4.7 Article

Multi-Level High-Throughput Screening for Discovery of Ligands That Inhibit Insulin Aggregation

期刊

MOLECULAR PHARMACEUTICS
卷 19, 期 11, 页码 3770-3783

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.molpharmaceut.2c00219

关键词

high-throughput screening; insulin formulation; aggregation inhibition; ensemble docking; FDA inactives

资金

  1. Science & Engineering Research Board, Department of Science & Technology, GoI [09/086 (1366)2019-EMR-I]
  2. Ministry of Human Resource Development, GoI fellowship
  3. Council of Industrial and Scientific Research
  4. [EMR/2017/004218]

向作者/读者索取更多资源

A multi-level virtual screening protocol is developed to identify lead molecules that can inhibit insulin aggregation. The protocol involves multiple steps, including screening the inactives database, docking and molecular dynamics simulations, and experimental validation. Riboflavin is identified as the most effective lead molecule for inhibiting insulin aggregation.
We have developed a multi-level virtual screening protocol to identify lead molecules from the FDA inactives database that can inhibit insulin aggregation. The method is based on the presence of structural and interaction specificity in non-native aggregation pathway protein-protein interactions. Some key challenges specific to the present problem, when compared with native protein association, include structural heterogeneity of the protein species involved, multiple association pathways, and relatively higher probability of conformational rearrangement of the association complex. In this multi-step method, the inactives database was first screened using the dominant pharmacophore features of previously identified molecules shown to significantly inhibit insulin aggregation nucleation by binding to its aggregation-prone conformers. We then performed ensemble docking of several low-energy ligand conformations on these aggregation-prone conformers followed by molecular dynamics simulations and binding affinity calculations on a subset of docked complexes to identify a final set of five potential lead molecules to inhibit insulin aggregation nucleation. Their effect on aggregation inhibition was extensively investigated by incubating insulin under aggregation-prone aqueous buffer conditions (low pH, high temperature). Aggregation kinetics were characterized using size exclusion chromatography and Thioflavin T fluorescence assay, and the secondary structure was determined using circular dichroism spectroscopy. Riboflavin provided the best aggregation inhibition, with 85% native monomer retention after 48 h incubation under aggregation-prone conditions, whereas the no-ligand formulation showed complete monomer loss after 36 h. Further, insulin incubated with two of the screened inactives (aspartame, riboflavin) had the characteristic alpha-helical dip in CD spectra, while the no-ligand formulation showed a change to beta-sheet rich conformations.

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