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Updated: Feb 14, 2026

Generation of Induced Pluripotent Stem Cells from Human Melanoma Tumor-infiltrating Lymphocytes
Published on: November 11, 2016
Quantitative Analysis of Immune Infiltrates in Primary Melanoma
Robyn D Gartrell1, Douglas K Marks2, Thomas D Hart3
1Departments of Pediatrics, Pediatric Hematology/Oncology and Medicine, Hematology/Oncology, Columbia University Medical Center/New York Presbyterian, New York, New York.
Quantitative multiplex immunofluorescence (qmIF) reveals that the spatial relationship between cytotoxic lymphocytes (CTLs) and macrophages in the tumor microenvironment (TME) can predict melanoma patient outcomes. A low CTL/macrophage ratio in the stroma is associated with poorer survival, suggesting its potential as a biomarker.
Area of Science:
- Immunology
- Oncology
- Biomarker Discovery
Background:
- Accurate stratification of melanoma patients for immunotherapy requires novel methods to analyze the tumor microenvironment (TME).
- Conventional tumor-infiltrating lymphocyte (TIL) analysis lacks the precision needed for clinical application.
- Quantitative multiplex immunofluorescence (qmIF) offers advanced TME evaluation through multiparameter phenotyping, tissue segmentation, and quantitative spatial analysis (qSA).
Purpose of the Study:
- To investigate the correlation between the quantification and spatial distribution of cytotoxic lymphocytes (CTLs) and macrophages within the TME and clinical outcomes in melanoma patients.
- To determine if spatial analysis of immune cell interactions can serve as a predictive biomarker for adjuvant immunotherapy response.
Main Methods:
- Application of qmIF to analyze 104 primary stage II-III melanoma tumors.
- Quantitative spatial analysis (qSA) to assess the proximity of CTLs (CD3+CD8+) to activated (CD68+HLA-DR+) and nonactivated (CD68+HLA-DR-) macrophages.
- Evaluation of CTL and macrophage proximity to proliferating (SOX10+, Ki67+) and non-proliferating tumor cells.
- Correlation analysis with disease-specific survival (DSS) and overall survival (OS) using Cox regression.
Main Results:
- CTLs were found in closer proximity to activated macrophages than nonactivated ones.
- CTLs were further from proliferating melanoma cells compared to non-proliferating cells.
- High stromal CTL density and low stromal macrophage density correlated with improved DSS.
- A low CTL/macrophage ratio in the stroma was significantly associated with a higher hazard ratio for melanoma-related death and shortened OS.
Conclusions:
- The spatial relationship and density of CTLs and macrophages within the melanoma TME are critical determinants of patient survival.
- A low CTL/macrophage ratio in the stroma emerges as a promising predictive biomarker for melanoma prognosis and response to immunotherapy.
- qmIF and qSA provide a precise method for evaluating the TME and hold potential for clinical application in patient stratification.
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