Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Jul 7;18(1):20220637.
doi: 10.1515/biol-2022-0637. eCollection 2023.

Virtual high-throughput screening: Potential inhibitors targeting aminopeptidase N (CD13) and PIKfyve for SARS-CoV-2

Affiliations

Virtual high-throughput screening: Potential inhibitors targeting aminopeptidase N (CD13) and PIKfyve for SARS-CoV-2

Zijing Ruan et al. Open Life Sci. .

Abstract

Since the outbreak of the novel coronavirus nearly 3 years ago, the world's public health has been under constant threat. At the same time, people's travel and social interaction have also been greatly affected. The study focused on the potential host targets of SARS-CoV-2, CD13, and PIKfyve, which may be involved in viral infection and the viral/cell membrane fusion stage of SARS-CoV-2 in humans. In this study, electronic virtual high-throughput screening for CD13 and PIKfyve was conducted using Food and Drug Administration-approved compounds in ZINC database. The results showed that dihydroergotamine, Saquinavir, Olysio, Raltegravir, and Ecteinascidin had inhibitory effects on CD13. Dihydroergotamine, Sitagliptin, Olysio, Grazoprevir, and Saquinavir could inhibit PIKfyve. After 50 ns of molecular dynamics simulation, seven compounds showed stability at the active site of the target protein. Hydrogen bonds and van der Waals forces were formed with target proteins. At the same time, the seven compounds showed good binding free energy after binding to the target proteins, providing potential drug candidates for the treatment and prevention of SARS-CoV-2 and SARS-CoV-2 variants.

Keywords: CD13; PIKfyve; SARS-CoV-2; drug repurposing; potential inhibitor; virtual screening.

PubMed Disclaimer

Conflict of interest statement

Conflict of interest: Authors state no conflict of interest.

Figures

None
Graphical abstract
Figure 1
Figure 1
Binding energies for virtual hit compounds. The violet line shows the cut-off range for the compounds selected. (a) Binding energy of CD13 with FDA-approved compounds. (b) Binding energy of PIKfyve with FDA-approved compounds.
Figure 2
Figure 2
The binding model of dihydroergotamine against CD13 and PIKfyve. (a) Interactions between dihydroergotamine (green) and associated residues (purple) in the CD13 protein interface pocket (cyan) for SARS‐CoV‐2. (b) Two-dimensional interaction diagram of dihydroergotamine binding to the CD13 active site. (c) Interactions between dihydroergotamine (green) and associated residues (purple) in the PIKfyve protein interface pocket (cyan) for SARS‐CoV‐2. (d) Two-dimensional interaction diagram of dihydroergotamine binding to the PIKfyve active site. The numbers next to the dotted line indicate the interaction distance.
Figure 3
Figure 3
The binding model of Saquinavir against CD13 and PIKfyve. (a) Interactions between Saquinavir (green) and associated residues (purple) in the CD13 protein interface pocket (cyan) for SARS‐CoV‐2. (b) Two-dimensional interaction diagram of dihydroergotamine binding to the CD13 active site. (c) Interactions between Saquinavir (green) and associated residues (purple) in the PIKfyve protein interface pocket (cyan) for SARS‐CoV‐2. (d) Two-dimensional interaction diagram of dihydroergotamine binding to the PIKfyve active site. The numbers next to the dotted line indicate the interaction distance.
Figure 4
Figure 4
The binding model of Olysio against CD13 and PIKfyve. (a) Interactions between Olysio (green) and associated residues (purple) in the CD13 protein interface pocket (cyan) for SARS‐CoV‐2. (b) Two-dimensional interaction diagram of dihydroergotamine binding to the CD13 active site. (c) Interactions between Olysio (green) and associated residues (purple) in the PIKfyve protein interface pocket (cyan) for SARS‐CoV‐2. (d) Two-dimensional interaction diagram of dihydroergotamine binding to the PIKfyve active site. The numbers next to the dotted line indicate the interaction distance.
Figure 5
Figure 5
The binding model of Raltegravir and Ecteinascidin against CD13. (a) Interactions between Raltegravir (green) and associated residues (purple) in the CD13 protein interface pocket (cyan) for SARS‐CoV‐2. (b) Two-dimensional interaction diagram of Raltegravir binding to the CD13 active site. (c) Interactions between Ecteinascidin (green) and associated residues (purple) in the CD13 protein interface pocket (cyan) for SARS‐CoV‐2. (d) Two-dimensional interaction diagram of Ecteinascidin binding to the CD13 active site. The numbers next to the dotted line indicate the interaction distance.
Figure 6
Figure 6
The binding model of Sitagliptin and Grazoprevir against PIKfyve. (a) Interactions between Sitagliptin (green) and associated residues (purple) in the PIKfyve protein interface pocket (cyan) for SARS‐CoV‐2. (b) Two-dimensional interaction diagram of Sitagliptin binding to the PIKfyve active site. (c) Interactions between Grazoprevir (green) and associated residues (purple) in the PIKfyve protein interface pocket (cyan) for SARS‐CoV‐2. (d) Two-dimensional interaction diagram of Grazoprevir binding to the PIKfyve active site. The numbers next to the dotted line indicate the interaction distance.
Figure 7
Figure 7
MD trajectory analysis for the selected top five compound–CD13 complexes. (a) RMSD, root mean square deviation. (b) RMSF, root mean square fluctuation. (c) R g, radius of gyration. (d) SASA, solvent accessible surface area. (e) Hydrogen bonds’ interaction between CD13 and compounds.
Figure 8
Figure 8
MD trajectory analysis for the selected top five compound–CD13 complexes. (a) RMSD, root mean square deviation. (b) RMSF, root mean square fluctuation. (c) R g, radius of gyration. (d) SASA, solvent accessible surface area. (e) Hydrogen bonds interaction between CD13 and compounds.

Similar articles

Cited by

References

    1. Ahmad W, Gull B, Baby J, Panicker NG, Khader TA, Akhlaq S, et al. Differentially-regulated miRNAs in COVID-19: A systematic review. Rev Med Virol. 2023;e2449. - PubMed
    1. Egri SB, Wang X, Diaz-Salinas MA, Luban J, Dudkina NV, Munro JB, et al. Detergent modulates the conformational equilibrium of SARS-CoV-2 Spike during cryo-EM structural determination. Nat Commun. 2023;14(1):2527. - PMC - PubMed
    1. Yu X, Juraszek J, Rutten L, Bakkers MJG, Blokland S, Melchers JM, et al. Convergence of immune escape strategies highlights plasticity of SARS-CoV-2 spike. PLoS Pathog. 2023;19(5):e1011308. - PMC - PubMed
    1. Jackson CB, Farzan M, Chen B, Choe H. Mechanisms of SARS-CoV-2 entry into cells. Nat Rev Mol Cell Biol. 2022;23(1):3–20. - PMC - PubMed
    1. Muralidar S, Ambi SV, Sekaran S, Krishnan UM. The emergence of COVID-19 as a global pandemic: Understanding the epidemiology, immune response and potential therapeutic targets of SARS-CoV-2. Biochimie. 2020;179:85–100. - PMC - PubMed

LinkOut - more resources