Theoretical models of inhibitory activity for inhibitors of protein–protein interactions: targeting menin–mixed lineage leukemia with small molecules

Autor: Trupta Purohit, Edyta Dyguda-Kazimierowicz, Tomasz Cierpicki, Wiktoria Jedwabny, Jolanta Grembecka, Szymon Klossowski
Rok vydání: 2017
Předmět:
Zdroj: MedChemComm. 8:2216-2227
ISSN: 2040-2511
2040-2503
DOI: 10.1039/c7md00170c
Popis: Development and binding affinity predictions of inhibitors targeting protein-protein interactions (PPI) still represent a major challenge in drug discovery efforts. This work reports application of a predictive non-empirical model of inhibitory activity for PPI inhibitors, exemplified here for small molecules targeting the menin-mixed lineage leukemia (MLL) interaction. Systematic ab initio analysis of menin-inhibitor complexes was performed, revealing the physical nature of these interactions. Notably, the non-empirical protein-ligand interaction energy comprising electrostatic multipole and approximate dispersion terms (E(10)El,MTP + EDas) produced a remarkable correlation with experimentally measured inhibitory activities and enabled accurate activity prediction for new menin-MLL inhibitors. Importantly, this relatively simple and computationally affordable non-empirical interaction energy model outperformed binding affinity predictions derived from commonly used empirical scoring functions. This study demonstrates high relevance of the non-empirical model we developed for binding affinity prediction of inhibitors targeting protein-protein interactions that are difficult to predict using empirical scoring functions.
Databáze: OpenAIRE