“…In recent years, as computational hardware and methodologies continue to improve, computational studies have become increasingly effective at analyzing the mechanism of reaction mechanisms in biomolecules. Specifically for phosphoryl-transfer reactions, hybrid quantum mechanics/molecular mechanics (QM/MM) type of computations (Brunk & Rothlisberger, 2015; Friesner & Guallar, 2005; Garcia-Viloca, Gao, Karplus, & Truhlar, 2004; Hu & Yang, 2008; Kamerlin, Haranczyk, & Warshel, 2009; Monard & Merz, 1999; Riccardi et al, 2006; Senn & Thiel, 2009) has been used by several research groups (Åqvist & Kamerlin, 2016; Carvalho, Szeler, Vavitsas, Åqvist, & Kamerlin, 2015; Duarte, Amrein, & Kamerlin, 2013; Genna, Vidossich, Ippoliti, Carloni, & De Vivo, 2016; Grigorenko et al, 2007; Hayashi et al, 2012; Hou & Cui, 2012, 2013; Kamerlin et al, 2013; Kiani & Fischer, 2014, 2016; McCullagh, Saunders, & Voth, 2014; McGrath, Kuo, Hayashi, & Takada, 2013; Mlynsky et al, 2014; Pabis, Duarte, & Kamerlin, 2016; Rosta, Kamerlin, & Warshel, 2008; Roston & Cui, 2016a, 2016b; Roston, Demapan, & Cui, 2016) to provide mechanistic insights into a broad set of enzymes that catalyze different phosphoryl transfers. These studies underlined subtleties in the interpretation of experimental data, which include both “direct” observations such as crystal structures and “indirect” observables such as kinetic isotope effects (KIEs), activation entropy, and (linear) free energy relationships.…”