3D vs. 2D MRI radiomics in skeletal Ewing sarcoma: Feature reproducibility and preliminary machine learning analysis on neoadjuvant chemotherapy response prediction.

Salvatore Gitto,Valentina D A Corino,Alessio Annovazzi,Estevāo Milazzo Machado,Marco Bologna, Lorenzo Marzorati,Domenico Albano,Carmelo Messina,Francesca Serpi,Vincenzo Anelli,Virginia Ferraresi, Carmine Zoccali,Alberto Aliprandi,Antonina Parafioriti,Alessandro Luzzati,Roberto Biagini,Luca Mainardi,Luca Maria Sconfienza

Frontiers in oncology（2022）

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摘要

Compared to 2D approach, 3D MRI radiomics of Ewing sarcoma had superior reproducibility and higher accuracy in predicting response to neoadjuvant chemotherapy, particularly when using logistic regression classifier.

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关键词

Ewing sarcoma,artificial intelligence,machine learning,magnetic resonance imaging,radiomics,texture analysis

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