Abstract: Computerized systems and methods for digital histopathology analysis are disclosed. In one embodiment, a series of deep learning networks are used that train, in succession, on datasets of successively increasing relevance. In some examples, learned parameters from at least a portion of one deep learning network are transferred to a next deep learning network in a succession of deep learning networks. In some examples, at least one of the deep learning networks includes a self-supervised learning network. In some examples, at least one of the deep learning networks includes an attention-based learning network. These and other examples and details are disclosed herein in various contexts including, for example evaluating genotypes of cancer tissue (e.g., bladder, prostate, or lung cancer) using histopathology images. In some examples, the context is to assist in predicting presence or absence of certain cancer genotypes and/or predicting patient responses to a new treatment.

Abstract: A novel combination comprising the 17 ?-hydroxylase/C17,20 lyase inhibitor, (3?)-17-(pyridin-3-yl)androsta-5,16-dien-3-ol or a pharmaceutically acceptable salt or solvate thereof, with a PI3K? inhibitor, 2-methyl-1-{[2-methyl-3-(trifluoromethyl)phenyl]methyl}-6-(4-morpholinyl)-1H-benzimidazole-4-carboxylic acid, or a pharmaceutically acceptable salt thereof, pharmaceutical compositions comprising the same and methods of using such combinations and compositions in the treatment of conditions in which the inhibition of 17 ?-hydroxylase/C17,20 lyase and/or PI3K? is beneficial, e.g., cancer.

Abstract: A novel combination comprising the androgen receptor inhibitor, 4-(3-(4-Cyano-3-(trifluoromethyl)phenyl)-5,5-di-methyl-4-oxo-2-thioxoimidazolidin-1-yl)-2-fluoro-N-methylbenzamide or a pharmaceutically acceptable salt or solvate thereof, with a PI3K? inhibitor, 2-methyl-1-{[2-methyl-3-(trifluoromethyl)phenyl]methyl}-6-(4-morpholinyl)-1H-benzimidazole-4-carboxylic acid, or a pharmaceutically acceptable salt thereof, pharmaceutical compositions comprising the same and methods of using such combinations and compositions in the treatment of conditions in which the inhibition of androgen receptor and/or PI3K? is beneficial, e.g., cancer.

Abstract: A novel combination comprising a B-Raf inhibitor, particularly N-{3-[5-(2-Amino-4-pyrimidinyl)-2-(1,1-dimethylethyl)-1,3-thiazol-4-yl]-2-fluorophenyl}-2,6-difluorobenzenesulfonamide or a pharmaceutically acceptable salt thereof, and/or the MEK inhibitor N-{3-[3-cyclopropyl-5-(2-fluoro-4-iodo-phenylamino)6,8-dimethyl;-2,4,7-trioxo-3,4,6,7-tetrahydro-2H-pyrido[4,3-d]pyrimidin-1-yl]phenyl}acetamide, or a pharmaceutically acceptable salt or solvate thereof, and an EGFR inhibitor suitably cetuximab (Erbitux) or erlotinib; pharmaceutical compositions comprising the same and methods of using such combinations and compositions in the treatment of conditions in which the inhibition of MEK and/or B-Raf and/or EGFR is beneficial, eg. cancer.