Submitted:
05 September 2025
Posted:
09 September 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
3. Results


| Complex | ΔG | Van der Waal energy | Electrostatic energy | Polar solvation energy | Non-polar solvation energy | Solvation Energy |
|---|---|---|---|---|---|---|
| 5M8M-kojic acid | -13.41±2.92 | -23.37±2.03 | -5.41 ± 2.04 | 15.37 ± 3.31 | -1.84 ± 0.04 | 15.36± 3.31 |
| 5M8M-Compound 12 | -15.80±3.10 | -25.70±2.10 | -7.00 ± 2.10 | 18.60± 3.40 | 2.00 ± 0.08 | 16.60± 3.40 |
| 5M8M-Tropolone | -11.50±2.20 | -20.20±2.00 | -3.40 ± 1.90 | 13.40 ± 2.50 | -1.60 ± 0.26 | 11.80± 2.50 |
| Compound | E_HOMO (a.u.) | E_LUMO (a.u.) | ΔE (a.u.) | η (a.u.) | I (a.u.) | A (a.u.) | χ (a.u.) | ω (a.u.) |
|---|---|---|---|---|---|---|---|---|
| 1 | -0.22417 | -0.06247 | 0.1617 | 0.08085 | 0.22417 | 0.06247 | 0.14332 | 0.12704 |
| 2 | -0.2058 | -0.0588 | 0.147 | 0.0735 | 0.2058 | 0.0588 | 0.1323 | 0.11907 |
| 3 | -0.2205 | -0.06247 | 0.15802 | 0.07901 | 0.2205 | 0.06247 | 0.14148 | 0.12668 |
| 4 | -0.2205 | -0.05512 | 0.16537 | 0.08269 | 0.2205 | 0.05512 | 0.13781 | 0.11484 |
| 5 | -0.20947 | -0.0588 | 0.15067 | 0.07534 | 0.20947 | 0.0588 | 0.13413 | 0.11941 |
| 6 | -0.21682 | -0.06615 | 0.15067 | 0.07534 | 0.21682 | 0.06615 | 0.14148 | 0.13286 |
| 7 | -0.21682 | -0.04777 | 0.16905 | 0.08452 | 0.21682 | 0.04777 | 0.1323 | 0.10354 |
| 8 | -0.22785 | -0.06615 | 0.1617 | 0.08085 | 0.22785 | 0.06615 | 0.147 | 0.13363 |
| 9 | -0.22785 | -0.06982 | 0.18375 | 0.09187 | 0.22785 | 0.06982 | 0.14883 | 0.12056 |
| 10 | -0.22417 | -0.06247 | 0.1617 | 0.08085 | 0.22417 | 0.06247 | 0.14332 | 0.12704 |
| 11 | -0.21315 | -0.06247 | 0.15067 | 0.07534 | 0.21315 | 0.06247 | 0.13781 | 0.12605 |
| 12 | -0.21682 | -0.06247 | 0.15435 | 0.07717 | 0.21682 | 0.06247 | 0.13965 | 0.12635 |
| 13 | -0.2205 | -0.0588 | 0.1617 | 0.08085 | 0.2205 | 0.0588 | 0.13965 | 0.1206 |
| Kojic acid | -0.23152 | -0.04042 | 0.15435 | 0.07717 | 0.23152 | 0.04042 | 0.13597 | 0.11979 |

4. Conclusions
- Designing new tyrosinase inhibitors with better pharmacokinetic and pharmacodynamic properties.
- Studying the mechanisms of action of tyrosinase inhibitors at the molecular and cellular level.
- Evaluating the efficacy of combinations of tyrosinase inhibitors with other anticancer therapies, such as immunotherapy and targeted therapies.
- Identifying biomarkers that will predict patient response to tyrosinase inhibitors.
References
- Ledwoń, P.; Jewgiński, M.; Latajka, R.: Peptides and peptidomimetics as inhibitors of tyrosinase. Wiad. Chem. 2023, 77 (5), 411–423.
- Hałdys, K.; Goldeman, W.; Anger-Góra, N.; Rossowska, J.; Latajka, R.: Monosubstituted acetophenone thiosemicarbazones as potent inhibitors of tyrosinase: Synthesis, inhibitory studies, and molecular docking. Pharmaceuticals 2021, 14 (1), 74. [CrossRef]
- Chang, T. S.: An updated review of tyrosinase inhibitors. Int. J. Mol. Sci. 2009, 10 (6), 2440-2475. [CrossRef]
- Wunderlich, K.; Suppa, M.; Gandini, S.; Lipski, J.; White, J. M.; Del Marmol, V.: Risk factors and innovations in risk assessment for melanoma, basal cell carcinoma, and squamous cell carcinoma. Cancer 2024, 16 (5), 1016. [CrossRef]
- Lazinski, L. M.;Beaumet, M.; Roulier, B.; Gay, R.; Royal, G.; Maresca, M.; Haudecoeur, R.: Design and synthesis of 4-amino-2′,4′-dihydroxyindanone derivatives as potent inhibitors of tyrosinase and melanin biosynthesis in human melanoma cells,” Eur. J. Med. Chem. 2024, 266, 116165. [CrossRef]
- Goelzer Neto, C. F.; do Nascimento, P.; da Silveira, V. C.; de Mattos, A. B. N.; Bertol, C. D.: Natural sources of melanogenic inhibitors: A systematic review. Int. J. Cosmet. Sci. 2022, 44 (2), 143-153. [CrossRef]
- Kamo, H.; Kawahara, R.; Simizu, S.: Tyrosinase suppresses vasculogenic mimicry in human melanoma cells. Oncol. Lett. 2022, 23 (5), 169. [CrossRef]
- Wong, D. J. L.; Ribas, A.: Targeted therapy for melanoma. Cancer Treat. Res 2016, 167, 251-262.
- Boshuizen,, J.; Pencheva, N.; Krijgsman, O.; D’Empaire Altimari, D.; Garrido Castro, P.; de Bruijn, B.; Ligtenberg, M. A.; Gresnigt-Van den Heuvel, E.; Vredevoogd, D. W.; Song, J. Y.; et al. Cooperative targeting of immunotherapy-resistant melanoma and lung cancer by an AXL-targeting antibody-drug conjugate and immune checkpoint blockade. Cancer Res. 2021, 81 (7), 1775-1787. [CrossRef]
- Deri, B.; Kanteev, M.; Goldfeder, M.; Lecina, D.; Guallar, V.; Adir, N.; Fishman, A.: The unravelling of the complex pattern of tyrosinase inhibition,” Sci. Rep. 2016, 6, 34993. [CrossRef]
- Kim, H. D.; Choi, H.; Abekura, F.; Park, J. Y.; Yang, W. S.; Yang, S. H.; Kim, C. H.: Naturally-occurring tyrosinase inhibitors classified by enzyme kinetics and copper chelation. Int. J. Mol. Sci. 2023, 24 (9), 8226. [CrossRef]
- Zuo, A. R.; Dong, H. H.; Yu, Y. Y.; Shu, Q. L.; Zheng, L. X.; Yu, X. Y.; Cao, S. W.: The antityrosinase and antioxidant activities of flavonoids dominated by the number and location of phenolic hydroxyl groups. Chin. Med. 2018, 13 (1), 51,. [CrossRef]
- Hassan, M.; Shahzadi, S.; Kloczkowski, A.: Tyrosinase inhibitors naturally present in plants and synthetic modifications of these natural products as anti-melanogenic agents: A review. Molecules 2023, 28 (1), 378. [CrossRef]
- Lai, X.; Wichers, H. J.; Soler-Lopez, M.; Dijkstra, B. W.: Structure of human tyrosinase related protein 1 reveals a binuclear zinc active site important for melanogenesis. Angew. Chem. Int. Ed. 2017, 56 (33), 9812–9815. [CrossRef]
- Kramer, B.; Rarey, M.; Lengauer, T.: Evaluation of the FLEXX incremental construction algorithm for protein-ligand docking. Proteins 1999, 37 (2), 228–241. [CrossRef]
- Hanwell, M. D.; Curtis, D. E.; Lonie, D. C.; Vandermeersch, T.; Zurek, E.; Hutchison, G. R.: SOFTWARE Open Access Avogadro: an advanced semantic chemical editor, visualization, and analysis platform,” 2012. [Online]. Available: http://www.jcheminf.com/content/4/1/17.
- Yusuf, D.; Davis, A. M.; Kleywegt, G. J.; Schmitt, S.: An alternative method for the evaluation of docking performance: RSR vs RMSD. J. Chem. Inf. Model. 2008, 48 (7), 1411–1422. [CrossRef]
- Kahn, V.; Andrawis, A.: Inhibition of mushroom tyrosinase by tropolone. Phytochem. 1985, 24 (5), 905–908. [CrossRef]
- Van Der Spoel, D.; Lindahl, E.; Hess, B.; Groenhof, G.; Mark, A. E.; Berendsen, H. J. C.: GROMACS: Fast, flexible, and free. J. Comput. Chem. 2005, 26 (16), 1701–1718. [CrossRef]
- Wang, J.; Wolf, R. M.; Caldwell, J. W.; Kollman, P. A.; Case, D. A.: Development and testing of a general amber force field,” J. Comput. Chem. 2005, 25 (9), 1157–1174. [CrossRef]
- Kruse, H.; Goerigk, L.; Grimme, S.: Why the standard B3LYP/6-31G* model chemistry should not be used in DFT calculations of molecular thermochemistry: Understanding and correcting the problem. J. Org. Chem. 2012, 77 (23), 10824–10834. [CrossRef]
- Kanai, K.; Akaike, K.; Koyasu, K.; Sakai, K.; Nishi, T.; Kamizuru, Y.; Nishi, T.; Ouchi, Y.; Seki, K.: Determination of electron affinity of electron accepting molecules. Appl. Phys. A 2009, 95 (1), 309–313. [CrossRef]
- Pearson, R. G.: Chemical hardness and density functional theory. J. Chem. Sci. 2005, 117 (5), 369-377. [CrossRef]
- Islam, N.; Ghosh, D. C.: The electronegativity and the global hardness are periodic properties of atoms. J. Quant. Inf. Sci. 2011, 1 (3), 135–141. [CrossRef]
- Parthasarathi, R.; Subramanian, V.; Roy, D. R.; Chattaraj, P. K.: Electrophilicity index as a possible descriptor of biological activity. Bioorg. Med. Chem. 2004, 12 (21), 5533–5543. [CrossRef]




| Compound | FlexX docking score (human tyrosinase-related protein 1 – PDB 5M8M) |
|---|---|
| 1 | -18.3830 |
| 2 | -11.4455 |
| 3 | -18.1416 |
| 4 | -20.6370 |
| 5 | -19.2495 |
| 6 | -21.8964 |
| 7 | -21.2831 |
| 8 | -18.2830 |
| 9 | -18.6898 |
| 10 | -19.0834 |
| 11 | -21.6780 |
| 12 | -23.5156 |
| 13 | -20.9563 |
| Kojic acid | -16.5135 |
| Tropolone | -11.7053 |
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