukocyte Antigen-DR (HLA-DR) by melanoma cells, but it remains unknown why this is the case. In this study, we have examined the microenvironment of HLA-DR positive metastatic melanoma samples using a multi-omics approach. First, using spatial, single-cell mapping by multiplexed immunohistochemistry, we found that the microenvironment of HLA-DR positive melanoma regions was enriched by professional antigen presenting cells, including classical dendritic cells and macrophages, while a more general cytotoxic T cell exhaustion phenotype was present in these regions. In parallel, transcriptomic analysis on micro dissected tissue from HLA-DR positive and HLA-DR negative areas showed increased IFNγ signaling, enhanced leukocyte adhesion and mononuclear cell proliferation in HLA-DR positive areas. Finally, multiplexed cytokine profiling identified an increased expression of germinal center cytokines CXCL12, CXCL13 and CCL19 in HLA-DR positive metastatic lesions, which, together with IFNγ and IL4 could serve as biomarkers to discriminate tumor samples containing HLA-DR overexpressing tumor cells from HLA-DR negative samples. Overall, this suggests that HLA-DR positive areas in melanoma attract the anti-tumor immune cell infiltration by creating a dystrophic germinal center-like microenvironment where an enhanced antigen presentation leads to an exhausted microenvironment, nevertheless representing a fertile ground for a better efficacy of anti-PD-1 inhibitors due to simultaneous higher levels of PD-1 in the immune cells and PD-L1 in the HLA-DR positive melanoma cells.

Citing Articles

Leveraging Single-Cell Multi-Omics to Decode Tumor Microenvironment Diversity and Therapeutic Resistance.

Sabit H, Arneth B, Pawlik T, Abdel-Ghany S, Ghazy A, Abdelazeem R Pharmaceuticals (Basel). 2025; 18(1).

PMID: 39861138 PMC: 11768313. DOI: 10.3390/ph18010075.


Fer-1 like family member 4 pseudogene: novel potential diagnostic and prognostic biomarker for cutaneous melanoma.

Kolenda T, Guglas K, Stasiak M, Poter P, Kozlowska-Maslon J, Bialas P EXCLI J. 2025; 23:1375-1396.

PMID: 39764216 PMC: 11701299. DOI: 10.17179/excli2024-7719.


Causal association between skin cancer and immune cells: mendelian randomization (MR) study.

Yin W, Li R, Zhang Z, Wang Y, Tang X, Zhu L BMC Cancer. 2024; 24(1):849.

PMID: 39020276 PMC: 11256556. DOI: 10.1186/s12885-024-12603-0.


Integration of lncRNAs, Protein-Coding Genes and Pathology Images for Detecting Metastatic Melanoma.

Liu S, Fan Y, Li K, Zhang H, Wang X, Ju R Genes (Basel). 2022; 13(10).

PMID: 36292801 PMC: 9602061. DOI: 10.3390/genes13101916.


The Transcriptional Landscape of Wild Type Metastatic Melanoma: A Pilot Study.

Lastraioli E, Ruffinatti F, Bagni G, Visentin L, Di Costanzo F, Munaron L Int J Mol Sci. 2022; 23(13).

PMID: 35805902 PMC: 9266837. DOI: 10.3390/ijms23136898.


References
1.
Muhlethaler-Mottet A, Di Berardino W, Otten L, MACH B . Activation of the MHC class II transactivator CIITA by interferon-gamma requires cooperative interaction between Stat1 and USF-1. Immunity. 1998; 8(2):157-66. DOI: 10.1016/s1074-7613(00)80468-9. View

2.
Van Allen E, Miao D, Schilling B, Shukla S, Blank C, Zimmer L . Genomic correlates of response to CTLA-4 blockade in metastatic melanoma. Science. 2015; 350(6257):207-211. PMC: 5054517. DOI: 10.1126/science.aad0095. View

3.
Schachter J, Ribas A, Long G, Arance A, Grob J, Mortier L . Pembrolizumab versus ipilimumab for advanced melanoma: final overall survival results of a multicentre, randomised, open-label phase 3 study (KEYNOTE-006). Lancet. 2017; 390(10105):1853-1862. DOI: 10.1016/S0140-6736(17)31601-X. View

4.
Taube J, Anders R, Young G, Xu H, Sharma R, McMiller T . Colocalization of inflammatory response with B7-h1 expression in human melanocytic lesions supports an adaptive resistance mechanism of immune escape. Sci Transl Med. 2012; 4(127):127ra37. PMC: 3568523. DOI: 10.1126/scitranslmed.3003689. View

5.
Taube J, Klein A, Brahmer J, Xu H, Pan X, Kim J . Association of PD-1, PD-1 ligands, and other features of the tumor immune microenvironment with response to anti-PD-1 therapy. Clin Cancer Res. 2014; 20(19):5064-74. PMC: 4185001. DOI: 10.1158/1078-0432.CCR-13-3271. View