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INNOSC Theranostics and
            Pharmacological Sciences                                            Repurposed Drugs as inhibitors of Pfmrk



            Pfmrk (ID: P90584)  was retrieved from the UniProt
            database. To construct the protein model, the Galaxy
            TBM server  was employed, as shown in  Figure  2.
                      [7]
            The model underwent validation using the SAVES v6.0
                                                         [8]
            server PROtein structure CHECKing (PROCHECK)
            for Ramachandran plot analysis. The model featuring the
            highest percentage of residues in the most favored region
            was selected (Figure S2A). In addition, the model’s quality
            was validated using the PROSa webserver (Figure S2B).
            Subsequently,  the  modeled  protein  underwent  energy
            minimization through SWISS Protein Data Bank (PDB)
            viewer software .
                        [9]
                                                               Figure 2. Modeled structure of Pfmrk obtained through Galaxy TBM
            2.3. Active site identification and selection for   Web server.
            molecular docking
            The  catalytically  active  site  of  Pfmrk  comprises  specific   Table 1. Detailed information about the docking proteins,
            residues, including L16, M75, M91, I93, and F143, which   docking sites, and their corresponding coordinates and
            collectively form a hydrophobic pocket for ATP binding .   references
                                                        [5]
            In hCDK7, the ATP binding site and these five residues   Pfmrk protein sites  Coordinates (X, Y, Z)  Reference
            differ from those in Pfmrk, featuring distinct amino acids,   Docking site:  X_266.09, Y_319.852, Z_ 310.061  [5]
            including D16, I75, F91, F93, and L143 (Waters  et  al.,   Phe15, Lys23, Met91,
            2000). To facilitate molecular docking, a grid box was   ILe93, Tyr96, Ser138,
            prepared based on these five residues located within the   Ala140, and Phe143
            active site of Pfmrk. Detailed information about the amino   ATP binding site:  X_266.09, Y_319.852, Z_310.061  [10]
            acids present in the protein’s docking site, along with their   Leu16, Met75, Met91,
            coordinates, are presented in Table 1.              Ile93, and Phe143

            2.4. Ligand preparation                            protocol incorporated AUTODOCK4 in conjunction with
            A total of 1576 compounds available for purchase in the   the Lamarckian Genetic Algorithm [13,14] . The compound
            U.S. Food and Drug Administration-approved category   selection was based on two criteria: the lowest binding free
            were sourced from the ZINC 15 database, provided in   energy  (kcal/mol)  and  the  presence  of  the  combination
            MOL2    format   (https://zinc.docking.org/substances/  with the highest number of clusters for each compound.
            subsets/fda+for-sale/). In accordance with Lipinski’s rule,   2.6. Molecular dynamic simulation research
            these 1576 compounds were screened, and the removal of
            duplicates, empty structures (salts), isotopes, and inorganic   Molecular dynamic simulations were conducted to validate
            compounds was carried out using the FAF drugs4 server .   the  docking  results  for  Pfmrk  and  the  protein-ligand
                                                        [11]
            This  process  yielded  a  final  database  containing  1467   complexes. Using GROningen MAchine for Chemical
            compounds. All compounds from ZINC15 were already   Simulations (GROMACS) v 2018.8, the top five drugs were
            in a ready-to-dock conformation. These compounds,   subjected to simulation as a positive control. The PRODRG
            provided in MOL2 format, were imported to PyRx software   server version 2.5 [15,16]  was employed to produce boundary
            for energy minimization and subsequently converted to   and topographic files for the ligands using the GROMOS
            the PDB format with charges and atom types (PDBQT) for   force field. The GROMOS 54a7 force field was deployed
            docking .                                          to prepare both the Pfmrk and ligand complexes. To
                  [12]
                                                               ensure an appropriate solvation environment, SPC/E water
            2.5. Molecular docking and compound screening      molecules were added to our system, enclosing it within a
                                                                                               [17]
            Molecular  docking  was  conducted  using  MGLTools   cubic frame with a dimension of 1.2 nm .
            v.1.5.6 Autodock and Raccoon virtual screening tools .   During the ionization step, the system was neutralized
                                                        [13]
            The grid was centered on the active site of Pfmrk that   by  adding  the  appropriate  number  of  Na   and Cl ions.
                                                                                                         - 
                                                                                                 +
            contains amino acid residues, and the grid box was   Energy minimization for all systems was performed with
            constructed  with  the  following  coordinate  dimensions:   an acceptance of 1000 kJ/mol, and a maximum number
            center_ x = 266.09, center_y = 319.852, center_z = 310.061,   of steps was set at 50,000. The particle mesh Ewald
            size_x = 60, size_y = 54, size_z = 54. The principal docking   (PME) method was deployed to establish a cutoff value of

            Volume 7 Issue 1 (2024)                         3                         https://doi.org/10.36922/itps.1313
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