# Multi-Modal Biomarker Profiling of Tumor Microenvironment and Genomic Alterations to Enhance Immunotherapy Stratification in Melanoma

**Authors:** Meshack Bida, Thabiso Victor Miya, Tebogo Marutha, Rodney Hull, Mohammed Alaouna, Zodwa Dlamini

PMC · DOI: 10.3390/cimb47100821 · Current Issues in Molecular Biology · 2025-10-03

## TL;DR

This study combines tumor mutational burden, immune cell patterns, and genomic data to improve melanoma immunotherapy predictions and uncover immune escape mechanisms.

## Contribution

A multiparametric framework integrating histology, cytokine IHC, and genomic profiling is proposed to enhance immunotherapy stratification in melanoma.

## Key findings

- Brisk TILs without cytokine signals suggest post-translational silencing of TNF-α/IFN-γ.
- High TMB and copy number alterations were found in 8 of 11 profiled cases with immune evasion features.
- BRAF docking analysis revealed strong ATP pocket engagement, supporting its role in targeted therapy.

## Abstract

Tumor mutational burden (TMB) and tumor-infiltrating lymphocytes (TILs) are key biomarkers for predicting immunotherapy responses in cutaneous melanoma. The discordance between brisk TIL morphology and absent cytokine signals complicates immune profiling. We examined the interactions between TMB, TIL patterns, cytokine expression, and genomic alterations to uncover immune escape mechanisms and refine prognostic tools. A structure-based BRAF druggability analysis was performed to anchor the genomic findings in a therapeutic context. Primary cutaneous melanoma cases (N = 205) were classified as brisk (n = 65), non-brisk (n = 60), or absent TILs (n = 80) according to the American association for cancer research (AACR) guidelines. Inter-observer concordance was measured using intraclass correlation. Tumor necrosis factor alpha (TNF-α) and interferon gamma (IFN-γ) levels were graded using immunohistochemistry. Eleven brisk TIL cases lacking TNF-α expression were analyzed using the (Illumina TruSight Oncology 500, Illumina-San Diego, CA, USA). Dabrafenib docking to the BRAF ATP site was performed with Glide SP/XP and rescored with Prime MM-GBSA. Brisk TILs lacking cytokine signals suggested post-translational silencing of TNF-α/IFN-γ. Among the 11 profiled cases, eight exhibited high TMB and copy number alterations, with enrichment of nine metastasis/immune regulation genes. Inter-observer concordance was high (absent TILs, 95%; brisk TILs, 90.7%). BRAF docking yielded a canonical type-I pose and strong ATP pocket engagement (ΔG_bind −84.93 kcal·mol−1). Single biomarkers are insufficient for diagnosis. A multiparametric framework combining histology, cytokine immunohistochemistry (IHC), and genomic profiling enhances stratification and reveals immune escape pathways, with BRAF modeling providing a mechanistic anchor for the targeted therapy.

## Linked entities

- **Proteins:** TNF (tumor necrosis factor), IFNG (interferon gamma), BRAF (B-Raf proto-oncogene, serine/threonine kinase)
- **Chemicals:** Dabrafenib (PubChem CID 44462760)
- **Diseases:** melanoma (MONDO:0005105)

## Full-text entities

- **Genes:** IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** Primary cutaneous melanoma (MESH:C562393), Tumor (MESH:D009369), metastasis (MESH:D009362), Melanoma (MESH:D008545)
- **Chemicals:** ATP (MESH:D000255), DeltaG (-), Dabrafenib (MESH:C561627)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12564249/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12564249/full.md

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Source: https://tomesphere.com/paper/PMC12564249