Computational design of substrate selective inhibition.
Benny Da'adoosh1, Kon Kaito2, Keishi Miyashita2
1Molecular Modeling Laboratory, Institute for Drug Research, The Hebrew University of Jerusalem, Jerusalem, Israel.
Plos Computational Biology
|March 21, 2020
Summary
Computational methods successfully identified novel substrate-selective inhibitors (SSI) for Prolyl Oligopeptidase (POP). This breakthrough allows targeted enzyme inhibition, minimizing side effects by preserving essential enzymatic functions.
Area of Science:
- Enzymology and Drug Discovery
- Computational Chemistry
- Biochemistry
Background:
- Enzymes often process multiple substrates, necessitating selective inhibition to avoid blocking vital catalytic actions and causing side effects.
- Traditional enzyme inhibition methods targeting catalytic residues lack substrate selectivity.
- The need for substrate-selective inhibitors (SSI) is critical, but computational discovery methods have not yet been applied.
Purpose of the Study:
- To demonstrate a novel computational approach for discovering substrate-selective inhibitors (SSI).
- To identify SSI for Prolyl Oligopeptidase (POP), a serine protease with distinct substrate kinetics for Thyrotropin Releasing Hormone (TRH) and Angiotensin-III (Ang-III).
Main Methods:
- Utilized an in-house Iterative Stochastic Elimination (ISE) algorithm and a structure-based pharmacophore approach to develop two computational models.
- Screened a large dataset of approximately 1.8 million commercially available molecules.
- Reduced the dataset to a final set of 20 molecules for experimental validation, alongside five randomly selected controls.
Main Results:
- Two novel SSI candidates were identified and experimentally validated.
- One validated SSI acts as a competitive inhibitor for Ang-III (increasing Km) but a non-competitive inhibitor for TRH (decreasing Vmax).
- The computational models effectively prioritized molecules with desired substrate-selective inhibitory properties.
Conclusions:
- A successful computational strategy for discovering substrate-selective inhibitors (SSI) has been established.
- This approach enables the design of targeted enzyme inhibitors, offering a promising avenue for therapeutic development with reduced adverse effects.
- The identified SSI for POP demonstrates differential inhibition of substrate processing, validating the computational methodology.
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