Article
Impact of signal intensity normalization of MRI on the generalizability of radiomic-based prediction of molecular glioma subtypes.
European radiology - 1 Apr 2024
Foltyn-Dumitru Martha, Schell Marianne, Rastogi Aditya, Sahm Felix, Kessler Tobias, Wick Wolfgang, Bendszus Martin, Brugnara Gianluca, Vollmuth Philipp
Abstract excerpt
OBJECTIVES: Radiomic features have demonstrated encouraging results for non-invasive detection of molecular biomarkers, but the lack of guidelines for pre-processing MRI-data has led to poor generalizability. Here, we assessed the influence of different MRI-intensity normalization techniques on the performance of radiomics-based models for predicting molecular glioma subtypes. METHODS: Preoperative MRI-data from...
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