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Updated: Jul 28, 2026

Evaluation of Tumor-infiltrating Leukocyte Subsets in a Subcutaneous Tumor Model
Published on: April 13, 2015
Neighborhood clustering analysis to define epithelial-stromal interface for tumor infiltrating lymphocyte evaluation
Tony Yeung1, Yi Zhang1, Qianghua Zhou2
1Pathology and Laboratory Medicine, University of Rochester Medical Center, 601 Elmwood Avenue, Rochester, NY 14642, USA.
New spatial analysis reveals the tumor epithelial-stromal interface harbors high densities of CD8+ T cells, including exhausted T cells. This highlights the importance of assessing this region for immune checkpoint therapy response.
Area of Science:
- Oncology
- Immunology
- Computational Pathology
Background:
- Current tumor-infiltrating lymphocyte evaluation focuses on stromal regions, neglecting epithelial areas and the epithelial-stromal interface.
- Technical challenges in manual cell identification hinder assessment of immune cells within epithelial tumor cell mixtures.
- This limitation may impact patient response evaluation for immune checkpoint therapies.
Purpose of the Study:
- To apply supervised neighborhood clustering analysis (CytoMAP) for quantifying immune cell distribution in gynecological tumors.
- To assess the spatial distribution of CD8+ T cells, exhausted CD8+ TIM3+ T cells, and CD8- TIM3+ macrophages.
- To compare immune cell densities across epithelial, stromal, and epithelial-stromal interface compartments.
Main Methods:
- Utilized CytoMAP, an open-source application, for supervised neighborhood clustering analysis.
- Applied a three-compartment model (epithelial, stromal, interface) to partition tumors.
- Quantified spatial distribution of CD8+ T cells, CD8+ TIM3+ exhausted T cells, and CD8- TIM3+ macrophages on a gynecological tumor microarray.
Main Results:
- The epithelial-stromal interface compartment showed the highest density of CD8+ T cells when included in the three-compartment model.
- In contrast, the conventional two-compartment model primarily identified the stromal region as having the highest CD8+ T cell density.
- A higher proportion of CD8+ TIM3+ exhausted T cells were found in the interface and epithelial regions compared to CD8+ TIM3- T cells.
Conclusions:
- Quantitative spatial analysis and immune subset analysis are valuable for assessing tumor-infiltrating lymphocytes.
- The tumor epithelial-stromal interface is a significant, yet under-reported, compartment for immune cell infiltration.
- Incorporating the interface into analysis may improve understanding of patient response to immunotherapies.
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