“…For example, three phosphoryl-containing features were found to have a significant association with AChE/BChE inhibition in this study, e.g., “bond: PO_phosphorus_oxo” for AChE inhibition ( P value = 3.73 × 10 –15 ), “bond: PO_phosphate_dithio” for selective AChE inhibition ( P value = 9.14 × 10 –5 ), and “bond: PO_phosphonate_aliphatic_ester” for BChE inhibition ( P value = 2.14 × 10 –2 ) (Table and Table S4). Consistent with these findings, organophosphate nerve agents containing a phosphoryl (PO bond) group have been reported to disrupt cholinergic neurotransmission by irreversibly inhibiting AChE and BChE activity. , The feature “ring:hetero_[6_6_6]_N_S_phenothiazine” was found significant for BChE selectivity ( P value = 5.00 × 10 –4 ) in this study (Tables and S4). Consistent with this finding, there have been cases in the literature that the phenothiazine core was the basis for selective inhibition of BChE. − For example, ethopropazine, which contains the “ring:hetero_[6_6_6]_N_S_phenothiazine” feature, is a highly selective inhibitor of BChE over AChE (∼1000-fold selectivity) …”