Metal oxide supports often play an active part in heterogeneous catalysis by moderating both the structure and the electronic properties of the metallic catalyst particle. In order to provide some fundamental understanding on these effects, we present here a DFT investigation of the binding of O and CO on Pt nanoparticles supported on titania (anatase) surfaces. These systems are complex and in order to develop realistic models here we needed to perform DFT calculations with up to ∼1000 atoms. By performing full geometry relaxations at each stage, we avoid any effects of "frozen geometry" approximations. In terms of the interaction of the Pt nanoparticles with the support, we find that the surface deformation of the anatase support contributes greatly to the adsorption of each nanoparticle, especially for the anatase (001) facet. We attempt to separate geometric and electronic effects, and find a larger contribution to ligand binding energy arising from the former. Overall, we show an average weakening (compared to the isolated nanoparticle) of ∼0.1 eV across atop, bridge and hollow binding sites on supported Pt 55 for O and CO, and a preservation of site preference. Stronger effects are seen for O on Pt 13 , which is heavily deformed by anatase supports. In order to rationalise our results and examine methods for faster characterisation of metal catalysts, we make use of electronic descriptors, including the d-band centre and our electronic density based descriptor. We expect that the approach followed in this study could be applied to study other supported metal catalysts.