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Innovative Medicines & Omics                                        Femtomolar inhibition of pseudoeriocitrin



            protein preparation. For this purpose, target proteins   targets. The homology models and Ramachandran plots
            and enzymes found in nematodes, as well as their human   are shown in the Appendices. Two web servers, the SWISS-
            homologs with crystallized structures, were obtained from   MODEL  and Zhang lab I-TASSER, 22-24  were utilized
                                                                      21
            the Brookhaven Protein Databank (http://www.rcsb.org/  to develop a sequence overlap-based model. The most
            pdb). These target proteins and enzymes are known targets   appropriate 3D structure was selected based on Global
            of anthelmintic drugs, such as albendazole (β-tubulin   Model Quality Estimating (GMQE) and Qualitative
            inhibition), thiabendazole (fumarate reductase inhibition),   Model Energy Analysis (QMEAN) values. For QMEAN,
            and certain inhibitors used in Onchocerca lienalis infection   values below 4.0 indicate reliability, while for GMQE, the
            (carnitine o-palmitoyltransferase inhibition).  Human   highest value between 0 and 1 represents the most reliable
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            homolog proteins were used to evaluate the selectivity   predicted structure.
            of the inhibitor. The selected proteins were as follows:
            Ascaris suum fumarate reductase (AsFR) enzyme (PDB ID:   2.4. Docking process
            4YSX, mitochondrial rhodoquinol-fumarate reductase,   Proteins  retrieved from  the  Protein  Data  Bank  or  those
            resolution: 2.25 Å, bound with NN23 inhibitor);  human   with 3D structures predicted by homology modeling were
                                                   15
            fumarate reductase (hFR) enzyme (PDB ID: 6VAX,     docked with ligands using AutoDock4.2.  All energies
                                                                                                 25
            resolution:  2.59  Å);   human  β-tubulin  protein  (PDB   used in the calculation of molecular free binding energy
                             16
            ID: 6E7C, resolution: 3.65 Å);   Haemonchus contortus   (ΔG) in the AutoDock program were described by Morris
                                      17
            β-tubulin protein (PDB ID: 1OJ0, in complex with ABZ,   et al.  The formula to calculate free binding energy is as
                                                                   25
            theoretical structure);  rat CPT 2, a target of anthelmintic   follows:
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            drug  (PDB  ID:  2H4T,  resolution:  1.90  Å,  bound  with
            dodecane [C H ];  and PDB ID: 2FW3, resolution: 2.50   ΔG=RTlnK i                              (I)
                           19
                         26
                      12
            Å, in complex with antidiabetic drug ST1326 ). The work   R is the gas constant (R = 8.314 J/K/mol). T represents
                                                20
            of Taylor et al.  was used as a reference for identifying some   the temperature of the environment measured in Kelvin.
                       14
            target proteins. Since the crystallized form of  β-tubulin
            from  H. contortus was unavailable in protein databases,   The  Ki represents half of the substrate concentration
                                                               required for maximum inhibition of protein-ligand
            its theoretical structure was used. Ions and ligands, except   binding.
            for cofactors and water molecules, were removed. Missing
            hydrogen atoms were added, and the residues of the   The grid box size was determined based on the ligand
            proteins were checked for missing atoms and bonds. After   size or the number of torsions. The cofactor of the protein
            adding all hydrogen atoms, the proteins were optimized   was chosen as the center, or in the absence of a cofactor,
            using the “Clean Geometry” tool, followed by the Charm   the native ligand bound to the protein was placed at the
            forcefield. The optimized proteins were saved in PDB   center of the grid box. For the β-tubulin protein docking
            format using Discovery Studio 2020 Client, then opened   simulation, the ligand bound to the protein was selected
            using ADT to add Gasteiger charges, and finally saved in   as the center. For the CPT 2 enzyme, the coordinates
            PDBQT format.                                      provided by Taylor et al. were used as a reference. Atoms
                                                                                  14

                                                               at the active site of the protein were allowed to move freely,
            2.3. Homology modeling                             while the rest of the protein remained rigid. To dock
            The known protein sequences for S. obvelata were searched   proteins with their natural ligands in their co-crystallized
            using the UniProt Knowledgebase. Although the COX1   form, the natural ligands were used as a reference. The
            and COX2 proteins from the mitochondrial genome are   dielectric constant was set to 10, the ionic strength to
            not known targets of anthelmintics, they were selected   0.145, the dimensions of the grid box to 60 × 60 × 60, and
            because they are vital to oxyurid nematodes. Since the   the grid point to 0.375 Å. Since the number of rotational
            genome sequence of  S. obvelata and the experimental   bonds was <10, the maximum number of generations was
            crystal structure of the  S. obvelata  COX1 (SoCOX1)   set to 27,000 and the maximum number of extensions was
            and COX2 (SoCOX2) proteins are unknown, homology   set to 2,500,000. The docking procedure was performed
            modeling was employed to predict their 3D structures.   using the Lamarckian Genetic Algorithm 4.2. AutoDock
            Proteins from other oxyurid nematodes, E.  vermicularis   4.2 scoring functions were used to generate ten different
            β-tubulin (EvTub) protein and  Caenorhabditis elegans   conformations for each ligand. After sorting the ligands by
            glucose transporter 1 (CeGLUT1) receptor were also   their free binding energy, the interactions at the binding
            in silico modeled using homology modeling, as they are   site of the ligands were analyzed using ADT and Biovia
            essential for nematodes and represent potential drug   Discovery Studio 2020 Client.



            Volume 2 Issue 2 (2025)                         84                               doi: 10.36922/imo.6026
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