Year 2022,
Volume: 26 Issue: 6, 1723 - 1735, 28.06.2025
Putra Jiwamurwa Pama Tjitda
,
Febri Odel Nitbani
,
Dominus Mbunga
References
-
[1] White N, Dondrop A. Malaria. In: Firth J, Conlon C, Cox T (eds). Oxford Textbook of Medicine. Oxford University Press, London, 2020, pp. 1395–1414.
-
[2] WHO. Malaria. https://www.who.int/health-topics/malaria#tab=tab_1 (accessed October 18, 2021).
-
[3] Guntur RD, Kingsley J, Islam FMA. Epidemiology of Malaria in East Nusa Tenggara Province in Indonesia: Protocol for a Cross-sectional Study. JMIR Res Protoc. 2021;10(4):1–36. [CrossRef]
-
[4] Jiero S, Pasaribu AP. Haematological profile of children with malaria in Sorong, West Papua, Indonesia. Malar J. 2021;20(1):1–12. [CrossRef]
-
[5] Pradines B. Antimalarial Drug Resistance: Clinical Perspectives. In: Mayers D, Sobel J, Ouellette M, et al. (eds). Antimicrobial Drug Resistance. Springer International Publishing AG, Switzerland, 2017, pp. 1245–1275.
-
[6] Kalaria K, Karad S, Raval D. A review on diverse heterocyclic compounds as the privileged scaffolds in antimalarial drug discovery. Eur J Med Chem. 2018;158:917–936. [CrossRef]
-
[7] Agarwal A, Srivastava K, Puri SK, Chauhan PMS. Synthesis of 2,4,6-trisubstituted pyrimidines as antimalarial agents. Bioorg Med Chem. 2005;13(15):4645–4650. [CrossRef]
-
[8] Cabrera DG, Douelle F, Manach CL, Han Z, Paquet T, Taylor D, Njoroge M, Lawrence N, Wiesner L, Witty MJ, Wittlin S, Street LJ, Chibale K. Structure Activity Relationship Studies of Orally Active Antimalarial 3,5-Substituted 2-Aminopyridines. J Med Chem. 2012;55(24):11022–11030. [CrossRef]
-
[9] Pal K, Raza MK, Legac J, Rahman MA, Manzoor S, Rosenthal PJ, Hoda N. Design, synthesis, crystal structure and anti-plasmodial evaluation of tetrahydrobenzo[4,5]thieno[2,3-d]pyrimidine derivatives. RSC Med Chem. 2021;12:970–981. [CrossRef]
-
[10] Manohar S, Rajesh UC, Khan SI, Tekwani BL, Rawat DS. Novel 4-aminoquinoline-pyrimidine based hybrids with improved in vitro and in vivo antimalarial activity. ACS Med Chem Lett. 2012;3(7):555–559. [CrossRef]
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[11] Asif M. Green Synthesis, Green Chemistry, and Environmental Sustainability: An Overview on Recent and Future Perspectives. Green Chem Technol Lett. 2021;7(1):18–27. [CrossRef]
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[12] Surabhi, Singh B. Computer aided drug design. J Drug Deliv Ther Open. 2018;8(5):504–509. [CrossRef]
-
[13] Jufrizal S, Purnomo B, Armunanto R. Design of New Potential Antimalaria Compound Based on QSAR Analysis of Chalcone Derivatives. Int J Pharm Sci. 2016;36(2):71–76.
-
[14] Chaianantakul N, Sirawaraporn R, Sirawaraporn W. Insights Into The Role of The Junctional Region of Plasmodium falciparum Dihydrofolate Reductase-Thymidylate Synthase. Malar J. 2013;12(91):1–13. [CrossRef]
-
[15] Mishra R, Mishra B, Moorthy NSHN. Dihydrofolate Reductase Enzyme: A Potent Target for Antimalarial Research. Asian J Cell Biol. 2006;1(1):48–58. [CrossRef]
-
[16] Syahri J, Yuanita E, Nurohmah BA. Xanthone as Antimalarial: QSAR Analysis, Synthesis, Molecular Docking and In-vitro Antimalarial Evaluation. Orient J Chem. 2017;33(1):29–40. [CrossRef]
-
[17] Frimayanti N, Yam ML, Lee HB, Othman R, Zain SM, Rahman NA. Validation of quantitative structure-activity relationship (QSAR) model for photosensitizer activity prediction. Int J Mol Sci. 2011;12(12):8626–8644. [CrossRef]
-
[18] Golbraikh A, Shen M, Xiao Z, Xiao YD, Lee KH, Tropsha A. Rational Selection of Training and Test Sets For The Development of Validated QSAR Models. J Comput Aided Mol Des. 2003;17:241–253. [CrossRef]
-
[19] Padmaja L, Ravikumar C, Sajan D, Joe IH, Jayakumar VS, Pettit GR, Nielsen OF. Density functional study on the structural conformations and intramolecular charge transfer from the vibrational spectra of the anticancer drug combretastatin-A2. J Raman Spectrosc. 2009;40(4):419–428. [CrossRef]
-
[20] Miar M, Shiroudi A, Pourshamsian K, Oliaey AR, Hatamjafari F. Theoretical investigations on the HOMO–LUMO gap and global reactivity descriptor studies, natural bond orbital, and nucleus-independent chemical shifts analyses of 3-phenylbenzo[d]thiazole-2(3H)-imine and its para-substituted derivatives: Solvent and substituent effects. J Chem Res. 2021;45:147–158. [CrossRef]
-
[21] Gregson A, Plowe C. Mechanisms of Resistance of Malaria Parasites to Antifolates. Pharmacol Rev. 2005;57(1):117–145. [CrossRef]
-
[22] Hadni H, Elhallaoui M. 2D and 3D-QSAR, Molecular Docking and ADMET Properties: In Silico Studies of Azaaurones As Antimalarial Agents. New J Chem. 2020;44(16):6553–6565. [CrossRef]
QSAR and Molecular Docking of Pyrimidine Derivatives Against Plasmodium falciparum dihydrofolate reductase-thymidylate synthase (PfDHFR-TS)
Year 2022,
Volume: 26 Issue: 6, 1723 - 1735, 28.06.2025
Putra Jiwamurwa Pama Tjitda
,
Febri Odel Nitbani
,
Dominus Mbunga
Abstract
New pyrimidine compounds were developed using quantitative structure-activity relationship (QSAR) analysis and molecular docking. The aim of the research was to find the best QSAR equation and to investigate the interaction of the new compound with the target protein of dihydrofolate reductase thymidylate synthase of P. falciparum by molecular docking. Each compound was optimized using AM1 computational methods. In QSAR analysis, statistical calculations involving multi-linear regression (MLR) were performed. The results of QSAR analysis yielded the best equation model, namely Log pMIC = 10.441 - 16.769 (qC7) - 15.880 (qC9) + 5.809 (qC12) + 10.612 (qC13) + 114.506 (LUMO). The addition of electron donating groups such as hydroxyl, amino, N,N-dimethyl amine and halogen also enhanced the antimalarial activity. The molecular docking results showed that the new design of pyrimidine compounds is able to interact with important amino acid residues on the target protein via hydrogen bonds. The presence of pyrrolidine on the C3 pyrimidine ring contributed to the interaction with key amino acid residues via hydrophobic interactions.
References
-
[1] White N, Dondrop A. Malaria. In: Firth J, Conlon C, Cox T (eds). Oxford Textbook of Medicine. Oxford University Press, London, 2020, pp. 1395–1414.
-
[2] WHO. Malaria. https://www.who.int/health-topics/malaria#tab=tab_1 (accessed October 18, 2021).
-
[3] Guntur RD, Kingsley J, Islam FMA. Epidemiology of Malaria in East Nusa Tenggara Province in Indonesia: Protocol for a Cross-sectional Study. JMIR Res Protoc. 2021;10(4):1–36. [CrossRef]
-
[4] Jiero S, Pasaribu AP. Haematological profile of children with malaria in Sorong, West Papua, Indonesia. Malar J. 2021;20(1):1–12. [CrossRef]
-
[5] Pradines B. Antimalarial Drug Resistance: Clinical Perspectives. In: Mayers D, Sobel J, Ouellette M, et al. (eds). Antimicrobial Drug Resistance. Springer International Publishing AG, Switzerland, 2017, pp. 1245–1275.
-
[6] Kalaria K, Karad S, Raval D. A review on diverse heterocyclic compounds as the privileged scaffolds in antimalarial drug discovery. Eur J Med Chem. 2018;158:917–936. [CrossRef]
-
[7] Agarwal A, Srivastava K, Puri SK, Chauhan PMS. Synthesis of 2,4,6-trisubstituted pyrimidines as antimalarial agents. Bioorg Med Chem. 2005;13(15):4645–4650. [CrossRef]
-
[8] Cabrera DG, Douelle F, Manach CL, Han Z, Paquet T, Taylor D, Njoroge M, Lawrence N, Wiesner L, Witty MJ, Wittlin S, Street LJ, Chibale K. Structure Activity Relationship Studies of Orally Active Antimalarial 3,5-Substituted 2-Aminopyridines. J Med Chem. 2012;55(24):11022–11030. [CrossRef]
-
[9] Pal K, Raza MK, Legac J, Rahman MA, Manzoor S, Rosenthal PJ, Hoda N. Design, synthesis, crystal structure and anti-plasmodial evaluation of tetrahydrobenzo[4,5]thieno[2,3-d]pyrimidine derivatives. RSC Med Chem. 2021;12:970–981. [CrossRef]
-
[10] Manohar S, Rajesh UC, Khan SI, Tekwani BL, Rawat DS. Novel 4-aminoquinoline-pyrimidine based hybrids with improved in vitro and in vivo antimalarial activity. ACS Med Chem Lett. 2012;3(7):555–559. [CrossRef]
-
[11] Asif M. Green Synthesis, Green Chemistry, and Environmental Sustainability: An Overview on Recent and Future Perspectives. Green Chem Technol Lett. 2021;7(1):18–27. [CrossRef]
-
[12] Surabhi, Singh B. Computer aided drug design. J Drug Deliv Ther Open. 2018;8(5):504–509. [CrossRef]
-
[13] Jufrizal S, Purnomo B, Armunanto R. Design of New Potential Antimalaria Compound Based on QSAR Analysis of Chalcone Derivatives. Int J Pharm Sci. 2016;36(2):71–76.
-
[14] Chaianantakul N, Sirawaraporn R, Sirawaraporn W. Insights Into The Role of The Junctional Region of Plasmodium falciparum Dihydrofolate Reductase-Thymidylate Synthase. Malar J. 2013;12(91):1–13. [CrossRef]
-
[15] Mishra R, Mishra B, Moorthy NSHN. Dihydrofolate Reductase Enzyme: A Potent Target for Antimalarial Research. Asian J Cell Biol. 2006;1(1):48–58. [CrossRef]
-
[16] Syahri J, Yuanita E, Nurohmah BA. Xanthone as Antimalarial: QSAR Analysis, Synthesis, Molecular Docking and In-vitro Antimalarial Evaluation. Orient J Chem. 2017;33(1):29–40. [CrossRef]
-
[17] Frimayanti N, Yam ML, Lee HB, Othman R, Zain SM, Rahman NA. Validation of quantitative structure-activity relationship (QSAR) model for photosensitizer activity prediction. Int J Mol Sci. 2011;12(12):8626–8644. [CrossRef]
-
[18] Golbraikh A, Shen M, Xiao Z, Xiao YD, Lee KH, Tropsha A. Rational Selection of Training and Test Sets For The Development of Validated QSAR Models. J Comput Aided Mol Des. 2003;17:241–253. [CrossRef]
-
[19] Padmaja L, Ravikumar C, Sajan D, Joe IH, Jayakumar VS, Pettit GR, Nielsen OF. Density functional study on the structural conformations and intramolecular charge transfer from the vibrational spectra of the anticancer drug combretastatin-A2. J Raman Spectrosc. 2009;40(4):419–428. [CrossRef]
-
[20] Miar M, Shiroudi A, Pourshamsian K, Oliaey AR, Hatamjafari F. Theoretical investigations on the HOMO–LUMO gap and global reactivity descriptor studies, natural bond orbital, and nucleus-independent chemical shifts analyses of 3-phenylbenzo[d]thiazole-2(3H)-imine and its para-substituted derivatives: Solvent and substituent effects. J Chem Res. 2021;45:147–158. [CrossRef]
-
[21] Gregson A, Plowe C. Mechanisms of Resistance of Malaria Parasites to Antifolates. Pharmacol Rev. 2005;57(1):117–145. [CrossRef]
-
[22] Hadni H, Elhallaoui M. 2D and 3D-QSAR, Molecular Docking and ADMET Properties: In Silico Studies of Azaaurones As Antimalarial Agents. New J Chem. 2020;44(16):6553–6565. [CrossRef]