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Updated: Feb 19, 2026

Author Spotlight: Unlocking Insights into the Immune Cell Landscape of Tumors
Published on: August 18, 2023
TIMER: A Web Server for Comprehensive Analysis of Tumor-Infiltrating Immune Cells
Taiwen Li1,2, Jingyu Fan3, Binbin Wang3
1State Key Laboratory of Oral Diseases, West China Hospital of Stomatology, Sichuan University, Chengdu, China.
Cancer immunotherapy research is advanced by TIMER, a web resource for analyzing tumor-immune interactions. TIMER helps researchers explore immune cell infiltration across various cancers and genetic factors.
Area of Science:
- Oncology
- Immunology
- Bioinformatics
Background:
- Cancer immunotherapy has shown clinical success, highlighting the need to understand tumor-immune system interactions.
- Investigating these complex interactions faces significant computational and experimental hurdles.
Purpose of the Study:
- To introduce the Tumor Immune Estimation Resource (TIMER), a web-based platform for comprehensive analysis of tumor-immune interactions.
- To provide researchers with a tool for exploring molecular characteristics of the tumor microenvironment.
Main Methods:
- TIMER precalculates immune cell infiltration levels for 10,897 tumors across 32 cancer types.
- The platform offers six analytical modules for interactive exploration of data.
- Associations between immune infiltrates and gene expression, clinical outcomes, somatic mutations, and copy number alterations are analyzed.
Main Results:
- TIMER provides precalculated immune subset levels for a large cohort of cancer patients.
- The resource facilitates the exploration of relationships between immune infiltrates and various molecular and clinical factors.
- A user-friendly web interface enables dynamic analysis and visualization.
Conclusions:
- TIMER is a valuable, broadly applicable resource for cancer researchers.
- The platform simplifies the investigation of complex tumor-immune interactions.
- TIMER supports data-driven hypothesis generation in cancer immunology and precision oncology.
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