As another application of our atom pair embedding method, we extended the atom pairing concept to 3D space by traversing protein-ligand atom pairs in binding site and utilized a special attention network, axial attention network, to learn atom pair embeddings in binding site and predict protein-ligand interaction. Our method outperformed some previous state-of-the-art models on the public dataset PDBBind 2016.