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Abstract #2122

Nosological images of brain tumor MV-MRS 3T data based on classifiers trained with SV-MRS 1.5T data, a proof-of-concept

Gulnur Semahat Ungan1,2, Albert Pons-Escoda3, Daniel Ulinic2, Carles Arus1,2, Alfredo Vellido1,4, and Margarida Julia-Sape1,2
1Centro de Investigacion Biomedica en Red (CIBER), Cerdanyola del Valles, Spain, 2Universitat Autonoma de Barcelona, Cerdanyola del Valles, Spain, 3Hospital de Bellvitge, L'Hospitalet del Llobregat, Spain, 4Universitat Politecnica de Catalunya, Barcelona, Spain

Synopsis

Keywords: Tumors, Spectroscopy, visualization, data analysis, MRS, brain tumoursWe used SV-MRS 1.5T data of patients with brain tumors to create colored-classification images of MV-MRS 3T grids of an independent cohort of patients. In 10 out of 15 MV cases the solid tumor region corresponded to the correct class. In the remaining 5 cases, the reasons for (partial) misclassification included heterogeneity and bad spectral quality.

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Keywords