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Updated: Dec 2, 2025

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Tumor Mutational Burden as a Predictive Biomarker in Solid Tumors.
Dan Sha1, Zhaohui Jin2, Jan Budczies3,4
1Departments of Medicine and Gastrointestinal Research Unit, Mayo Clinic, Rochester, Minnesota.
Tumor mutational burden (TMB) predicts immunotherapy response. Standardizing TMB measurement is crucial for its clinical use and expanding patient eligibility for immune checkpoint inhibitors.
Area of Science:
- Oncology
- Genomics
- Immunotherapy
Background:
- Tumor mutational burden (TMB) quantifies somatic mutations per megabase.
- Panel sequencing is now standard for TMB assessment in clinical settings.
- TMB shows potential in predicting immune checkpoint inhibitor (ICI) efficacy.
Purpose of the Study:
- To address the need for prospective validation of TMB cutoffs across tumor types.
- To emphasize the importance of standardizing TMB measurement across platforms.
- To highlight TMB's role in improving predictive accuracy for immunotherapy outcomes.
Main Methods:
- Retrospective analysis of TMB data from clinical trials (e.g., KEYNOTE-158).
- Evaluation of panel sequencing versus whole-exome sequencing for TMB estimation.
- Focus on TMB as a predictive biomarker for ICI therapy.
Main Results:
- TMB levels vary significantly among different cancer types.
- FDA approval of pembrolizumab for TMB-high tumors (KEYNOTE-158) demonstrates clinical utility.
- Retrospective data support TMB as a predictor of ICI response.
Conclusions:
- Harmonization and standardization of TMB estimation and reporting are essential for clinical implementation.
- Validated TMB cutoffs are needed for different tumor types and patient outcomes.
- TMB has the potential to broaden patient selection for ICI therapy.
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