In conclusion, a new algorithm, 3DPocket, was created to predict protein-ligand binding sites. The algorithm is relatively fast (~10 minutes compared to 30+ minutes with PocketPicker). When tested on a variety of previously analyzed proteins, its results matched experimental findings. 3DPocket performs better than comparable algorithms (MCC = 0.38).