This book describes about the QSAR studies of very prominent cancer target that is histone deacetylase inhibitors. Histone deacetylase is a protein which plays a crucial role in cancer cells proliferation and differentiation. In this books some favorable situations has been describes for the possible targets for anti cancer agents. For this purpose 2D and 3D QSAR studies have been performed and described.