Neuro / Head & NeckAI / InformaticsResearch
ASL radiomics rivals DSC-enhanced MRI to differentiate radiation brain injury from glioma recurrence
Radiology AI literature (PubMed)4d ago
ASL perfusion radiomics AUC 0.955 in validation for distinguishing radiation brain injury from glioma recurrence, comparable to combined conventional+DSC (0.960). Suggests non-contrast alternative. Single-center retrospective study needs validation.
- Retrospective single-center study with 131 patients for training and 37 for independent validation, all pathologically confirmed diffuse gliomas post-radiotherapy.
- In validation, ASL-CBF radiomics alone achieved AUC 0.955, outperforming DSC-rCBF alone (AUC 0.887) and conventional MRI (AUC 0.720), while combined conventional+DSC reached 0.960.
- Major limitations: small validation cohort (n=37), single-center design, retrospective nature; findings require prospective multi-center validation.
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