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Advanced Neurology                                                         Genomic insights into Alzheimer



              The II serves as an indicator of a protein’s stability, with   density in this study ranged from 0.0862 to 0.1832, with
            a value ≤40 suggesting stability. In this study, the analysis   the V717G mutation displaying the lowest density and
            indicated that both the wild-type  APP (40.69) and all   the Flemish mutation having the highest (Table S1).
            mutated APPs exhibited instability, with values ranging   Consequently, these findings reveal that all the scores fell
            from  40.31  to  41.37.  Notably,  the  Swedish  mutation   within an acceptable range, affirming the high quality of
            demonstrated the lowest II, while the Australian mutation   the predicted models for further analysis. The predicted
            had the highest II (Table 1).                      3D protein structures of both wild-type and mutated APPs
              Positive and negative GRAVY values offer insights into   are illustrated in Figure 2.
            the protein’s hydrophobic versus hydrophilic status. In this   I-TASSER  identifies  the  templates  using 10  different
            study, we observed that both wild-type and mutated APPs   template prediction servers and constructs the structure
            were hydrophilic. The GRAVY value for wild-type APP was   based on the best-scoring template (Table S1). In this
            −0.584, followed by the Taiwanese, Tottori, Iowa, London,   study, the template 3KTMA was identified as common
            and V717L mutations, all sharing the same threshold value   among wild-type and all 21 mutations of APPs (Table S1).
            of −0.584 (Table 1).                               In addition, templates 7WB4N (wild-type, 18 out of 20
            3.2. Analysis of 3D structures in predicted wild-type   mutations [excluding Indiana and M722K]), 6N7PX (wild-
            and mutated APPs                                   type, German), 4YNOB (wild-type, 19 out of 20 mutations
                                                               [excluding Indiana]), 7WOOD (wild-type, aA673V,
            The full-length 3D structures of both wild-type and   Arctic, Flemish, French, German, London, Taiwanese,
            mutated APPs were not available in PDB. Consequently,   M722K, and V717L), 6AAYA (wild-type, Australian,
            we employed the I-TASSER server to predict the protein   Iberian, A673V, and V717G) were utilized for the 3D
            3D  structure. I-TASSER  predicts the  protein structure   structure prediction of wild-type and mutated APPs.
            and chooses the optimal model based on various criteria,   However, 10 templates were found to differ when used for
            including the c-score, cluster density, number of decoys,   the 3D structure prediction of different mutated APPs,
            estimated template modeling (TM)-score, and estimated   not including the wild-type  APP. These templates were
            RMSD score. The c-score typically ranges from −5 to 2,   5IJOJ (Indiana), 51QWQ (Indiana, Austrian, Osaka,
            with larger values indicating better quality of the predicted   and Taiwanese), 3UMHA (Indiana), 1QBKB (Indiana),
            protein model, and a c-score exceeding −1.5 suggests a   5OWVA  (Indiana),  3Q7GA  (Arctic,  Austrian,  Flemish,
            protein model with accurate global topology . In this   Taiwanese), 51GWQ (French and A673V), 6Z91A (Arctic,
                                                 [23]
            study, the c-score ranged from −0.68 to −1.43, differing for   Australian,  Iberian,  Iranian,  London,  Swedish,  Tottori,
            wild-type and each mutation of APP, with the exception of   M722K, T719N, V717G, and V717L), 7DRRD (Flemish,
            the Tottori and Flemish mutations (−0.68) (Table S1).
                                                               Iranian, Lowa, Swedish, Tottori, M722K, T719N, V717L),
              The TM-score serves as an indicator of the correct   and 7RHQA (Australia, Austrian, Iberian, Iranian, Osaka,
            topology of the predicted protein model, with a TM-score   Swedish, T719N, and V717G) (Table S1).
            >0.5 considered indicative of a good model. In this study,
            the lowest TM-score, recorded at 0.54 ± 0.15, was associated   3.3. Evaluation of 3D structures in predicted wild-
            with the V717G and V717L mutations, whereas the highest   type and mutated APPs
            TM-score, measured at 0.63 ± 0.14, was observed for the   The evaluation of predicted protein structures was
            Flemish and Tottori mutations. The TM-score for wild-  performed based on the Ramachandran plot statistics,
            type human APP was 0.60 ± 0.14 (Table S1).         ERRAT  score,  ProSA  local  and  overall  model  quality,
              Comparatively, the RMSD score represents the average   and Verify3D score. The Ramachandran plot assesses the
            distance between residues that are structurally aligned   stereochemical quality of the protein model by categorizing
            according to the TM-score . In this study, the estimated   residues into most favored, allowed, generously allowed,
                                 [23]
            lowest RMSD score, measuring 9.9 ± 4.6 Å, was identified   and disallowed regions. A concentration of over 90% of
            for the Flemish and Tottori mutations, while the highest   protein residues in the core area of the Ramachandran
            RMSD score, reaching 11.8 ± 4.5 Å, was associated with   plot implies higher stereochemical quality in the predicted
            the V717G mutation. The RMSD score for the wild-type   protein model. Ramachandran plot statistics were obtained
            human APP was determined to be 10.5 ± 4.6 Å (Table S1).  both before and after refining the predicted protein
                                                               structures.
              The number of structure decoys in a unit of space
            is termed cluster density, and a higher cluster density   The results of the Ramachandran plot statistics for non-
            with an increased structural decoys value indicates a   refined protein models predicted by I-TASSER revealed
            greater level of predictability in the model . The cluster   that ≥66.6%  of residues  are  located in the most  favored
                                              [23]

            Volume 2 Issue 4 (2023)                         7                         https://doi.org/10.36922/an.1734
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