1. Radiomics approach for identifying radiation-induced normal tissue toxicity in the lung.
- Author
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Drayson, Olivia, Montay-Gruel, Pierre, and Limoli, Charles
- Subjects
Extracellular vesicles ,Machine learning ,Radiomics ,Radiotherapy ,Animals ,Mice ,Lung ,Humans ,Cone-Beam Computed Tomography ,Extracellular Vesicles ,Female ,Radiation Injuries ,Experimental ,Radiation Injuries ,Radiomics - Abstract
The rapidly evolving field of radiomics has shown that radiomic features are able to capture characteristics of both tumor and normal tissue that can be used to make accurate and clinically relevant predictions. In the present study we sought to determine if radiomic features can characterize the adverse effects caused by normal tissue injury as well as identify if human embryonic stem cell (hESC) derived extracellular vesicle (EV) treatment can resolve certain adverse complications. A cohort of 72 mice (n = 12 per treatment group) were exposed to X-ray radiation to the whole lung (3 × 8 Gy) or to the apex of the right lung (3 × 12 Gy), immediately followed by retro-orbital injection of EVs. Cone-Beam Computed Tomography images were acquired before and 2 weeks after treatment. In total, 851 radiomic features were extracted from the whole lungs and
- Published
- 2024