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INNOSC Theranostics and
            Pharmacological Sciences                                          PI3K-α inhibitors for cancer immunotherapy



            enclosure score and the druggability score, indicating that   indicating a strong and favorable interaction of the ligand
            a rise in the druggability score corresponds to a higher   with the target receptor, suggesting a higher potential for
            degree of cavity enclosure, represented by the enclosure   binding and therapeutic activity of optimal efficacy.
            score. A  higher enclosure score suggests an envelope   Figures  5-9 depict the computed results for the
            with a tighter barrier that would prevent ligands from   binding site exposure score, which explains the degree of
            releasing once it is enclosed. Hence, an enclosure score   accessibility or availability of the binding site to interact
            of 0.8035 depicted a high-affinity enclosure (potentially   with a ligand, as well as its openness to solvents. However,
            stimulus-sensitive) for the 6PYS human PI3K-α protein to   in Figures 5-9, the exposure scores of the SiteMaps range
            envelope a ligand and act as a diffusion barrier, providing   from 0.5405 – 0.6446. A  lower exposure score indicates
            an excellent slow release. 56                      a deeper or well-encapsulated site favorable for excellent
              Conversely, the pocket hydrophilicity (hydrophilic   ligand-protein binding. More so, for a favorable binding,
            interaction  score)  of  the  protein  depicted  an  inverse   the Van der Waals contact with the receptor should lie
            correlation  with  the  druggability  score,  as  illustrated  in   at least 4  Å  from the  nearest protein atom. Hence, the
            Figures  5-9. The hydrophilicity of the binding pockets   numeric value of the exposure score of SiteMap 5 (Figure 9)
            primarily favors polar ligands,  which have a strong   suggested that better molecular mechanotransduction
                                      57
            affinity for water and are soluble in water. Although the   could occur, due to a deeper and better-encapsulated site
            results shown in Figures 5-9 are approximately identical,   location in the receptor for ligand binding. 55
            SiteMap 5 obtained the best hydrophilic interaction score   The dynamics around the hydrophobicity of a binding site
            of 1.1301, indicating that the binding site provided a   is another important property that ensures the presence of
            better hydrophilic environment with a higher affinity for   hydrophobic characters necessary for high binding affinity.
            interacting with polar ligands and water compared to other   Hydrophobicity is a characteristic that measures the extent
            binding sites.                                     to which a molecule is able to repel water. Proteins tend
              In addition, Figures 5-9 present the computed results of   to bury hydrophobic residues within their core during the
            the volume of potential binding sites from the respective   folding process to stabilize the protein structure and prevent
            SiteMaps. The volume of the binding pocket plays a   aggregation.  However,  the  hydrophobic  interaction  score
            significant role in the process of rational drug discovery. The   measures how effectively hydrophobic molecules interact
            size and shape of the drug molecule that can successfully   with each other in a solvent environment.  Figures  5-9
            bind to the protein depend on the volume of the binding   depict the results of the respective SiteMaps’ hydrophobic
            pocket. While a smaller binding pocket might be better   interaction scores. The hydrophobic interaction score for
            suited for tiny molecules, a larger binding pocket might   SiteMap 4 (Figure  8) was 0.7735, ranking top among all
            be able to accommodate larger medication molecules. In   the SiteMaps assessed. This result depicted a region with a
            Figures 5-9, binding SiteMap 1 suggested a larger binding   higher propensity for stronger hydrophobic binding sites
            volume of 2067.6040 Å when compared to the other   to bind to ligands with higher affinity. In general, entropic
                                3
            binding SiteMaps. In any case, a well-fitted ligand into the   phenomena cause hydrophobic molecules to interact with
            receptor pocket can trigger signaling transduction, while a   each other in water. 57
            mismatch in volume fitting may decrease responses.
                                                               3.4. Molecular docking analyses
              Figures  5-9 display the result of the ligand-receptor
            complex contact score. The contact score is a property that   In this study, we report a comprehensive workflow involving
            evaluates the strength of the average site-point interactions,   three stages of virtual screening processes: HTVS, SP, and
            such as hydrogen bonding, electrostatic interactions,   XP modes that simultaneously incorporated molecular
            hydrophobic interactions, and non-bonded Van der   docking at each stage to discover potential top-performing
            Waals interactions with the receptor.  These interactions   PI3K-α inhibitors for the suppression of human PI3K-α-
                                          55
            contribute to the stability and strength of the ligand-  related problems.
            receptor complex and are essential for effective binding.   Table 1 reveals four potential candidates identified
            The contact score provides a numerical value representing   as top-ranked inhibitory molecules from the virtual
            the quality of the ligand-receptor interaction, calibrated   screening and docking of several ligands on the human
            such that the average score for the sub-micromolar sites   6PYS protein complex. The molecular docking results of
            is 1.0, facilitating comparison between sites, where a   these  compounds  revealed  that  the  structural  motifs  of
            higher value indicates better interaction. In  Figures  5-9,   the top-ranked potential inhibitory molecules that could
            the contact score ranged from 0.8492 – 1.0307. SiteMap   bind to the 6PYS human PI3K-α protein consisted of
            5 possessed the highest contact score value (1.0307),   cyclic sulfonamide derivatives attached to pyridine cores,


            Volume 7 Issue 2 (2024)                         11                               doi: 10.36922/itps.2340
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