Official Github Repository of the paper:
Hsieh, K.L.; Chen, Q.; Salzillo, T.C.; Zhang, J.; Jiang, X.; Bhattacharya, P.K.; Shams, S. Hyperpolarized Magnetic Resonance Imaging, Nuclear Magnetic Resonance Metabolomics, and Artificial Intelligence to Interrogate the Metabolic Evolution of Glioblastoma. Metabolites 2024, 14, 448. https://doi.org/10.3390/metabo14080448
Check with the requirements.txt.
Please download the dataset from https://zenodo.org/records/13148055
For each task, find the label from the label file.
Conceptualization, K.L.H., T.C.S., X.J., P.K.B. and S.S.; methodology, K.L.H., Q.C., J.Z., X.J. and S.S.; A.I model, K.L.H., Q.C., X.J. and S.S.; validation, K.L.H., T.C.S., X.J., P.K.B. and S.S.; formal analysis, K.L.H., T.C.S., X.J., P.K.B. and S.S.; resources, X.J., P.K.B. and S.S.; data curation, K.L.H. and T.C.S.; writing—original draft preparation, K.L.H., Q.C. and T.C.S.; writing—review and editing, K.L.H., Q.C., T.C.S., J.Z., X.J., P.K.B. and S.S.; visualization, K.L.H. and T.C.S.; supervision, X.J., P.K.B. and S.S.; project administration, X.J., P.K.B. and S.S.; funding acquisition, X.J., P.K.B. and S.S. All authors have read and agreed to the published version of the manuscript.