Molecular Docking and ADMET Profiling of Novel Human Dipeptidyl Peptidase-IV Inhibitors of Natural Origin from Dalbergia sissoo: In Silico Prediction in Antidiabetic Potential
Abstract
In the quest for efficient treatment for diabetes mellitus (DM), human dipeptidyl peptidase-IV (DPP-IV) inhibitors have shown potential oral antidiabetic medications. Despite their potential, many existing medications are associated with adverse effects, highlighting the need for novel and safer alternatives. Type 2 diabetes mellitus (T2DM) treatment often relies on incretin hormones (GLP-1 and GIP), which play crucial roles in metabolism, such as enhancing secretion of insulin. However, the DPP-IV enzyme deactivates these incretins, necessitating the identification of effective DPP-IV inhibitors as potential antidiabetic agents. Although synthetic inhibitors like vildagliptin, sitagliptin, and saxagliptin are available, they can have adverse effects. Conversely, several natural plants and products inhibit the DPP-IV enzyme, offering safer and effective alternatives for diabetes treatment. This research uses a multifaceted strategy involving pharmacokinetic/toxicity assessment and in-silico Molecular Docking to explore the potential of phytochemicals from Dalbergia sissoo (D. sissoo) as DPP-IV inhibitors with antidiabetic properties. An investigation of 21 specific phytoconstituents from D. sissoo using molecular docking shows that six of them have a higher binding affinity (ΔG ≥ -7.3 kcal/mol) and significantly lower inhibition constants (Ki ≤ 3.17 µM) compared to the well-established drug Vildagliptin (ΔG = -7.3 kcal/mol, Ki = 4.45 µM). Among the top-performing compounds, Sissotrin, Isocaviudin, Tectoridin, Caviunin 7-O-glucoside, Biochanin A, 6, 7-Dimethoxy-4-phenylcoumarin, Tectorigenin, Nordalbergin, 5-Hydroxy-6,7,4'-trimethoxyisoflavone, and Dalbergin, additional study utilizing pharmacophore/ADMET profiling validates their drug-like characteristics. These phytochemicals follow Lipinski's Rule of Five, showing desirable drug qualities and having high oral availability. The results indicate that phytochemicals from D.sissoo, especially the specific compounds identified, show potential as DPP-IV inhibitors. These compounds show strong in-silico properties and deserve more experimental testing, suggesting they could be safer and more efficient options for developing new antidiabetic drugs.
Keywords:
DPP-IV, Molecular docking, T2DM, Dalbergia sissoo, Antidiabetic agentsDOI
https://doi.org/10.25004/IJPSDR.2024.160512References
IDF Diabetes Atlas 2021 – 10th edition | [Internet]. 2021. bl 1–141 International Diabetes Federation. Available from:https://diabetesatlas.org/idfawp/resource-files/2021/07/IDF_Atlas_10th_Edition_2021.pdf
Green BD, Flatt PR, Bailey CJ. Dipeptidyl peptidase IV (DPP IV) inhibitors: A newly emerging drug class for the treatment of type 2 diabetes. Diabetes and Vascular Disease Research. 2006;3(3):159–165. Available from: doi.10.1016/j.beem.2007.09.003
Havale SH, Pal M. Medicinal chemistry approaches to the inhibition of dipeptidyl peptidase-4 for the treatment of type 2 diabetes. Bioorganic and Medicinal Chemistry [Internet]. 2009;17(5):1783–1802. Available from: http://dx.doi.org/10.1016/j.bmc.2009.01.061
Yazbeck R, Howarth GS, Abbott CA. Dipeptidyl peptidase inhibitors, an emerging drug class for inflammatory disease? Trends in Pharmacological Sciences. 2009;30(11):600–607. Available from: doi: 10.1016/j.tips.2009.08.003.
Glorie L, D’Haese PC, Verhulst A. Boning up on DPP4, DPP4 substrates, and DPP4-adipokine interactions: Logical reasoning and known facts about bone related effects of DPP4 inhibitors. Bone [Internet]. 2016;92:37–49. Available from: http://dx.doi.org/10.1016/j.bone.2016.08.009
Mentlein R, Gallwitz B, Schmidt WE. Dipeptidyl‐peptidase IV hydrolyses gastric inhibitory polypeptide, glucagon‐like peptide‐1(7–36)amide, peptide histidine methionine and is responsible for their degradation in human serum. European Journal of Biochemistry. 1993;214(3):829–835. Available from: doi: 10.1111/j.1432-1033.1993.tb17986.x.
Brubaker PL, Drucker DJ. Minireview: Glucagon-like peptides regulate cell proliferation and apoptosis in the pancreas, gut, and central nervous system. Endocrinology. 2004;145(6):2653–2659. Available from: doi.10.1210/en.2004-0015
Meier JJ, Nauck MA, Schmidt WE, Gallwitz B. Gastric inhibitory polypeptide: The neglected incretin revisited. Regulatory Peptides. 2002;107(1–3):1–13. Available from: doi: 10.1016/s0167-0115(02)00039-3
Demuth HU, McIntosh CHS, Pederson RA. Type 2 diabetes - Therapy with dipeptidyl peptidase IV inhibitors. Biochimica et Biophysica Acta - Proteins and Proteomics. 2005;1751(1):33–44. Available from: doi: 10.1016/j.bbapap.2005.05.010.
Mendieta L, Tarrago T, Giralt E. Recent patents of dipeptidyl peptidase IV inhibitors. Expert Opinion on Therapeutic Patents. 2011;21(11):1693–1741. Available from: doi:10.1517/13543776.2011.627325
Klemann C, Wagner L, Stephan M, von Hörsten S. Cut to the chase: a review of CD26/dipeptidyl peptidase-4’s (DPP4) entanglement in the immune system. Clinical and Experimental Immunology. 2016;185(1):1–21. Available from: doi: 10.1111/cei.12781
Anshika, Pandey RK, Singh L, Kumar S, Singh P, Pathak M, et al. Plant bioactive compounds and their mechanistic approaches in the treatment of diabetes: a review. Future Journal of Pharmaceutical Sciences [Internet]. 2022;8(1):1-11. Available from: https://doi.org/10.1186/s43094-022-00443-3
Yadav M, Yadav RKS. Molecular Docking, Pharmacophore Modeling and ADMET Profiling study of some Bioactive Phytochemicals from Indigofera tinctoria as Potential PPARϒ Inhibitors for the Treatment of Diabetes: An In-Silico Study. Journal of Chemical Health and Risks [Internet]. 2023;13(6):2706–20. Available from: https://jchr.org/index.php/JCHR/article/view/2322/1688
Yadav M, Yadav RKS. In Silico Characterization of a Novel Bioactive Compound derived from Psidium guajava 4-[5-(Pyridin-4-yl)-1,2,4-oxadiazol-3-yl]-1,2,5-oxadiazol-3-amine: A Potential Inhibitor for Targeting Signaling Proteins involved in Diabetes Development. International Journal of Pharmaceutical Sciences and Drug Research. 2024;16(2):180–190. Available from: doi.10.25004/IJPSDR.2024.160207
Deacon CF. Dipeptidyl peptidase 4 inhibitors in the treatment of type 2 diabetes mellitus. Nature Reviews Endocrinology [Internet]. 2020;16(11):642–653. Available from: http://dx.doi.org/10.1038/s41574-020-0399-8
Shaikh S, Lee EJ, Ahmad K, Ahmad SS, Lim JH, Choi I. A comprehensive review and perspective on natural sources as dipeptidyl peptidase-4 inhibitors for management of diabetes. Pharmaceuticals. 2021;14(6):591-608. Available from: https://doi.org/10.3390/ph14060591
Shaikh S, Ali S, Lim JH, Chun HJ, Ahmad K, Ahmad SS, et al. Dipeptidyl peptidase-4 inhibitory potentials of Glycyrrhiza uralensis and its bioactive compounds licochalcone A and licochalcone B: An in silico and in vitro study. Frontiers in Molecular Biosciences. 2022;9:1–10. Available from: https://doi.org/10.3389/fmolb.2022.1024764
Thakur P, Pandit V, Gupta S. Antidiabetic Potential of Herbal Nanoformulation of DPP-4 Inhibitors - A Molecular Perspective. Eur. Chem. Bull. 2022;11(12): 2123-2194.
Sharma D, Kumar S, Kumar S, Kumar D. DPP-IV inhibitors from natural sources: An alternative approach for treatment and management of diabetes. Indian Journal of Natural Products and Resources. 2019;10(4):227–237. Available from: http://nopr.niscpr.res.in/handle/123456789/54204
Sehra SY, Sharma J. Pharmacological Effects and Medicinal Importance of Dalbergia Sissoo-a Review. International Journal of Pharmaceutical, Chemical & Biological Sciences [Internet]. 2018;8(2):234–243. Available from: www.ijpcbs.com
Ranjusha VP. Pharmacological potentials of Dalbergia Sissoo -A mini review. International Journal for Research Trends and Innovation. 2023;8(3):474–481. Available from: https://www.ijrti.org/papers/IJRTI2303083.pdf
Yasmeen S, Gupta P. Interaction of Selected Terpenoids From Dalbergia sissoo With Catalytic Domain of Matrix Metalloproteinase-1: An In Silico Assessment of Their Anti-wrinkling Potential. Bioinformatics and Biology Insights. 2019;13:1-11. Available from: https://doi.org/10.1177/1177932219896538
Naik HN, Kanjariya D, Parveen S, Ahmed I, Meena A, Patel H, et al. LC–MS profiling, in vitro and in silico C-ABL kinase inhibitory approach to identify potential anticancer agents from Dalbergia sissoo leaves. Scientific Reports [Internet]. 2024;14(1):1–15. Available from: https://doi.org/10.1038/s41598-023-49995-1
Hossain A, Rahman ME, Faruqe MO, Saif A, Suhi S, Zaman R, et al. Characterization of Plant-Derived Natural Inhibitors of Dipeptidyl Peptidase-4 as Potential Antidiabetic Agents: A Computational Study. Pharmaceutics. 2024;16(4):483-503. Available from: https://doi.org/10.3390/pharmaceutics16040483
Elya B, Forestrania RC, Hashim NM, Triadisti N. Dipeptidyl peptidase-4 inhibition of Peronema canescens Jack leaves and stems: Bioassay-guided fractionation, compound profiling by LC-MS/MS, and interaction mechanism. Journal of Applied Pharmaceutical Science. 2024;0(00):1–12. Available from: doi.10.7324/japs.2024.161007
Berger JP, SinhaRoy R, Pocai A, Kelly TM, Scapin G, Gao Y, et al. A comparative study of the binding properties, dipeptidyl peptidase‐4 (DPP ‐4) inhibitory activity and glucose‐lowering efficacy of the DPP ‐4 inhibitors alogliptin, linagliptin, saxagliptin, sitagliptin and vildagliptin in mice. Endocrinology, Diabetes & Metabolism. 2018;1(1):1–8. Available from: doi.10.1002/edm2.2
Tang YZ, Wang G, Jiang ZH, Yan TT, Chen YJ, Yang M, et al. Efficacy and safety of vildagliptin, sitagliptin, and linagliptin as add-on therapy in Chinese patients with T2DM inadequately controlled with dual combination of insulin and traditional oral hypoglycemic agent. Diabetology and Metabolic Syndrome. 2015;7(1):1–9. Available from: doi:10.1097/MD.0000000000004543
Protein Data Bank [Internet]. Available at: https://www.rcsb.org/
BIOVIA, Dassault Systèmes, Discovery Studio, 2021, San Diego: Dassault Systèmes, 2021. - Google Search [Internet]. Available from: https://doi.org/10.1002/(SICI)1096-987X(19981115)19:14%3C1639::AID-JCC10%3E3.0.CO;2-B
Dallakyan S OA. Small-molecule library screening by docking with PyRx. Methods Mol Biol 2015;1263:243-250 doi: [Internet]. 2015;1263:243–50. Available from: https://pubmed.ncbi.nlm.nih.gov/25618350/
IMPPAT: Indian Medicinal Plants, Phytochemistry And Therapeutics [Internet]. Available from: https://cb.imsc.res.in/imppat/
PubChem Dat Bank [Internet]. Available from: https://pubchem.ncbi.nlm.nih.gov/
Morris GM, Goodsell DS, Halliday RS, Huey R, Hart WE, Belew RK, et al. Automated docking using a Lamarckian genetic algorithm and an empirical binding free energy function. Journal of Computational Chemistry. 1998;19(14):1639–1662. Available from: /https://dasher.wustl.edu/chem430/readings/jcc-19-1639-98.pdf
Molinspiration Cheminformatics Publications [Internet]. [cited 23 November 2023]. Available from: https://www.molinspiration.com/cgi-bin/properties
SwissADME [Internet]. [cited 24 November 2023]. Available from: http://www.swissadme.ch/
Yang H, Chaofeng L, Lixia S, Jie L, Yingchun C, Zhuang W, et al. AdmetSAR 2.0: web-service for prediction and optimization of chemical ADMET properties. Bioinformatics [Internet]. 2017;33(16):1–7. Available from: 10.1093/bioinformatics/bty707/5085368
ADMETlab 2.0 [Internet]. [cited 24 November 2023]. Available from: https://admetmesh.scbdd.com/
ProTox-3.0 - Prediction of TOXicity of chemicals [Internet]. Available from: https://tox.charite.de/protox3/index.php?site=compound_input
Lipinski CA, Lombardo F, Dominy BW, Feeney PJ. Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings. Advanced Drug Delivery Reviews [Internet]. 2012;64(SUPPL.):4–17. Available from: http://dx.doi.org/10.1016/j.addr.2012.09.019
Ashraf SA, Elkhalifa AEO, Mehmood K, Adnan M, Khan MA, Eltoum NE, et al. Multi-targeted molecular docking, pharmacokinetics, and drug-likeness evaluation of okra-derived ligand abscisic acid targeting signaling proteins involved in the development of diabetes. Molecules. 2021;26(19):5957-5979. Available from: https://doi.org/10.3390/ molecules26195957
Luo W, Deng J, He J, Yin L, You R, Zhang L, et al. Integration of molecular docking, molecular dynamics and network pharmacology to explore the multi-target pharmacology of fenugreek against diabetes. Journal of Cellular and Molecular Medicine. 01 Julie 2023;27(14):1959–1974. Available from: doi. 10.1111/jcmm.17787
Kuhn B, Hennig M, Mattei P. Molecular Recognition of Ligands in Dipeptidyl Peptidase IV. Current Topics in Medicinal Chemistry. 2007;7(6):609–620. Available from: doi: 10.2174/156802607780091064
Zettl H, Schubert-Zsilavecz M, Steinhilber D. Medicinal chemistry of incretin mimetics and DPP-4 inhibitors. Chem Med Chem. 2010;5(2):179–185. Available from: doi:10.1002/cmdc.200900448
Aertgeerts K, Ye S, Tennant MG, Kraus ML, Rogers J, Sang B, et al. Crystal structure of human dipeptidyl peptidase IV in complex with a decapeptide reveals details on substrate specificity and tetrahedral intermediate formation. Protein Science. 2004;13(2):412–421. Available from: doi: 10.1110/ps.03460604
Nabeno M, Akahoshi F, Kishida H, Miyaguchi I, Tanaka Y, Ishii S, et al. A comparative study of the binding modes of recently launched dipeptidyl peptidase IV inhibitors in the active site. Biochemical and Biophysical Research Communications [Internet]. 2013;434(2):191–6. Available from: http://dx.doi.org/10.1016/j.bbrc.2013.03.010
Badoni H, Singh S, Sharma P, Waheed SM. In silico investigation of phytoconstituents from various plants against neuroinflammatory markers as potent therapeutic targets. International Journal of Pharmacy and Pharmaceutical Sciences. 2016;8(3):45–52. Available from: https://mail.innovareacademics.in/journals/index.php/ijpps/article/view/10057
Feng ZJ, Lai WF. Chemical and Biological Properties of Biochanin A and Its Pharmaceutical Applications. Pharmaceutics. 2023;15(4):2-14. Available from: https://doi.org/10.3390/pharmaceutics15041105
Yu C, Zhang P, Lou L, Wang Y. Perspectives Regarding the Role of Biochanin A in Humans. Frontiers in Pharmacology. 2019;10:1–11. Available from: doi:10.3389/fphar.2019.00793
Xiong Y, Yang Y, Yang J, Chai H, Li Y, Yang J, et al. Tectoridin, an isoflavone glycoside from the flower of Pueraria lobata, prevents acute ethanol-induced liver steatosis in mice. Toxicology [Internet]. 2010;276(1):64–72. Available from: http://dx.doi.org/10.1016/j.tox.2010.07.007
Yuen GKW, Ho BSY, Lin LSY, Dong TTX, Tsim KWK. Tectoridin Stimulates the Activity of Human Dermal Papilla Cells and Promotes Hair Shaft Elongation in Mouse Vibrissae Hair Follicle Culture. Molecules. 2022;27(2):1-13. Available from: doi: 10.3390/molecules27020400
Kothari P, Tripathi AK, Girme A, Rai D, Singh R, Sinha S, et al. Caviunin glycoside (CAFG) from Dalbergia sissoo attenuates osteoarthritis by modulating chondrogenic and matrix regulating proteins. Journal of Ethnopharmacology [Internet]. 2022;282:114315. Available from: https://doi.org/10.1016/j.jep.2021.114315
Lim HS, Kim YJ, Kim BY, Park G, Jeong SJ. The anti-neuroinflammatory activity of tectorigenin pretreatment via downregulated NF-κB and ERK/JNK pathways in BV-2 microglial and microglia inactivation in mice with lipopolysaccharide. Frontiers in Pharmacology. 2018;9:1–13. Available from: doi: 10.3389/fphar.2018.00462
Lo J, Wu HE, Liu CC, Chang KC, Lee PY, Liu PL, et al. Nordalbergin Exerts Anti-Neuroinflammatory Effects by Attenuating MAPK Signaling Pathway, NLRP3 Inflammasome Activation and ROS Production in LPS-Stimulated BV2 Microglia. International Journal of Molecular Sciences. 2023;24(8):1–13. Available from: doi: 10.3390/ijms24087300
Sutrapu S, Pal RS, Khurana N, Vancha H, Mohd S, Chinnala KM, Kumar B, Pilli G. Diabetes Warriors from Heart Wood: Unveiling Dalbergin and Isoliquiritigenin from Dalbergia latifolia as Potential Antidiabetic Agents in-vitro and in-vivo. Cell Biochem Biophys. 2024;82(2):1309-1324. Available from doi: 10.1007/s12013-024-01285-x
Huang PK, Lin SR, Chang CH, Tsai MJ, Lee DN, Weng CF. Natural phenolic compounds potentiate hypoglycemia via inhibition of Dipeptidyl peptidase IV. Scientific Reports [Internet]. 2019;9(1):1–11. Available from: http://dx.doi.org/10.1038/s41598-019-52088-7
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