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Prediction of Tumor Control in 90Y Radioembolization by Logit Models with PET/CT-Based Dose Metrics
Yuni K Dewaraja1, Theresa Devasia2, Ravi K Kaza3
1Department of Radiology, University of Michigan, Ann Arbor, Michigan yuni@umich.edu.
This study developed tumor control probability (TCP) models for liver cancer radioembolization using 90Y PET/CT imaging. Results show a strong link between absorbed dose (AD) and treatment response, aiding personalized therapy planning.
Area of Science:
- Nuclear Medicine and Medical Imaging
- Radiation Oncology
- Medical Physics
Background:
- Radioembolization with 90Y is a treatment for liver cancer.
- Accurate dosimetry is crucial for optimizing treatment outcomes and predicting tumor control.
- 90Y PET/CT imaging allows for voxel-level absorbed dose (AD) calculations.
Purpose of the Study:
- To develop tumor control probability (TCP) models for radioembolization using 90Y PET/CT-derived radiobiologic dose metrics.
- To assess the correlation between lesion absorbed dose and tumor shrinkage.
- To evaluate the relationship between non-tumoral liver dose and toxicity.
Main Methods:
- Patients with primary liver cancer or metastases underwent radioembolization with 90Y.
- 90Y PET/CT was used for voxel-level dosimetry to calculate AD and biological effective dose (BED) metrics.
- Logit regression models were employed to correlate lesion-level response (using mRECIST) with dose metrics.
Main Results:
- Tumor shrinkage showed a superior correlation with modified RECIST (mRECIST) compared to RECIST.
- The mean AD and BED metrics for 50% TCP were 292 Gy and 441 Gy, respectively.
- All evaluated dose metrics, including mean AD, were significantly associated with treatment response (AUC 0.87-0.90).
Conclusions:
- Logistic regression TCP models demonstrated a strong association between dose metrics and treatment response probability.
- Mean AD performed comparably to more complex radiobiologic dose metrics in predicting response.
- These findings underscore the importance of incorporating TCP into treatment planning for 90Y radioembolization.
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