QSAR studies on benzothiophene derivatives as Plasmodium falciparum N-myristoyltransferase inhibitors: Molecular insights into affinity and selectivity

被引:10
作者
Garcia, Mariana L. [1 ]
de Oliveira, Andrew A. [1 ]
Bueno, Renata, V [1 ]
Nogueira, Victor H. R. [1 ]
de Souza, Guilherme E. [1 ]
Guido, Rafael V. C. [1 ]
机构
[1] Univ Sao Paulo, Sao Carlos Inst Phys, Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
malaria; N-myristoyltransferase; QSAR; EFFICIENT GENERATION; ELECTROSTATIC POTENTIALS; ANALYSIS COMSIA; ORBITAL METHODS; FIELD ANALYSIS; AM1-BCC MODEL; PREDICTION; DISCOVERY; 3D-QSAR; DESIGN;
D O I
10.1002/ddr.21646
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Malaria is an infectious disease caused by protozoan parasites of the genus Plasmodium and transmitted by Anopheles spp. mosquitos. Due to the emerging resistance to currently available drugs, great efforts must be invested in discovering new molecular targets and drugs. N-myristoyltransferase (NMT) is an essential enzyme to parasites and has been validated as a chemically tractable target for the discovery of new drug candidates against malaria. In this work, 2D and 3D quantitative structure-activity relationship (QSAR) studies were conducted on a series of benzothiophene derivatives as P. falciparum NMT (PfNMT) and human NMT (HsNMT) inhibitors to shed light on the molecular requirements for inhibitor affinity and selectivity. A combination of Quantitative Structure-activity Relationship (QSAR) methods, including the hologram quantitative structure-activity relationship (HQSAR), comparative molecular field analysis (CoMFA), and comparative molecular similarity index analysis (CoMSIA) models, were used, and the impacts of the molecular alignment strategies (maximum common substructure and flexible ligand alignment) and atomic partial charge methods (Gasteiger-Huckel, MMFF94, AM1-BCC, CHELPG, and Mulliken) on the quality and reliability of the models were assessed. The best models exhibited internal consistency and could reasonably predict the inhibitory activity against both PfNMT (HQSAR: q(2)/r(2)/r(pred)(2) = 0.83/0.98/0.81; CoMFA: q(2)/r(2)/r(pred)(2) = 0.78/0.97/0.86; CoMSIA: q(2)/r(2)/r(pred)(2) = 0.74/0.95/0.82) and HsNMT (HQSAR: q(2)/r(2)/r(pred)(2) = 0.79/0.93/0.74; CoMFA: q(2)/r(2)/r(pred)(2) = 0.82/0.98/0.60; CoMSIA: q(2)/r(2)/r(pred)(2) = 0.62/0.95/0.56). The results enabled the identification of the polar interactions (electrostatic and hydrogen-bonding properties) as the major molecular features that affected the inhibitory activity and selectivity. These findings should be useful for the design of PfNMT inhibitors with high affinities and selectivities as antimalarial lead candidates.
引用
收藏
页码:264 / 284
页数:21
相关论文
共 78 条
[51]   Trisubstituted Pyrimidines as Efficacious and Fast-Acting Antimalarials [J].
Norcross, Neil R. ;
Baragana, Beatriz ;
Wilson, Caroline ;
Hallyburton, Irene ;
Osuna-Cabello, Maria ;
Norval, Suzanne ;
Riley, Jennifer ;
Stojanovski, Laste ;
Simeons, Frederick R. C. ;
Porzelle, Achim ;
Grimaldi, Raffaella ;
Wittlin, Sergio ;
Duffy, Sandra ;
Avery, Vicky M. ;
Meister, Stephan ;
Sanz, Laura ;
Jimenez-Diaz, Belen ;
Angulo-Barturen, Inigo ;
Ferrer, Santiago ;
Santos Martinez, Maria ;
Javier Gamo, Francisco ;
Frearson, Julie A. ;
Gray, David W. ;
Fairlamb, Alan H. ;
Winzeler, Elizabeth A. ;
Waterson, David ;
Campbell, Simon F. ;
Willis, Paul ;
Read, Kevin D. ;
Gilbert, Ian H. .
JOURNAL OF MEDICINAL CHEMISTRY, 2016, 59 (13) :6101-6120
[52]   Phthalimide Derivatives with Bioactivity against Plasmodium falciparum: Synthesis, Evaluation, and Computational Studies Involving bc1 Cytochrome Inhibition [J].
Okada-Junior, Celso Yassuo ;
Monteiro, Gustavo Claro ;
Campos Aguiar, Anna Caroline ;
Batista, Victor Sousa ;
de Souza, Juliana Oliveira ;
Souza, Guilherme Eduardo ;
Bueno, Renata Vieira ;
Oliva, Glaucius ;
Nascimento-Junior, Nailton M. ;
Carvalho Guido, Rafael Victorio ;
Bolzani, Vanderlan Silva .
ACS OMEGA, 2018, 3 (08) :9424-9430
[53]   Characterization and selective inhibition of myristoyl-CoA:protein N-myristoyltransferase from Trypanosoma brucei and Leishmania major [J].
Panethymitaki, Chrysoula ;
Bowyer, Paul W. ;
Price, Helen P. ;
Leatherbarrow, Robin J. ;
Brown, Katherine A. ;
Smith, Deborah F. .
BIOCHEMICAL JOURNAL, 2006, 396 :277-285
[54]   Isolation, Derivative Synthesis, and Structure-Activity Relationships of Antiparasitic Bromopyrrole Alkaloids from the Marine Sponge Tedania brasiliensis [J].
Parra, Lizbeth L. L. ;
Bertonha, Ariane F. ;
Severo, Ivan R. M. ;
Aguiar, Anna C. C. ;
de Souza, Guilherme E. ;
Oliva, Glaucius ;
Guido, Rafael V. C. ;
Grazzia, Nathalia ;
Costa, Tabata R. ;
Miguel, Danilo C. ;
Gadelha, Fernanda R. ;
Ferreira, Antonio G. ;
Hajdu, Eduardo ;
Romo, Daniel ;
Berlinck, Roberto G. S. .
JOURNAL OF NATURAL PRODUCTS, 2018, 81 (01) :188-202
[55]   Chemical Composition, Antiprotozoal and Cytotoxic Activities of Indole Alkaloids and Benzofuran Neolignan of Aristolochia cordigera [J].
Pereira, Marcos D. P. ;
da Silva, Tito ;
Aguiar, Anna Caroline C. ;
Oliva, Glaucius ;
Guido, Rafael V. C. ;
Yokoyama-Yasunaka, Jenicer K. U. ;
Uliana, Silvia R. B. ;
Lopes, Lucia M. X. .
PLANTA MEDICA, 2017, 83 (11) :912-920
[56]   A long-duration dihydroorotate dehydrogenase inhibitor (DSM265) for prevention and treatment of malaria [J].
Phillips, Margaret A. ;
Lotharius, Julie ;
Marsh, Kennan ;
White, John ;
Dayan, Anthony ;
White, Karen L. ;
Njoroge, Jacqueline W. ;
El Mazouni, Farah ;
Lao, Yanbin ;
Kokkonda, Sreekanth ;
Tomchick, Diana R. ;
Deng, Xiaoyi ;
Laird, Trevor ;
Bhatia, Sangeeta N. ;
March, Sandra ;
Ng, Caroline L. ;
Fidock, David A. ;
Wittlin, Sergio ;
Lafuente-Monasterio, Maria ;
Gamo Benito, Francisco Javier ;
Sanz Alonso, Laura Maria ;
Santos Martinez, Maria ;
Belen Jimenez-Diaz, Maria ;
Ferrer Bazaga, Santiago ;
Angulo-Barturen, Inigo ;
Haselden, John N. ;
Louttit, James ;
Cui, Yi ;
Sridhar, Arun ;
Zeeman, Anna-Marie ;
Kocken, Clemens ;
Sauerwein, Robert ;
Dechering, Koen ;
Avery, Vicky M. ;
Duffy, Sandra ;
Delves, Michael ;
Sinden, Robert ;
Ruecker, Andrea ;
Wickham, Kristina S. ;
Rochford, Rosemary ;
Gahagen, Janet ;
Iyer, Lalitha ;
Riccio, Ed ;
Mirsalis, Jon ;
Bathhurst, Ian ;
Rueckle, Thomas ;
Ding, Xavier ;
Campo, Brice ;
Leroy, Didier ;
Rogers, M. John .
SCIENCE TRANSLATIONAL MEDICINE, 2015, 7 (296)
[57]   Interpretation of Quantitative Structure Activity Relationship Models: Past, Present, and Future [J].
Polishchuk, Pavel .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2017, 57 (11) :2618-2639
[58]   RESTART PROCEDURES FOR CONJUGATE GRADIENT METHOD [J].
POWELL, MJD .
MATHEMATICAL PROGRAMMING, 1977, 12 (02) :241-254
[59]   Discovery of Novel and Ligand-Efficient Inhibitors of Plasmodium falciparum and Plasmodium vivax N-Myristoyltransferase [J].
Rackham, Mark D. ;
Brannigan, James A. ;
Moss, David K. ;
Yu, Zhiyong ;
Wilkinson, Anthony J. ;
Holder, Anthony A. ;
Tate, Edward W. ;
Leatherbarrow, Robin J. .
JOURNAL OF MEDICINAL CHEMISTRY, 2013, 56 (01) :371-375
[60]   New developments in probing and targeting protein acylation in malaria, leishmaniasis and African sleeping sickness [J].
Ritzefeld, Markus ;
Wright, Megan H. ;
Tate, Edward W. .
PARASITOLOGY, 2018, 145 (02) :157-174