Disclosed are methods for methods, compounds, and compositions for treating cancers characterized by therapeutic targeting of the BAP1 histone H2A deubiquitinase (DUB) complex, otherwise referred to herein as the BAP1 complex. In particular, the methods, compounds, and compositions disclosed herein relate to the use of therapeutic agents that inhibit the biological activity of the BAP1 complex for treating cancers such as myeloid neoplasms.