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Updated: Feb 15, 2026

Enrichment and Characterization of the Tumor Immune and Non-immune Microenvironments in Established Subcutaneous Murine Tumors
Published on: June 7, 2018
Profiling Tumor Infiltrating Immune Cells with CIBERSORT.
Binbin Chen1, Michael S Khodadoust2,3,4, Chih Long Liu2
1Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
Tumor infiltrating leukocytes (TILs) are crucial for cancer prognosis. The CIBERSORT computational method accurately quantifies these immune cells from gene expression data, offering a standardized approach for tumor microenvironment analysis.
Area of Science:
- Immunology
- Bioinformatics
- Computational Biology
Background:
- Tumor infiltrating leukocytes (TILs) are key components of the tumor microenvironment.
- TILs correlate with patient prognosis and therapeutic response.
- Current methods like immunohistochemistry and flow cytometry have limitations in standardization and phenotypic marker scope.
Purpose of the Study:
- To introduce CIBERSORT, a computational method for quantifying immune cell fractions.
- To demonstrate the application of CIBERSORT for characterizing TILs in tumor samples.
- To provide a primer on using CIBERSORT with gene expression profiles.
Main Methods:
- CIBERSORT utilizes support vector regression.
- It leverages prior knowledge of purified leukocyte subset expression profiles.
- The method infers cellular components from bulk tissue gene expression profiles (GEPs).
Main Results:
- CIBERSORT accurately estimates the immune cell composition of tumor biopsies.
- The method is applicable to both microarray and RNA-Seq data.
- CIBERSORT offers a versatile computational approach to immune cell quantification.
Conclusions:
- CIBERSORT provides a robust and standardized method for TIL analysis.
- This computational approach overcomes limitations of traditional immune cell enumeration techniques.
- CIBERSORT facilitates deeper understanding of the tumor immune microenvironment.
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