ArticleFrontiers in oncology2021
A Multi-Omics Analysis of Metastatic Melanoma Identifies a Germinal Center-Like Tumor Microenvironment in HLA-DR-Positive Tumor Areas.
Article in Frontiers in oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 23 citations in OpenAlex.
- B cells and humoral immunity in melanoma: regulatory and autoimmune-like features and implications for immunotherapy.Oncoimmunology · 2026Review
- Atezolizumab in combination with neoadjuvant chemotherapy and interval cytoreductive surgery for patients with newly diagnosed advanced-stage epithelial ovarian cancer: the AdORN study.Gynecologic oncology · 2026Article
- Phenotypic, functional, prognostic and predictive significance of B-cell and antibody responses in human melanoma: a scoping review.The British journal of dermatology · 2026Article
- Clinical impact and therapeutic potential of tertiary lymphoid structures in melanoma.Frontiers in immunology · 2026Review
- Omics in Cutaneous Melanoma.Asian Pacific journal of cancer prevention : APJCP · 2025Review
- Article
- Leveraging Single-Cell Multi-Omics to Decode Tumor Microenvironment Diversity and Therapeutic Resistance.Pharmaceuticals (Basel, Switzerland) · 2025Review
- Causal association between skin cancer and immune cells: mendelian randomization (MR) study.BMC cancer · 2024Article
- Fer-1 like family member 4 pseudogene: novel potential diagnostic and prognostic biomarker for cutaneous melanoma.EXCLI journal · 2024Article
- Integration of lncRNAs, Protein-Coding Genes and Pathology Images for Detecting Metastatic Melanoma.Genes · 2022Article
- The Transcriptional Landscape ofInternational journal of molecular sciences · 2022Article
- The Spatial Landscape of Progression and Immunoediting in Primary Melanoma at Single-Cell Resolution.Cancer discovery · 2022Article
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Authors and funding
17 authors at 6 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
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.
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