Shape matters: unsupervised exploration of IDH-wildtype glioma imaging survival predictors.

Martha Foltyn-DumitruMustafa Ahmed MahmutogluGianluca BrugnaraTobias KesslerFelix SahmWolfgang WickSabine HeilandMartin BendszusPhilipp VollmuthMarianne Schell

Published in: European radiology (2024)

Shape radiomics and tumor volume clustering in IDH-wildtype gliomas are investigated for enhanced prognostic accuracy. Two distinct phenotypic clusters were identified with different median OSs. Integrating shape radiomics and volume-based clustering enhances OS prediction in IDH-wildtype glioma patients.

Keyphrases

low grade
end stage renal disease
high grade
ejection fraction
newly diagnosed
lymph node metastasis
single cell
high resolution
chronic kidney disease
wild type
machine learning
rna seq
peritoneal dialysis
squamous cell carcinoma
contrast enhanced
magnetic resonance
free survival
photodynamic therapy