“…Kittelmann et al developed QSAR models to capture the binding behavior of proteins on single mode charged surfaces and employed descriptors based on this work to further probe these protein binding orientations (Kittelmann et al, 2017a, 2017b). Previous work in our lab has involved the use of several biophysical techniques such as NMR (Chung, Freed, et al, 2010; Gudhka, Bilodeau, et al, 2021; Gudhka, Vats, et al, 2021; Holstein, Chung, et al, 2012; Holstein, Parimal, et al, 2012; Srinivasan et al, 2014), ITC (Srinivasan et al, 2014), atomic force microscopy (AFM) (Srinivasan et al, 2017), QSM (Srinivasan et al, 2018) as well as molecular dynamic simulations (Banerjee et al, 2017; Freed & Cramer, 2011) to study protein–ligand interactions. A combination of AFM and MD simulations has been used to evaluate hypothesized binding regions and to quantify interaction energies.…”