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Pharmacophore Modeling for Targets with Extensive Ligand Libraries: A Case Study on SARS-CoV-2 Mpro
Published on: September 26, 2025
Optimization Rules for SARS-CoV-2 Mpro Antivirals: Ensemble Docking and Exploration of the Coronavirus Protease
Shana V Stoddard1, Serena D Stoddard1,2, Benjamin K Oelkers1
1Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA.
Abstract:
Coronaviruses are viral infections that have a significant ability to impact human health. Coronaviruses have produced two pandemics and one epidemic in the last two decades. The current pandemic has created a worldwide catastrophe threatening the lives of over 15 million as of July 2020. Current research efforts have been focused on producing a vaccine or repurposing current drug compounds to develop a therapeutic. There is, however, a need to study the active site preferences of relevant targets, such as the SARS-CoV-2 main protease (SARS-CoV-2 Mpro), to determine ways to optimize these drug compounds. The ensemble docking and characterization work described in this article demonstrates the multifaceted features of the SARS-CoV-2 Mpro active site, molecular guidelines to improving binding affinity, and ultimately the optimization of drug candidates. A total of 220 compounds were docked into both the 5R7Z and 6LU7 SARS-CoV-2 Mpro crystal structures. Several key preferences for strong binding to the four subsites (S1, S1', S2, and S4) were identified, such as accessing hydrogen binding hotspots, hydrophobic patches, and utilization of primarily aliphatic instead of aromatic substituents. After optimization efforts using the design guidelines developed from the molecular docking studies, the average docking score of the parent compounds was improved by 6.59 -log10(Kd) in binding affinity which represents an increase of greater than six orders of magnitude. Using the optimization guidelines, the SARS-CoV-2 Mpro inhibitor cinanserin was optimized resulting in an increase in binding affinity of 4.59 -log10(Kd) and increased protease inhibitor bioactivity. The results of molecular dynamic (MD) simulation of cinanserin-optimized compounds CM02, CM06, and CM07 revealed that CM02 and CM06 fit well into the active site of SARS-CoV-2 Mpro [Protein Data Bank (PDB) accession number 6LU7] and formed strong and stable interactions with the key residues, Ser-144, His-163, and Glu-166. The enhanced binding affinity produced demonstrates the utility of the design guidelines described. The work described herein will assist scientists in developing potent COVID-19 antivirals.
Insights
Researchers identified key binding preferences for the SARS-CoV-2 main protease (Mpro) active site. These findings provide molecular guidelines to optimize drug candidates for potent COVID-19 antivirals.
Area of Science:
- Structural biology and medicinal chemistry focused on viral protease inhibition.
Background:
- Coronaviruses, including SARS-CoV-2, pose significant global health threats, necessitating the development of effective therapeutics.
- Current research prioritizes vaccine development and drug repurposing, highlighting the need for targeted strategies against viral proteases like SARS-CoV-2 Mpro.
Purpose of the Study:
- To characterize the active site preferences of the SARS-CoV-2 main protease (Mpro) to guide the optimization of drug compounds.
- To establish molecular guidelines for enhancing the binding affinity of potential antiviral agents.
Main Methods:
- Ensemble molecular docking of 220 compounds into SARS-CoV-2 Mpro crystal structures (5R7Z and 6LU7).
- Identification of key binding preferences within the S1, S1', S2, and S4 subsites.
- Molecular dynamic (MD) simulations to assess the stability and interactions of optimized compounds within the Mpro active site.
Main Results:
- Key preferences for strong binding included hydrogen bonding, hydrophobic interactions, and the use of aliphatic substituents.
- Optimization efforts based on identified guidelines improved average binding affinity by over six orders of magnitude (-log10(Kd)).
- Optimized cinanserin derivatives (CM02, CM06) showed enhanced binding affinity and stable interactions with key Mpro residues (Ser-144, His-163, Glu-166).
Conclusions:
- The study provides valuable molecular guidelines for designing and optimizing potent SARS-CoV-2 Mpro inhibitors.
- The developed guidelines demonstrate utility in significantly enhancing drug candidate binding affinity and bioactivity.
- This research aids in the development of effective antiviral therapies against COVID-19.
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