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Updated: Jul 28, 2026

A Robust Discovery Platform for the Identification of Novel Mediators of Melanoma Metastasis
Published on: March 8, 2022
Linking Transcriptomic and Imaging Data Defines Features of a Favorable Tumor Immune Microenvironment and Identifies
Robyn D Gartrell-Corrado1, Andrew X Chen2, Emanuelle M Rizk3
1Department of Pediatrics, Columbia University Irving Medical Center, New York, New York.
Understanding the tumor immune microenvironment (TIME) in melanoma is key. Combining a melanoma immune profile (MIP) signature with the CD8+ cytotoxic T lymphocyte (CTL) to macrophage ratio improves patient risk stratification for adjuvant therapy.
Area of Science:
- Oncology
- Immunology
- Genetics
Background:
- Resected stage II-III melanoma patients face a significant risk of disease-specific death (DSS).
- Understanding the tumor immune microenvironment (TIME) is crucial for patient stratification and overcoming therapy resistance.
- Previous work identified the melanoma immune profile (MIP) and CD8+ cytotoxic T lymphocyte (CTL) to CD68+ macrophage ratio as predictors of DSS.
Purpose of the Study:
- To compare primary and metastatic melanoma tumors to identify differences in the TIME.
- To investigate the relationship between immune cell infiltration, tumor cell characteristics, and patient outcomes.
- To develop a combined biomarker strategy for improved risk stratification in melanoma patients.
Main Methods:
- Comparative analysis of primary versus metastatic melanoma tumors.
- Assessment of tumor cell nuclear size and immune cell infiltration (CTLs, macrophages).
- Multiplex and transcriptomic analyses to correlate immune cell phenotypes with gene signatures.
Main Results:
- Metastatic tumors exhibited larger tumor cell nuclei compared to primary tumors.
- The CTL/macrophage ratio differed significantly between primary tumors and metastases.
- Patients without distant metastatic recurrence (DMR) showed increased clustering of tumor cells with CTLs and HLA-DR+ macrophages.
- HLA-DR- macrophages displayed an M2 phenotype, co-expressing CD163 and CSF1R.
- Combined MIP signature and CTL/macrophage ratio stratified patients into three distinct risk groups predictive of DSS.
Conclusions:
- Combined transcriptomic and multiplex data reveal correlations between CD8+ T cell and M1 macrophage densities and their respective cell phenotype signatures.
- The combination of MIP signature and CTL/macrophage ratio offers a powerful tool for stratifying melanoma patients.
- This multi-modal approach enhances understanding of the TIME and aids in developing improved adjuvant therapy strategies for melanoma.
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