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Updated: Jan 31, 2026

Molecular Profiling of the Invasive Tumor Microenvironment in a 3-Dimensional Model of Colorectal Cancer Cells and Ex vivo Fibroblasts
Published on: April 29, 2014
Transcriptomic Profiling of the Tumor Microenvironment Reveals Distinct Subgroups of Clear Cell Renal Cell Cancer:
A Ari Hakimi1, Martin H Voss2, Fengshen Kuo3
1Department of Urology, Memorial Sloan Kettering Cancer Center, New York, New York. hakimia@mskcc.org vossm@mskcc.org chant@mskcc.org.
Abstract:
Metastasis remains the main reason for renal cell carcinoma (RCC)-associated mortality. Tyrosine kinase inhibitors (TKI) impart clinical benefit for most patients with RCC, but the determinants of response are poorly understood. We report an integrated genomic and transcriptomic analysis of patients with metastatic clear cell RCC (ccRCC) treated with TKI therapy and identify predictors of response. Patients in the COMPARZ phase III trial received first-line sunitinib or pazopanib with comparable efficacy. RNA-based analyses revealed four distinct molecular subgroups associated with response and survival. Characterization of these subgroups identified mutation profiles, angiogenesis, and macrophage infiltration programs to be powerful predictors of outcome with TKI therapy. Notably, predictors differed by the type of TKI received. Our study emphasizes the clinical significance of angiogenesis and immune tumor microenvironment and suggests that the critical effects its various aspects have on TKI efficacy vary by agent. This has broad implications for optimizing precision treatment of RCC. SIGNIFICANCE: The determinants of response to TKI therapy in metastatic ccRCC remain unknown. Our study demonstrates that key angiogenic and immune profiles of the tumor microenvironment may affect TKI response. These findings have the potential to inform treatment personalization in patients with RCC.This article is highlighted in the In This Issue feature, p. 453.
Insights
Predicting response to tyrosine kinase inhibitors (TKI) in metastatic renal cell carcinoma (RCC) is crucial. This study reveals that tumor angiogenesis and immune microenvironment profiles significantly impact TKI efficacy, guiding personalized RCC treatment.
Area of Science:
- Oncology
- Genomics
- Immunology
Background:
- Metastasis in renal cell carcinoma (RCC) drives mortality.
- Tyrosine kinase inhibitors (TKI) benefit many RCC patients, but response predictors are unclear.
Purpose of the Study:
- To identify genomic and transcriptomic predictors of TKI response in metastatic clear cell RCC (ccRCC).
- To investigate the role of angiogenesis and immune microenvironment in TKI efficacy.
Main Methods:
- Integrated genomic and transcriptomic analysis of ccRCC patients from the COMPARZ trial.
- RNA-based analysis to identify molecular subgroups and survival predictors.
- Characterization of mutation profiles, angiogenesis, and macrophage infiltration.
Main Results:
- Four distinct molecular subgroups associated with TKI response and survival were identified.
- Mutation profiles, angiogenesis, and macrophage infiltration emerged as strong predictors of outcome.
- Predictors of TKI response varied depending on the specific TKI used.
Conclusions:
- Angiogenesis and immune tumor microenvironment are clinically significant in TKI therapy for RCC.
- The impact of these factors on TKI efficacy is agent-dependent, suggesting a need for personalized treatment strategies.
- Findings support optimizing precision medicine for RCC patients undergoing TKI treatment.
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