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Gene & Protein in Disease                                         Binding of 11q to DENV and WNV proteases



            temperature at 300 K and the pressure at 1 atm. During   residues and therefore have higher RMSF values. Internal
            each  step,  hydrogen  atoms  were  restrained  by  applying   residues connected to disordered amino acids and residues
            the SHAKE algorithm.  An integration time step of 2 fs   belonging to loop regions also possess higher RMSF values.
                              51
            was considered throughout the simulations. To account   As these residues are far from the active site, they have
            for the long-range electrostatic interactions, the particle–  minimal effects on the complex stability. Nevertheless,
            mesh Ewald approach  was employed, and a threshold   none  of the terminal  residues  have  RMSF  values  >20Å,
                              52
            of 10 Å was considered to account for the non-bonded   and therefore, do not overreact to the solvent environment.
            intermolecular interactions.                         Overall, the residues of WNV protease demonstrated

            2.4. Binding free energy calculations              higher fluctuations with peaks reaching up to ~18 Å, while
                                                               the residues of DENV protease exhibited lower residue
            The Poisson–Boltzmann surface area continuum solvation   fluctuations across the trajectory, generally remaining
            (PBSA) method combined with the molecular mechanics   below ~14 Å, with several regions showing noticeably
                       53
            energy (MM)  of the AMBER 14 program  was used     reduced flexibility compared to WNV–NS2B–NS3–11q.
                                                 45
            to compute the Gibbs  ∆G bind. The last 10 ns of the MD   This, along with RMSD values, suggests that DENV
            trajectory were used to extract 100 snapshots of each   protease adopts a more rigid complex conformation, likely
            complex at a pause of 100 ps to compute ∆G bind. For this   contributing to enhanced binding affinity of 11q.
            purpose, the water molecules and ions were stripped from
                                                               3.3. Radius of gyration
            the MD trajectories. Equation I was used to compute ∆G bind
            as follows:                                        The radius of gyration (Rg) plots (Figure 4) provide insights
                                                               into the compactness and overall structural stability of
            ∆G bind = G cocmplex (minimized) - G protein (unbound,minimized) - G ligand   the  protein-ligand  complexes  during  the  100  ns  MD
            (unbound,minimized)                         (I)    simulation. As shown in  Figure  4A, the DENV–NS2B–
              In this case, ∆G bind  represents the binding free energy,   NS3–11q complex maintained Rg values ranging between
            G complex(minimized) represents the MM/PBSA free energy of the   ~16.5 Å and 17.5 Å throughout the simulation. Similarly,
            minimized complex,  G protein  (unbound,  minimized)  represents  the   the WNV–NS2B–NS3–11q complex exhibited Rg values
            MM/PBSA free energy of the minimized protein following   lying between ~15.5 Å and 16.5 Å (Figure 4B). These results
                                                               indicate that during the simulations, both the proteases
            its release from its bound ligand, and G ligand (unbound, minimized)
            represents the MM/PBSA free energy of the minimized   adopted a compact structure, and the compactness of the
            ligand following its release from the complex. Since normal   WNV protease is slightly higher than that of the DENV
            mode analysis was not considered, entropy contributions   protease. It also indicates that after ligand binding, the
            were absent from the ∆G bind.                      folding structure of the proteases remained intact during
                                                               the simulations.
            3. Results and discussion
                                                               3.4. Solvent accessible surface area (SASA)
            3.1. Root mean square deviation (RMSD)
                                                               The SASA plots depicted in  Figure  4 reveal that the
            The RMSD of the protein C  atoms of different residues   proteases were well exposed to the solvent throughout
                                   α
            of the DENV and WNV proteases (Figure 3A), computed   the simulations. The SASA values of the DENV protease
            by considering the corresponding minimized complexes as   were computed to be between ~8,500 Å  and 10,000 Å ,
                                                                                                            2
                                                                                                2
            references, suggests that the protein does not move much   suggesting a dynamic but moderate surface exposure
            during the MD simulations from its initial conformation.   during the simulation (Figure 4A). These variations may
            RMSD did not cross 2.5Å, manifesting the protein stability   correlate with subtle local conformational rearrangements,
            upon ligand binding. If we compare structural variations of   possibly to optimize ligand binding. In contrast, the WNV–
            the protein C atoms in the WNV and DENV proteases, it   NS2B–NS3 protease showed relatively constant SASA
                       α
            is clear that the WNV protease has slightly higher RMSD   values (~9,000 Å ) with minimal fluctuations (Figure 4B).
                                                                            2
            variations. This is because the WNV protease adjusts its
            conformation to accommodate 11q in its active site and   3.5. The binding of 11q with DENV protease
            hence is more flexible compared to the DENV protease.  The average MD-simulated structure of the NS2B–NS3–
                                                               11q complex belonging to DENV (Figure 5A) reveals that
            3.2. Root mean square fluctuation (RMSF)           the ligand 11q remained intact in the active site of the
            The RMSF of the protease residues (Figure 3B) suggest that   protease throughout the simulations. Notably, the head
            the terminal residues are more flexible than the internal   benzyl group of 11q remained consistently anchored in



            Volume 4 Issue 2 (2025)                         5                               doi: 10.36922/gpd.8293
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