Fragment-Based Hologram QSAR Studies on a Series of 2,4-Dioxopyrimidine-1-Carboxamides As Highly Potent Inhibitors of Acid Ceramidase
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Abstract
A series of structurally related 2,4-dioxopyrimidine-1-carboxamide derivatives as highly
potent inhibitors against acid ceramidase were subjected to hologram quantitative
structure-activity relationship (HQSAR) analysis. A training set containing 24 compounds
served to establish the HQSAR model. The best HQSAR model was generated using atoms, bond,
connectivity, donor and acceptor as fragment distinction and 3–6 as fragment size with six
components showing cross-validated q2 value of 0.834 and conventional
r2 value of 0.965. The model was then employed to predict the potency of test
set compounds that were excluded in the training set, and a good agreement between the
experimental and predicted values was observed exhibiting the powerful predictable
capability of this model (rpred2= 0.788). Atom contribution maps indicate that the
electron-withdrawing effects at position 5 of the uracil ring, the preferential acyl
substitution at N3 position and the substitution of eight-carbon alkyl chain length at N1
position predominantly contribute to the inhibitory activity. Based upon these key
structural features derived from atom contribution maps, we have designed novel inhibitors
of acid ceramidase possessing better inhibitory activity.