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Gene & Protein in Disease                                               Effect of phytochemicals in diabetes



            backbone confirmation, and Ramachandran Z score      The active site, surface features, and functional region
            (−3 to +3) supporting good quality protein backbone   of the target protein were identified by CASTp, an online
            confirmation (Table 4). AMPK1 (Template-4rer.1.A) and   tool, and it shows the occurrence of basic, acidic, and
            AMPK2 (Template-7myj.2.A) have > 95% highly preferred   neutral types of amino acids in the active site. From the
            region and the Z-score value lies between −3.6 and −2.1.   catalytic site amino acids, residues Arg199 for AMPK1 and
            Hence, it was predicted that the selected target protein has   Glu264 for AMPK2 were selected based on lesser binding
            a good backbone. QMEAN scores (represents the degree of   energy among 5 random selections.
            nativeness of protein) for AMPK1 are 0.68 ± 0.05 and for
            AMPK2 0.73 ± 0.05 (Table 5). Greater than 0.6 QMEAN   3.2. Examination of ligand library and lead
            scores for the model protein indicated good quality/more   identification
            nativeness of protein, thus, the selected target can be used   From the PubChem database , the SDF file containing
                                                                                       [50]
            for model preparation.                             the structure and details of C. roseus alkaloids and related


            Table 1. Physiochemical property of target proteins (UniProt and ProtParam value)
            Protein  UniProt/PubMed ID  Length   Molecular   pI  Instability   Aliphatic   GRAVY  Extinction coefficients   T 1/2
                                         (AA)    weight        index   index (AI)        (M  cm , at 280 nm)
                                                                                           ‑1
                                                                                              ‑1
            AMPK1   AAPK1_HUMAN/Q13131  559 AA   64 kDa  8.32  49.44    84.03    −0.461      60,905       30 h
            AMPK2   AAPK2_HUMAN/P54646  552 AA   62 kDa  7.65  49.20    85.11    −0.295      53,290       30 h
            Abbreviations: AA: Amino acid; pI: Isoelectric point; GRAVY: Grand average of hydropathicity; T : Estimated half-life (mammalian reticulocytes, in vitro)
                                                                         1/2

            Table 2. Secondary structure detail of target protein (SOPMA result)
            Proteins  Length   α‑helix   310 helix   π‑helix   β‑bridge   Extended   β‑turn   Bend   Random   Ambiguous   Other
                     (AA)   (Hh)    (Gg)     (Ii)    (Bb)    strand (Ee)  (Tt)  region (Ss)  coil (Cc)  states  states
            AMPK1   559 AA  30.95%  0.00%   0.00%    0.00%    17.35%   6.80%   0.00%   44.90%   0.00%   0.00%
            AMPK2   552 AA  27.72%  0.00%   0.00%    0.00%    17.39%   8.15%   0.00%   46.74%   0.00%   0.00%
            Abbreviation: SOPMA: Self-optimized prediction method


            Table 3. Nature of target protein based on SOSUI prediction
            Receptor       Protein nature       No          Region       Transmembrane sequence        Type
            AMPK1          Soluble protein
            AMPK2          Membrane Protein      1           6–28        KVLLGLLGAAALVTIITVPVVLL       Primary


            Table 4. Ramachandran Z‑score and Ramachandran plot of target proteins
             S. No.  Receptor       Ramachandran   Ramachandran plot
                                      Z‑score
            1      AMPK1              −3.583    Highly preferred observations (Green Crosses)  463 (95.859%)
                   (Template: 4rer. 1.A)        Preferred observations (Brown Triangles)  16 (3.313%)
                                                Questionable observations (Red Circles)  4 (0.828%)



            2      AMPK2              −2.135    Highly preferred observations (Green Crosses)  464 (96.667%)
                   (Template: 7myj. 2.A)        Preferred observations (Brown Triangles)  12 (2.500%)
                                                Questionable observations (Red Circles)  4 (0.833%)




            Note: The Ramachandran Z-score showed how normal a model is as compared to the reference, a score of±3 indicated good protein backbone
            confirmation.


            Volume 2 Issue 3 (2023)                         4                        https://doi.org/10.36922/gpd.0927
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