De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease

Here, potential inhibitors of the SARS-CoV-2 papain-like protease (PL<sup>pro</sup>) are reported. A drug molecule (PL<sup>pro</sup>-50), designed de novo using generative neural networks, interacts with PL<sup>pro</sup> via hydrogen bonding, forming a salt bridge...

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Main Author: Edgar Clyde R. Lopez
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Medical Sciences Forum
Subjects:
Online Access:https://www.mdpi.com/2673-9992/21/1/37
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author Edgar Clyde R. Lopez
author_facet Edgar Clyde R. Lopez
author_sort Edgar Clyde R. Lopez
collection DOAJ
description Here, potential inhibitors of the SARS-CoV-2 papain-like protease (PL<sup>pro</sup>) are reported. A drug molecule (PL<sup>pro</sup>-50), designed de novo using generative neural networks, interacts with PL<sup>pro</sup> via hydrogen bonding, forming a salt bridge, and π–π stacking, making it a promising drug against PL<sup>pro</sup>. PL<sup>pro</sup>-50 has an excellent ADMET profile with good absorbability, high clearance, and low toxicity. Molecular dynamics analysis revealed the stability of the receptor–ligand complex of PL<sup>pro</sup>-50 and PL<sup>pro</sup>. An organic retrosynthesis study showed the feasibility of PL<sup>pro</sup>-50 to be synthesized using low-cost starting materials. Further studies should be performed to determine whether the determined drug candidates are efficacious in treating COVID-19 infections.
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spelling doaj.art-405e9d80b3e94b50b4a5ae4cf92d97d72023-12-22T14:28:44ZengMDPI AGMedical Sciences Forum2673-99922023-04-012113710.3390/ECB2023-14368De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like ProteaseEdgar Clyde R. Lopez0Chemical Engineering Department, Adamson University, 900 San Marcelino St., Ermita, Manila 1000, PhilippinesHere, potential inhibitors of the SARS-CoV-2 papain-like protease (PL<sup>pro</sup>) are reported. A drug molecule (PL<sup>pro</sup>-50), designed de novo using generative neural networks, interacts with PL<sup>pro</sup> via hydrogen bonding, forming a salt bridge, and π–π stacking, making it a promising drug against PL<sup>pro</sup>. PL<sup>pro</sup>-50 has an excellent ADMET profile with good absorbability, high clearance, and low toxicity. Molecular dynamics analysis revealed the stability of the receptor–ligand complex of PL<sup>pro</sup>-50 and PL<sup>pro</sup>. An organic retrosynthesis study showed the feasibility of PL<sup>pro</sup>-50 to be synthesized using low-cost starting materials. Further studies should be performed to determine whether the determined drug candidates are efficacious in treating COVID-19 infections.https://www.mdpi.com/2673-9992/21/1/37SARS-CoV-2COVID-19de novo drug designmolecular dynamics
spellingShingle Edgar Clyde R. Lopez
De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
Medical Sciences Forum
SARS-CoV-2
COVID-19
de novo drug design
molecular dynamics
title De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
title_full De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
title_fullStr De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
title_full_unstemmed De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
title_short De Novo Drug Design of Potential Inhibitors of SARS-CoV-2 Papain-like Protease
title_sort de novo drug design of potential inhibitors of sars cov 2 papain like protease
topic SARS-CoV-2
COVID-19
de novo drug design
molecular dynamics
url https://www.mdpi.com/2673-9992/21/1/37
work_keys_str_mv AT edgarclyderlopez denovodrugdesignofpotentialinhibitorsofsarscov2papainlikeprotease