Submitted:
30 August 2024
Posted:
02 September 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Protein-Protein Docking Studies
2.2. Molecular Dynamics Simulation (MDS) Studies
2.3. Free Energy Calculation (MM-PBSA)
2.4. Principal Component (PC) and Free Energy Landscape (FEL) Analysis
3. Results and Discussion
3.1. Protein-Protein Docking Studies
3.2. Molecular Interaction Studies of Top-Ranked Complex HBD-2/4XCT.
3.3. Molecular Interaction Studies of Top-Ranked Complex HBD-2/2I0E.
3.4. Molecular Dynamics (MD) Simulation Analysis of Two Complexes HBD-2/4XCT and HBD-2/2I0E.
3.5. Binding Free Energy Calculations-MMPBSA Approach (∆Gbind)
3.6. Principal Component (PC) and Free Energy Landscape Analysis
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Prentki, M.; Nolan, C.J. Islet β cell failure in type 2 diabetes. The Journal of clinical investigation 2006, 116, 1802–1812. [Google Scholar] [CrossRef] [PubMed]
- Anselmo, M.I.; Nery, M.; Parisi, M.C. The effectiveness of educational practice in diabetic foot: a view from Brazil. Diabetology & Metabolic Syndrome 2010, 2, 1–4. [Google Scholar]
- Jirkovska, A. Basic questions in therapy of the diabetic foot. Vnitrni Lekarstvi 2002, 48, 542–548. [Google Scholar] [PubMed]
- Lipsky, B.A.; Berendt, A.R.; Cornia, P.B.; Pile, J.C.; Peters, E.J.; Armstrong, D.G.; Deery, H.G.; Embil, J.M.; Joseph, W.S.; Karchmer, A.W. 2012 Infectious Diseases Society of America clinical practice guideline for the diagnosis and treatment of diabetic foot infections. Clinical infectious diseases 2012, 54, e132–e173. [Google Scholar] [CrossRef] [PubMed]
- Demidova-Rice, T.N.; Durham, J.T.; Herman, I.M. Wound healing angiogenesis: innovations and challenges in acute and chronic wound healing. Advances in wound care 2012, 1, 17–22. [Google Scholar] [CrossRef] [PubMed]
- Ryckman, C.; Gilbert, C.; de Médicis, R.; Lussier, A.; Vandal, K.; Tessier, P.A. Monosodium urate monohydrate crystals induce the release of the proinflammatory protein S100A8/A9 from neutrophils. Journal of leukocyte biology 2004, 76, 433–440. [Google Scholar] [CrossRef]
- Busso, N.; So, A. Gout. Mechanisms of inflammation in gout. Arthritis research & therapy 2010, 12, 1–8. [Google Scholar]
- Wong, S.L.; Demers, M.; Martinod, K.; Gallant, M.; Wang, Y.; Goldfine, A.B.; Kahn, C.R.; Wagner, D.D. Diabetes primes neutrophils to undergo NETosis, which impairs wound healing. Nature medicine 2015, 21, 815–819. [Google Scholar] [CrossRef]
- Fadini, G.P.; Menegazzo, L.; Rigato, M.; Scattolini, V.; Poncina, N.; Bruttocao, A.; Ciciliot, S.; Mammano, F.; Ciubotaru, C.D.; Brocco, E. NETosis delays diabetic wound healing in mice and humans. Diabetes 2016, 65, 1061–1071. [Google Scholar] [CrossRef]
- Wang, F.; Huang, D.; Zhu, W.; Li, S.; Yan, M.; Wei, M.; Li, J. Selective inhibition of PKCβ2 preserves cardiac function after myocardial infarction and is associated with improved angiogenesis of ischemic myocardium in diabetic rats. International journal of molecular medicine 2013, 32, 1037–1046. [Google Scholar] [CrossRef]
- Huang, D.; Wang, F.-B.; Guo, M.; Li, S.; Yan, M.-L.; Yu, T.; Wei, M.; Li, J.-B. Effect of combined treatment with rosuvastatin and protein kinase Cβ2 inhibitor on angiogenesis following myocardial infarction in diabetic rats. International Journal of Molecular Medicine 2015, 35, 829–838. [Google Scholar] [CrossRef] [PubMed]
- Gray, R.D.; Lucas, C.D.; MacKellar, A.; Li, F.; Hiersemenzel, K.; Haslett, C.; Davidson, D.J.; Rossi, A.G. Activation of conventional protein kinase C (PKC) is critical in the generation of human neutrophil extracellular traps. Journal of inflammation 2013, 10, 1–8. [Google Scholar] [CrossRef] [PubMed]
- Fadini, G.; Menegazzo, L.; Scattolini, V.; Gintoli, M.; Albiero, M.; Avogaro, A. A perspective on NETosis in diabetes and cardiometabolic disorders. Nutrition, Metabolism and Cardiovascular Diseases 2016, 26, 1–8. [Google Scholar] [CrossRef]
- DEKKER, L.V.; LEITGES, M.; ALTSCHULER, G.; MISTRY, N.; MCDERMOTT, A.; ROES, J.; SEGAL, A.W. Protein kinase C-β contributes to NADPH oxidase activation in neutrophils. Biochemical Journal 2000, 347, 285–289. [Google Scholar] [CrossRef]
- Neeli, I.; Radic, M. Opposition between PKC isoforms regulates histone deimination and neutrophil extracellular chromatin release. Frontiers in immunology 2013, 4, 38. [Google Scholar] [CrossRef]
- Jones, J.I.; Nguyen, T.T.; Peng, Z.; Chang, M. Targeting MMP-9 in diabetic foot ulcers. Pharmaceuticals 2019, 12, 79. [Google Scholar] [CrossRef]
- McLennan, S.; Yue, D.; Twigg, S. Molecular aspects of wound healing in diabetes. Primary Intention: The Australian Journal of Wound Management 2006, 14. [Google Scholar]
- Ambrozova, N.; Ulrichova, J.; Galandakova, A. Models for the study of skin wound healing. The role of Nrf2 and NF-κB. Biomedical Papers of the Medical Faculty of Palacky University in Olomouc 2017, 161. [Google Scholar] [CrossRef]
- Fjell, C.D.; Hiss, J.A.; Hancock, R.E.; Schneider, G. Designing antimicrobial peptides: form follows function. Nature reviews Drug discovery 2012, 11, 37–51. [Google Scholar] [CrossRef]
- Mohanty, T.; Alberius, P.; Schmidtchen, A.; Reiss, K.; Schröder, J.M.; Sørensen, O. Saliva induces expression of antimicrobial peptides and promotes intracellular killing of bacteria in keratinocytes by epidermal growth factor receptor transactivation. British Journal of Dermatology 2017, 176, 403–412. [Google Scholar] [CrossRef]
- Baroni, A.; Donnarumma, G.; Paoletti, I.; Longanesi-Cattani, I.; Bifulco, K.; Tufano, M.A.; Carriero, M.V. Antimicrobial human beta-defensin-2 stimulates migration, proliferation and tube formation of human umbilical vein endothelial cells. Peptides 2009, 30, 267–272. [Google Scholar] [CrossRef] [PubMed]
- Griffith, G.L.; Kasus-Jacobi, A.; Pereira, H.A. Bioactive antimicrobial peptides as therapeutics for corneal wounds and infections. Advances in wound care 2017, 6, 175–190. [Google Scholar] [CrossRef] [PubMed]
- Niyonsaba, F.; Nagaoka, I.; Ogawa, H.; Okumura, K. Multifunctional antimicrobial proteins and peptides: natural activators of immune systems. Current pharmaceutical design 2009, 15, 2393–2413. [Google Scholar] [CrossRef]
- Bruhn, O.; Grötzinger, J.; Cascorbi, I.; Jung, S. Antimicrobial peptides and proteins of the horse-insights into a well-armed organism. Veterinary research 2011, 42, 1–22. [Google Scholar] [CrossRef] [PubMed]
- Corrales-Garcia, L.; Ortiz, E.; Castañeda-Delgado, J.; Rivas-Santiago, B.; Corzo, G. Bacterial expression and antibiotic activities of recombinant variants of human β-defensins on pathogenic bacteria and M. tuberculosis. Protein expression and purification 2013, 89, 33–43. [Google Scholar] [CrossRef] [PubMed]
- Machado, L.R.; Ottolini, B. An evolutionary history of defensins: a role for copy number variation in maximizing host innate and adaptive immune responses. Frontiers in immunology 2015, 6, 115. [Google Scholar] [CrossRef]
- Hans, M.; Madaan Hans, V. Epithelial antimicrobial peptides: guardian of the oral cavity. International journal of peptides 2014, 2014. [Google Scholar] [CrossRef]
- Underwood, M.; Bakaletz, L. Innate immunity and the role of defensins in otitis media. Current allergy and asthma reports 2011, 11, 499–507. [Google Scholar] [CrossRef]
- Laskowski, R.A.; MacArthur, M.W.; Moss, D.S.; Thornton, J.M. PROCHECK: a program to check the stereochemical quality of protein structures. Journal of applied crystallography 1993, 26, 283–291. [Google Scholar] [CrossRef]
- Wiederstein, M.; Sippl, M.J. ProSA-web: interactive web service for the recognition of errors in three-dimensional structures of proteins. Nucleic acids research 2007, 35, W407–W410. [Google Scholar] [CrossRef]
- Schüttelkopf, A.W.; Van Aalten, D.M. PRODRG: a tool for high-throughput crystallography of protein–ligand complexes. Acta Crystallographica Section D: Biological Crystallography 2004, 60, 1355–1363. [Google Scholar] [CrossRef]
- Gangadharappa, B.S.; Sharath, R.; Revanasiddappa, P.D.; Chandramohan, V.; Balasubramaniam, M.; Vardhineni, T.P. Structural insights of metallo-beta-lactamase revealed an effective way of inhibition of enzyme by natural inhibitors. Journal of Biomolecular Structure and Dynamics 2020, 38, 3757–3771. [Google Scholar] [CrossRef] [PubMed]
- Prasanth, D.; Murahari, M.; Chandramohan, V.; Panda, S.P.; Atmakuri, L.R.; Guntupalli, C. In silico identification of potential inhibitors from Cinnamon against main protease and spike glycoprotein of SARS CoV-2. Journal of Biomolecular Structure and Dynamics 2021, 39, 4618–4632. [Google Scholar] [CrossRef] [PubMed]
- Kumari, R.; Kumar, R.; Consortium, O.S.D.D.; Lynn, A. g_mmpbsa A GROMACS tool for high-throughput MM-PBSA calculations. Journal of chemical information and modeling 2014, 54, 1951–1962. [Google Scholar] [CrossRef] [PubMed]
- Ringnér, M. What is principal component analysis? Nature biotechnology 2008, 26, 303–304. [Google Scholar] [CrossRef]
- Amadei, A.; Linssen, A.B.; Berendsen, H.J. Essential dynamics of proteins. Proteins: Structure, Function, and Bioinformatics 1993, 17, 412–425. [Google Scholar] [CrossRef]
- Maisuradze, G.G.; Leitner, D.M. Free energy landscape of a biomolecule in dihedral principal component space: Sampling convergence and correspondence between structures and minima. Proteins: Structure, Function, and Bioinformatics 2007, 67, 569–578. [Google Scholar] [CrossRef]
- Hess, B. Similarities between principal components of protein dynamics and random diffusion. Physical Review E 2000, 62, 8438. [Google Scholar] [CrossRef]
- Amadei, A.; Ceruso, M.A.; Di Nola, A. On the convergence of the conformational coordinates basis set obtained by the essential dynamics analysis of proteins' molecular dynamics simulations. Proteins: Structure, Function, and Bioinformatics 1999, 36, 419–424. [Google Scholar] [CrossRef]
- Pontiggia, F.; Colombo, G.; Micheletti, C.; Orland, H. Anharmonicity and self-similarity of the free energy landscape of protein G. Physical review letters 2007, 98, 048102. [Google Scholar] [CrossRef]










| S. No. | Poses | Z-score | |
|---|---|---|---|
| 4XCT | 2I0E | ||
| 1. | Pose 1 | -118.026 | -140.319 |
| 2. | Pose 2 | -115.232 | -132.052 |
| 3. | Pose 3 | -114.756 | -128.945 |
| 4. | Pose 4 | -113.711 | -128.348 |
| 5. | Pose 5 | -113.289 | -126.638 |
| 6. | Pose 6 | -113.257 | -126.389 |
| 7. | Pose 7 | -112.061 | -126.261 |
| 8. | Pose 8 | -111.632 | -124.635 |
| 9. | Pose 9 | -110.688 | -121.732 |
| 10. | Pose 10 | -109.346 | -120.367 |
| S. No. | Chain A (4XCT) | Chain B (HBD-2) | Distance (Å) |
|---|---|---|---|
| 1. | Tyr179 | Arg291 | 2.82 |
| 2. | His226 | Lys308 | 2.08 |
| 3. | His230 | Lys308 | 3.12 |
| 4. | His236 | Lys308 | 2.90 |
| 5. | Tyr248 | Lys279 | 2.24 |
| 6. | Tyr248 | Lys279 | 1.70 |
| S. No. | Chain A (4XCT) | Chain B (HBD-2) | Distance (Å) |
|---|---|---|---|
| Hydrogen bonding interactions | |||
| 1. | Lys468 | Gln695 | 1.5 |
| 2. | Gly543 | Lys679 | 2.1 |
| Salt-bridge interactions | |||
| 1. | Asp381 | Arg691 | 4.00 |
| 2. | Asp466 | Lys694 | 3.92 |
| 3. | Glu542 | Lys679 | 3.06 |
| 4. | Glu544 | Lys679 | 3.84 |
| S. No. | Complex | Average RMSD (nm) | Average RMSF (nm) | Average ROG (nm) |
Average SASA (nm2) |
|---|---|---|---|---|---|
| 1. | HBD-2/4XCT | 0.303±0.01 | 0.338±0.098 | 1.633±0.034 | 101.278±0.640 |
| 2. | HBD-2/2I0E | 0.399±0.06 | 0.451±0.330 | 2.063±0.024 | 183.409±21.349 |
| S. No. | Complex | Binding free energy (MMPBSA) (kJ/mol) | Van der Waal energy (kJmol) | Electrostatic energy (kJmol) | Polar solvation energy (kJmol) | SASA energy (kJmol) |
|---|---|---|---|---|---|---|
| 1. | HBD-2/4XCT | -2318.73±35.46 | -244.03±28.47 | -29.72.88±35.61 | 929.77±38.78 | -31.59±2.58 |
| 2. | HBD-2/2I0E | -2329.62±61.24 | -415.49±33.27 | -3448.1±171.41 | 1588.83±171.95 | -54.85±3.82 |
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