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Both studies are characterized by small sets of data relative to the number of predictors under consideration. From the results of these simulation studies, we show that our approach can generate models able to identify key features and provide accurate predictions. The good performance of these models is then exhibited with real data about the MMP-12 enzyme.Covalent functionalization of two-dimensional molybdenum disulfide (2D MoS2 ) holds great promise in developing robust organic-MoS2 hybrid structures. Herein, for the first time, we