Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Mar 23;11(1):6.
doi: 10.1007/s40203-023-00142-8. eCollection 2023.

Computational design, molecular properties, ADME, and toxicological analysis of substituted 2,6-diarylidene cyclohexanone analogs as potent pyridoxal kinase inhibitors

Affiliations

Computational design, molecular properties, ADME, and toxicological analysis of substituted 2,6-diarylidene cyclohexanone analogs as potent pyridoxal kinase inhibitors

Fabian Audu Ugbe et al. In Silico Pharmacol. .

Abstract

Leishmaniasis is one of the tropical diseases which affects over 12 million people mainly in the tropical regions of the world and is caused by the leishmanial parasites transmitted by the female sand fly. The lack of vaccines to prevent leishmaniasis, as well as limitations of existing therapies necessitated this study which was focused on a combined virtual docking screening and 3-D QSAR modeling approach to design some diarylidene cyclohexanone analogs, while also performing pharmacokinetic analysis and Molecular Dynamic (MD) simulation to ascertain their drug-ability. As a result, the built 3-D QSAR model was found to satisfy the requirement of a good model with R2 = 0.9777, SDEC = 0.0593, F-test = 105.028, and Q2 LOO = 0.6592. The template (compound 9, MolDock score = - 161.064) and all seven newly designed analogs were found to possess higher docking scores than the reference drug (Pentamidine, Moldock score = - 137.827). The results of the pharmacokinetic analysis suggest 9 and the new molecules (9a, b, c, e, and f) as orally bioavailable with good ADME and safe toxicological profiles. These molecules also showed good binding interactions with the receptor (pyridoxal kinase). Additionally, the MD simulation result confirmed the stability of the tested protein-ligand complexes, with an estimated ∆G binding (MM/GBSA) of - 65.2177 kcal/mol and - 58.433 kcal/mol for 9_6K91 and 9a_6K91 respectively. Hence, the new compounds, especially 9a could be considered potential anti-leishmanial inhibitors.

Keywords: 3-D QSAR; ADMET; Diarylidene cyclohexanone; Leishmaniasis; Molecular docking; Molecular dynamics.

PubMed Disclaimer

Conflict of interest statement

Conflict of interestThe authors declare that they have no competing interests.

Figures

Fig. 1
Fig. 1
3D representation of PdxK showing the binding site
Fig. 2
Fig. 2
3D representation of compound 9 in the active site of PdxK
Fig. 3
Fig. 3
Molecular alignment of structures for the QSAR modeling A Alignment template (compound 9 with the highest O3A_Score of 4002.51). B All structures aligned
Fig. 4
Fig. 4
Correlation between predicted and observed pIC50 for training and test sets
Fig. 5
Fig. 5
Steric field contour maps of compound 9 A Red contours showing regions of unfavorable steric bulk. B Blue contours represent regions of favorable steric bulk
Fig. 6
Fig. 6
Electrostatic field contour maps of compound 9 A Yellow contours represent regions favored by high electron density or unfavorable to electron-withdrawing substituents. B Green contours showing regions of unfavorable high electron density or favorable to electron-withdrawing groups
Fig. 7
Fig. 7
Binding interactions of PdxK with A Compound 9. B Pentamidine
Fig. 8
Fig. 8
Binding interactions of PdxK with A 9a, B 9c C, 9e, and D 9f
Fig. 9
Fig. 9
RMSD plot for MD simulation of Compound 9 and 9a with PdxK
Fig. 10
Fig. 10
RMSF plot for MD simulation of Compound 9 and 9a with PdxK
Fig. 11
Fig. 11
Plot of Radius of gyration (Rg) versus time for MD simulation of Compound 9 and 9a with PdxK
Fig. 12
Fig. 12
3D structural orientation of the ligand–protein complexes. A Non-simulated 9_6K91, B Simulated 9_6K91, C Non-simulated 9a_6K91, D Simulated 9a_6K91
Fig. 13
Fig. 13
2D representation of binding interactions of the simulated complexes A 9_6K91, B 9a_6K91

References

    1. Abdullahi SA, Uzairu A, Shallangwa GA, Uba S, Umar AB. In-silico activity prediction, structure-based drug design, molecular docking and pharmacokinetic studies of selected quinazoline derivatives for their antiproliferative activity against triple negative breast cancer (MDA-MB231) cell line. Bullet Nat Res Centre. 2022;46:2. doi: 10.1186/s42269-021-00690-z. - DOI
    1. Adeniji SE, Arthur DE, Abdullahi M, Abdullahi A, Ugbe FA. Computer-aided modeling of triazole analogues, docking studies of the compounds on DNA gyrase enzyme and design of new hypothetical compounds with efficient activities. J Biomole Structure Dyn. 2020 doi: 10.1080/07391102.2020.1852963. - DOI - PubMed
    1. Al-Attraqchi OH, Mordi MN. 2D- and 3D-QSAR, molecular docking, and virtual screening of pyrido [2,3-d] pyrimidin-7-one-based CDK4 inhibitors. J Appl Pharma Sci. 2022;12(01):165–175.
    1. Are S, Gatreddi S, Jakkula P, Qureshi IA. Structural attributes and substrate specificity of pyridoxal kinase from Leishmania donovani. Int J Biol Macromol. 2020;152:812–827. doi: 10.1016/j.ijbiomac.2020.02.257. - DOI - PubMed
    1. Baell JB, Holloway GA. New substructure filters for removal of Pan Assay Interference Compounds (PAINS) from screening libraries and for their exclusion in bioassays. J Med Chem. 2010;53(7):2719–2740. doi: 10.1021/jm901137j. - DOI - PubMed