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A genome-based model for adjusting radiotherapy dose (GARD): a retrospective, cohort-based study
Jacob G Scott1, Anders Berglund2, Michael J Schell2
1Department of Radiation Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA; Department of Integrated Mathematical Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL, USA.
This study introduces the genomic-adjusted radiation dose (GARD), a molecular signature that predicts radiotherapy effectiveness. GARD can personalize cancer treatment by tailoring radiation doses to individual tumor radiosensitivity, moving towards precision medicine in oncology.
Area of Science:
- Oncology
- Radiation Oncology
- Genomics
Background:
- Radiotherapy is a common cancer treatment but lacks personalization.
- Current methods do not adjust radiation doses based on biological differences in tumors.
- There is a need for precision medicine approaches in radiotherapy.
Purpose of the Study:
- To assess if a patient-specific molecular signature of radiation sensitivity can determine the optimal radiotherapy dose.
- To introduce and validate the genomic-adjusted radiation dose (GARD) as a predictor of radiotherapy outcomes.
Main Methods:
- Derived the genomic-adjusted radiation dose (GARD) using a gene-expression-based radiation sensitivity index and the linear-quadratic model.
- Calculated GARD for 8271 primary tumors across 20 disease sites from the Total Cancer Care (TCC) protocol.
- Assessed GARD's association with clinical outcomes in five independent patient cohorts using multivariable Cox modeling.
Main Results:
- Calculated GARD for 8271 tissue samples, revealing wide variations across and within tumor types.
- Median GARD values varied significantly by cancer type, being lowest in gliomas/sarcomas and highest in cervical/head and neck cancers.
- GARD independently predicted clinical outcomes in breast, lung, glioblastoma, and pancreatic cancers, with high GARD correlating to better survival in breast cancer patients.
Conclusions:
- A GARD-based clinical model can individualize radiotherapy dosage based on tumor radiosensitivity.
- This approach provides a framework for developing genomically-guided clinical trials in radiation oncology.
- GARD represents a significant step towards precision medicine in cancer radiotherapy.
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