538
Views
49
CrossRef citations to date
0
Altmetric
Research Articles

Synthesis, molecular docking and QSAR study of thiazole clubbed pyrazole hybrid as α-amylase inhibitor

, , , , , & ORCID Icon show all
Pages 91-107 | Received 02 Dec 2019, Accepted 09 Dec 2019, Published online: 27 Dec 2019

References

  • Achary, P. G. R., Toropova, A. P., & Toropov, A. A. (2019). Combinations of graph invariants and attributes of simplified molecular input-line entry system (SMILES) to build up models for sweetness. Food Research International, 122, 40–46. doi:10.1016/j.foodres.2019.03.067
  • Adil, M., Khan, R. A., Kalam, A., Venkata, S. K., Kandhare, A. D., Ghosh, P., & Sharma, M. (2017). Effect of anti-diabetic drugs on bone metabolism: Evidence from preclinical and clinical studies. Pharmacological Reports, 69(6), 1328–1340. doi:10.1016/j.pharep.2017.05.008
  • Ahmadi, S. (2020). Mathematical modeling of cytotoxicity of metal oxide nanoparticles using the index of ideality correlation criteria. Chemosphere, 242, 125192. doi:10.1016/j.chemosphere.2019.125192
  • Ahmed, M., Qadir, M. A., Hameed, A., Imran, M., & Muddassar, M. (2018). Screening of curcumin‐derived isoxazole, pyrazoles, and pyrimidines for their anti‐inflammatory, antinociceptive, and cyclooxygenase‐2 inhibition. Chemical Biology & Drug Design, 91(1), 338–343. doi:10.1111/cbdd.13076
  • Alagesan, K., Raghupathi, P. K., & Sankarnarayanan, S. (2012). Amylase inhibitors: Potential source of anti-diabetic drug discovery from medicinal plants. International Journal of Pharmaceutical and Life Sciences, 3, 1407–1412.
  • Alegaon, S. G., Hirpara, M. B., Alagawadi, K., Jalalpure, S., Rasal, V., Salve, P. S., & Kumbar, V. (2017). Synthesis and biological evaluation of 1, 3, 4-trisubstituted pyrazole analogues as antimycobacterial agents. Medicinal Chemistry Research, 26(6), 1127–1138. doi:10.1007/s00044-017-1821-1
  • Ali, F., Khan, K. M., Salar, U., Taha, M., Ismail, N. H., Wadood, A., … Perveen, S. (2017). Hydrazinyl arylthiazole based pyridine scaffolds: Synthesis, structural characterization, in vitro α-glucosidase inhibitory activity, and in silico studies. European Journal of Medicinal Chemistry, 138, 255–272. doi:10.1016/j.ejmech.2017.06.041
  • Altıntop, M., Özdemir, A., Turan-Zitouni, G., Ilgın, S., Atlı, Ö., Demirci, F., & Kaplancıklı, Z. (2014). Synthesis and in vitro evaluation of new nitro-substituted thiazolyl hydrazone derivatives as anticandidal and anticancer agents. Molecules, 19(9), 14809–14820. doi:10.3390/molecules190914809
  • Avula, S. K., Khan, A., Rehman, N. U., Anwar, M. U., Al-Abri, Z., Wadood, A., … Al-Harrasi, A. (2018). Synthesis of 1H-1,2,3-triazole derivatives as new α-glucosidase inhibitors and their molecular docking studies. Bioorganic Chemistry, 81, 98–106. doi:10.1016/j.bioorg.2018.08.008
  • Badgujar, J. R., More, D. H., & Meshram, J. S. (2018). Synthesis, antimicrobial and antioxidant activity of pyrazole based sulfonamide derivatives. Indian Journal of Microbiology, 58 (1), 93–99. doi:10.1007/s12088-017-0689-6
  • Benfenati, E., Toropov, A. A., Toropova, A. P., Manganaro, A., & Diaza, R. G. (2011). Coral Software: QSAR for anticancer agents. Chemical Biology & Drug Design, 77, 471–476. doi:10.1111/j.1747-0285.2011.01117.x
  • Cho, N., Shaw, J., Karuranga, S., Huang, Y., da Rocha Fernandes, J., Ohlrogge, A., & Malanda, B. (2018). IDF diabetes atlas: Global estimates of diabetes prevalence for 2017 and projections for 2045. Diabetes Research and Clinical Practice, 138, 271–281. doi:10.1016/j.diabres.2018.02.023
  • Dai, H., Ge, S., Guo, J., Chen, S., Huang, M., Yang, J., … Shi, Y. (2018). Development of novel bis-pyrazole derivatives as antitumor agents with potent apoptosis induction effects and DNA damage. European Journal of Medicinal Chemistry, 143, 1066–1076. doi:10.1016/j.ejmech.2017.11.098
  • de Santana, T. I., de Oliveira Barbosa, M., de Moraes Gomes, P. A. T., da Cruz, A. C. N., da Silva, T. G., & Leite, A. C. L. (2018). Synthesis, anticancer activity and mechanism of action of new thiazole derivatives. European Journal of Medicinal Chemistry, 144, 874–886. doi:10.1016/j.ejmech.2017.12.040
  • Deb, P. K. (2019). Recent updates in the computer aided drug design strategies for the discovery of agonists and antagonists of adenosine receptors. Current Pharmaceutical Design, 25(7), 747–749.
  • Demirayak, S., Karaburun, A. C., & Beis, R. (2004). Some pyrrole substituted aryl pyridazinone and phthalazinone derivatives and their antihypertensive activities. European Journal of Medicinal Chemistry, 39(12), 1089–1095. doi:10.1016/j.ejmech.2004.09.005
  • Douziech, M., Oldenkamp, R., van Zelm, R., King, H., Hendriks, A. J., Ficheux, A. S., & Huijbregts, M. A. J. (2019). Confronting variability with uncertainty in the ecotoxicological impact assessment of down-the-drain products. Environment International, 126, 37–45. doi:10.1016/j.envint.2019.01.080
  • Dunbrack, R. L. Jr, (2002). Rotamer libraries in the 21st century. Current Opinion in Structural Biology, 12(4), 431–440. doi:10.1016/S0959-440X(02)00344-5
  • El Shehry, M. F., Ghorab, M. M., Abbas, S. Y., Fayed, E. A., Shedid, S. A., & Ammar, Y. A. (2018). Quinoline derivatives bearing pyrazole moiety: Synthesis and biological evaluation as possible antibacterial and antifungal agents. European Journal of Medicinal Chemistry, 143, 1463–1473. doi:10.1016/j.ejmech.2017.10.046
  • Garcia-Vallvé, S., Guasch, L., Tomas-Hernández, S., del Bas, J. M., Ollendorff, V., Arola, L., … Mulero, M. (2015). Peroxisome proliferator-activated receptor γ (PPARγ) and ligand choreography: Newcomers take the stage: miniperspective. Journal of Medicinal Chemistry, 58(14), 5381–5394. doi:10.1021/jm501155f
  • Ghabbour, H. A., Kadi, A. A., ElTahir, K. E. H., Angawi, R. F., & El-Subbagh, H. I. (2015). Synthesis, biological evaluation and molecular docking studies of thiazole-based pyrrolidinones and isoindolinediones as anticonvulsant agents. Medicinal Chemistry Research, 24(8), 3194–3211. doi:10.1007/s00044-015-1371-3
  • Grozav, A., Găină, L., Pileczki, V., Crisan, O., Silaghi-Dumitrescu, L., Therrien, B., … Berindan-Neagoe, I. (2014). The synthesis and antiproliferative activities of new arylidene-hydrazinyl-thiazole derivatives. International Journal of Molecular Sciences, 15(12), 22059–22072. doi:10.3390/ijms151222059
  • Grozav, A., Porumb, I.-D., Găină, L., Filip, L., & Hanganu, D. (2017). Cytotoxicity and Antioxidant Potential of Novel 2-(2-((1H-indol-5yl) methylene)-hydrazinyl)-thiazole Derivatives. Molecules, 22(2), 260–271. doi:10.3390/molecules22020260
  • Gupta, R., & Rai, B. (2020). Computer-aided design of nanoparticles for transdermal drug delivery. Methods in Molecular Biology (Clifton, N.J.), 2059, 225–237. doi:10.1007/978-1-4939-9798-5_12
  • Hameed, S., Kanwal, Seraj, F., Rafique, R., Chigurupati, S., Wadood, A., … Khan, K. M. (2019). Synthesis of benzotriazoles derivatives and their dual potential as α-amylase and α-glucosidase inhibitors in vitro: Structure-activity relationship, molecular docking, and kinetic studies. European Journal of Medicinal Chemistry, 183, 111677. doi:10.1016/j.ejmech.2019.111677
  • He, H., Wang, X., Shi, L., Yin, W., Yang, Z., He, H., & Liang, Y. (2016). Synthesis, antitumor activity and mechanism of action of novel 1,3-thiazole derivatives containing hydrazide–hydrazone and carboxamide moiety. Bioorganic & Medicinal Chemistry Letters, 26 (14), 3263–3270. doi:10.1016/j.bmcl.2016.05.059
  • Hossain, K. A., & Roy, K. (2018). Chemometric modeling of aquatic toxicity of contaminants of emerging concern (CECs) in Dugesia japonica and its interspecies correlation with daphnia and fish: QSTR and QSTTR approaches. Ecotoxicology and Environmental Safety, 166, 92–101. doi:10.1016/j.ecoenv.2018.09.068
  • Jujjavarapu, S. E., & Dhagat, S. (2018). In Silico discovery of novel ligands for antimicrobial lipopeptides for computer-aided drug design. Probiotics and Antimicrobial Proteins, 10(2), 129–141. doi:10.1007/s12602-017-9356-9
  • Kamble, R. D., Meshram, R. J., Hese, S. V., More, R. A., Kamble, S. S., Gacche, R. N., & Dawane, B. S. (2016). Synthesis and in silico investigation of thiazoles bearing pyrazoles derivatives as anti-inflammatory agents. Computational Biology and Chemistry, 61, 86–96. doi:10.1016/j.compbiolchem.2016.01.007
  • Khan, K., Benfenati, E., & Roy, K. (2019). Consensus QSAR modeling of toxicity of pharmaceuticals to different aquatic organisms: Ranking and prioritization of the DrugBank database compounds. Ecotoxicology and Environmental Safety, 168, 287–297. doi:10.1016/j.ecoenv.2018.10.060
  • Khan, P. M., Roy, K., & Benfenati, E. (2019). Chemometric modeling of Daphnia magna toxicity of agrochemicals. Chemosphere , 224, 470–479. doi:10.1016/j.chemosphere.2019.02.147
  • Kumar, A., & Chauhan, S. (2016). Use of the Monte Carlo method for OECD principles-guided QSAR modeling of SIRT1 inhibitors. Archiv der Pharmazie (Weinheim), 349, 1–9.
  • Kumar, A., Goyal, R., Kumar, S., Jain, S., Jain, N., & Kumar, P. (2015). Estrogenic and anti-Alzheimer’s studies of Zingiber officinalis as well as Amomum subulatum Roxb.: The success story of dry techniques. Medicinal Chemistry Research, 24(3), 1089–1097. doi:10.1007/s00044-014-1166-y
  • Kumar, P., Duhan, M., Kadyan, K., Bhardwaj, J. K., Saraf, P., & Mittal, M. (2018). Multicomponent synthesis of some molecular hybrid containing thiazole pyrazole as apoptosis inducer. Drug Research, 68, 72–79. doi:10.1055/s-0043-116947
  • Kumar, P., Duhan, M., Kadyan, K., Sindhu, J., Kumar, S., & Sharma, H. (2017). Synthesis of novel inhibitors of alpha-amylase based on the thiazolidine-4-one skeleton containing a pyrazole moiety and their configurational studies. MedChemComm, 8(7), 1468–1476. doi:10.1039/C7MD00080D
  • Kumar, P., Kadyan, K., Duhan, M., Sindhu, J., Hussain, K., & Lal, S. (2019). Silica-supported ceric ammonium nitrate (CAN): A simple, mild and solid-supported reagent for quickest oxidative aromatization of Hantzsch 1,4-dihydropyridines. Chemical Papers, 73(5), 1153–1162. doi:10.1007/s11696-018-0666-5
  • Kumar, P., Kadyan, K., Duhan, M., Sindhu, J., Singh, V., & Saharan, B. S. (2017). Design, synthesis, conformational and molecular docking study of some novel acyl hydrazone based molecular hybrids as antimalarial and antimicrobial agents. Chemistry Central Journal, 11(115), 1–14.
  • Kumar, P., & Kumar, A. (2019). Nucleobase sequence based building up of reliable QSAR models with the index of ideality correlation using Monte Carlo method. Journal of Biomolecular Structure and Dynamics, 1–11. doi:10.1080/07391102.2019.1656109
  • Kumar, P., Kumar, A., & Sindhu, J. (2019). Design and development of novel focal adhesion kinase (FAK) inhibitors using Monte Carlo method with index of ideality of correlation to validate QSAR. SAR and Qsar in Environmental Research, 30 (2), 63–80. doi:10.1080/1062936X.2018.1564067
  • Kumar, P., Kumar, A., Sindhu, J., & Lal, S. (2019). QSAR models for nitrogen containing monophosphonate and bisphosphonate derivatives as human farnesyl pyrophosphate synthase inhibitors based on Monte Carlo Method. Drug Research, 69, 159–167. doi:10.1055/a-0652-5290
  • Lin, D., Xiao, M., Zhao, J., Li, Z., Xing, B., Li, X., … Liu, Y. (2016). An overview of plant phenolic compounds and their importance in human nutrition and management of type 2 diabetes. Molecules, 21 (10), 1374. doi:10.3390/molecules21101374
  • Liu, H., Ren, Z.-L., Wang, W., Gong, J.-X., Chu, M.-J., Ma, Q.-W., … Lv, X.-H. (2018). Novel coumarin-pyrazole carboxamide derivatives as potential topoisomerase II inhibitors: Design, synthesis and antibacterial activity. European Journal of Medicinal Chemistry, 157, 81–87.
  • Mahmoodi, N. O., Khalili, B., Rezaeianzade, O., & Ghavidast, A. (2016). One-pot multicomponent synthesis of indol-3-yl-hydrazinyl thiazoles as antimicrobial agents. Research on Chemical Intermediates, 42 (8), 6531–6542. doi:10.1007/s11164-016-2478-y
  • Makam, P., Thakur, P. K., & Kannan, T. (2014). In vitro and in silico antimalarial activity of 2-(2-hydrazinyl) thiazole derivatives. European Journal of Pharmaceutical Sciences, 52, 138–145. doi:10.1016/j.ejps.2013.11.001
  • Mouchlis, V. D., Chen, Y., McCammon, J. A., & Dennis, E. A. (2018). Membrane allostery and unique hydrophobic sites promote enzyme substrate specificity. Journal of the American Chemical Society, 140 (9), 3285–3291. doi:10.1021/jacs.7b12045
  • Naim, M. J., Alam, M. J., Nawaz, F., Naidu, V., Aaghaz, S., Sahu, M., … Alam, O. (2017). Synthesis, molecular docking and anti-diabetic evaluation of 2,4-thiazolidinedione based amide derivatives. Bioorganic Chemistry, 73, 24–36. doi:10.1016/j.bioorg.2017.05.007
  • Naim, M. J., Alam, O., Alam, M. J., Hassan, M. Q., Siddiqui, N., Naidu, V., & Alam, M. I. (2018). Design, synthesis and molecular docking of thiazolidinedione based benzene sulphonamide derivatives containing pyrazole core as potential anti-diabetic agents. Bioorganic Chemistry, 76, 98–112. doi:10.1016/j.bioorg.2017.11.010
  • Nanjan, M., Mohammed, M., Kumar, B. P., & Chandrasekar, M. (2018). Thiazolidinediones as antidiabetic agents: A critical review. Bioorganic Chemistry, 77, 548–567. doi:10.1016/j.bioorg.2018.02.009
  • Nastasă, C., Tiperciuc, B., Duma, M., Benedec, D., & Oniga, O. (2015). New hydrazones bearing thiazole scaffold: Synthesis, characterization, antimicrobial, and antioxidant investigation. Molecules, 20 (9), 17325–17338. doi:10.3390/molecules200917325
  • Nickavar, B., & Yousefian, N. (2010). Inhibitory effects of six allium species on?-Amylase enzyme activity. Iranian Journal of Pharmaceutical Research, 8, 53–57.
  • Nickovic, V. P., Vujnovic-Zivkovic, Z. N., Trajkovic, R., Krtinic, D., Ristic, L., Radovic, M., … Veselinovic, A. M. (2019). In silico studies and the design of novel agents for the treatment of systemic tuberculosis. Journal of Biomolecular Structure and Dynamics, 37, 3198–3205.
  • Nikalje, A. P. G., Shaikh, A. N., Shaikh, S. I., Khan, F. A. K., Sangshetti, J. N., & Shinde, D. B. (2014). Microwave assisted synthesis and docking study of N-(2-oxo-2-(4-oxo-2-substituted thiazolidin-3ylamino) ethyl) benzamide derivatives as anticonvulsant agents. Bioorganic & Medicinal Chemistry Letters, 24(24), 5558–5562. doi:10.1016/j.bmcl.2014.11.016
  • Oglic, D., Oatley, S. A., Macdonald, S. J. F., McInally, T., Garnett, R., Hirst, J. D., & Gartner, T. (2018). Active Search for Computer-aided Drug Design. Molecular Informatics, 37, 1-15.
  • Ojha, P. K., & Roy, K. (2011). Comparative QSARs for antimalarial endochins: Importance of descriptor-thinning and noise reduction prior to feature selection. Chemometrics and Intelligent Laboratory Systems, 109(2), 146–161. doi:10.1016/j.chemolab.2011.08.007
  • Ojha, P. K., & Roy, K. (2018). Development of a robust and validated 2D-QSPR model for sweetness potency of diverse functional organic molecules. Food and Chemical Toxicology, 112, 551–562. doi:10.1016/j.fct.2017.03.043
  • Paudel, Y. N., Ali, M. R., Shah, S., Adil, M., Akhtar, M. S., Wadhwa, R., … Sharma, M. (2017). 2-[(4-Chlorobenzyl) amino]-4-methyl-1, 3-thiazole-5-carboxylic acid exhibits antidiabetic potential and raises insulin sensitivity via amelioration of oxidative enzymes and inflammatory cytokines in streptozotocin˗ induced diabetic rats. Biomedicine & Pharmacotherapy, 89, 651–659. doi:10.1016/j.biopha.2017.02.043
  • Pawar, C. D., Sarkate, A. P., Karnik, K. S., Bahekar, S. S., Pansare, D. N., Shelke, R. N., … Shinde, D. B. (2016). Synthesis and antimicrobial evaluation of novel ethyl 2-(2-(4-substituted) acetamido)-4-subtituted-thiazole-5-carboxylate derivatives. Bioorganic & Medicinal Chemistry Letters, 26 (15), 3525–3528. doi:10.1016/j.bmcl.2016.06.030
  • Pettersen, E. F., Goddard, T. D., Huang, C. C., Couch, G. S., Greenblatt, D. M., Meng, E. C., & Ferrin, T. E. (2004). UCSF Chimera—a visualization system for exploratory research and analysis. Journal of Computational Chemistry, 25 (13), 1605–1612. doi:10.1002/jcc.20084
  • Rahim, F., Taha, M., Ullah, H., Wadood, A., Selvaraj, M., Rab, A., … Gollapalli, M. (2019). Synthesis of new arylhydrazide bearing Schiff bases/thiazolidinone: α-Amylase, urease activities and their molecular docking studies. Bioorganic Chemistry, 91, 103112. doi:10.1016/j.bioorg.2019.103112
  • Rahim, F., Tariq, S., Taha, M., Ullah, H., Zaman, K., Uddin, I., … Shah, S. A. A. (2019). New triazinoindole bearing thiazole/oxazole analogues: Synthesis, α-amylase inhibitory potential and molecular docking study. Bioorganic Chemistry, 92, 103284. doi:10.1016/j.bioorg.2019.103284
  • Rahim, F., Ullah, H., Javid, M. T., Wadood, A., Taha, M., Ashraf, M., … Rehman, W. (2015). Synthesis, in vitro evaluation and molecular docking studies of thiazole derivatives as new inhibitors of α-glucosidase. Bioorganic Chemistry, 62, 15–21. doi:10.1016/j.bioorg.2015.06.006
  • Rahimi, M. (2015). A review: Anti diabetic medicinal plants used for diabetes mellitus. Bull Environ. Pharmacol. Life Sci, 4, 163–180.
  • Ramachandran, A., Das, A., Joshi, S., Yajnik, C., Shah, S., & Kumar, K. P. (2010). Current status of diabetes in India and need for novel therapeutic agents. The Journal of the Association of Physicians of India, 58, 7–9.
  • Rasouli, H., Hosseini-Ghazvini, S. M.-B., Adibi, H., & Khodarahmi, R. (2017). Differential α-amylase/α-glucosidase inhibitory activities of plant-derived phenolic compounds: A virtual screening perspective for the treatment of obesity and diabetes. Food & Function, 8 (5), 1942–1954. doi:10.1039/C7FO00220C
  • Rathore, A., Rahman, M. U., Siddiqui, A. A., Ali, A., & Shaharyar, M. (2014). Design and synthesis of benzimidazole analogs endowed with oxadiazole as selective COX‐2 inhibitor. Archiv der Pharmazie, 347 (12), 923–935. doi:10.1002/ardp.201400219
  • Roy, K. (2015). Application of chemometrics and cheminformatics in antimalarial drug research. Combinatorial Chemistry & High Throughput Screening, 18 (2), 89–90. doi:10.2174/138620731802150215154014
  • Salar, U., Khan, K. M., Chigurupati, S., Syed, S., Vijayabalan, S., Wadood, A., … Perveen, S. (2019). New hybrid scaffolds based on hydrazinyl thiazole substituted coumarin; as novel leads of dual potential; in vitro α-Amylase inhibitory and antioxidant (DPPH and ABTS radical scavenging) activities. Medicinal Chemistry, 15 (1), 87–101. doi:10.2174/1573406414666180903162243
  • Seidel, T., Schuetz, D. A., Garon, A., & Langer, T. (2019). The pharmacophore concept and its applications in computer-aided drug design. Progress in the Chemistry of Organic Natural Products, 110, 99–141. doi:10.1007/978-3-030-14632-0_4
  • Sindhu, J., Singh, H., Khurana, J. M., Bhardwaj, J. K., Saraf, P., & Sharma, C. (2016). Synthesis and biological evaluation of some functionalized 1H-1,2,3-triazole tethered pyrazolo[3,4-b]pyridin-6(7H)-ones as antimicrobial and apoptosis inducing agents. Medicinal Chemistry Research, 25(9), 1813–1830. doi:10.1007/s00044-016-1604-0
  • Svensson, B. (1994). Protein engineering in the alpha-amylase family: catalytic mechanism, substrate specificity, and stability. Plant Molecular Biology, 25(2), 141–157. doi:10.1007/bf00023233
  • Tegginamath, G., Kamble, R. R., Taj, T., Kattimani, P. P., & Meti, G. Y. (2013). Synthesis of novel imidazo [2, 1-b][1, 3, 4] thiadiazoles appended to sydnone as anticancer agents. Medicinal Chemistry Research, 22(9), 4367–4375. doi:10.1007/s00044-012-0441-z
  • Thota, S., Nadipelly, K., Shenkesi, A., & Yerra, R. (2015). Design, synthesis, characterization, antioxidant and in vitro cytotoxic activities of novel coumarin thiazole derivatives. Medicinal Chemistry Research, 24 (3), 1162–1169. doi:10.1007/s00044-014-1184-9
  • Toropov, A. A., & Toropova, A. P. (2017). The index of ideality of correlation: A criterion of predictive potential of QSPR/QSAR models? Mutation Research/Genetic Toxicology and Environmental Mutagenesis, 819, 31–37. doi:10.1016/j.mrgentox.2017.05.008
  • Toropov, A. A., & Toropova, A. P. (2018). Predicting cytotoxicity of 2-phenylindole derivatives against breast cancer cells using index of ideality of correlation. Anticancer Research, 38 (11), 6189–6194. doi:10.21873/anticanres.12972
  • Toropov, A. A., Toropova, A. P., & Benfenati, E. (2009). Additive SMILES-based carcinogenicity models: probabilistic principles in the search for robust predictions. International Journal of Molecular Sciences, 10 (7), 3106–3127. doi:10.3390/ijms10073106
  • Toropova, A. P., & Toropov, A. A. (2017). The index of ideality of correlation: A criterion of predictability of QSAR models for skin permeability? Science of the Total Environment, 586, 466–472. doi:10.1016/j.scitotenv.2017.01.198
  • Toropova, A. P., & Toropov, A. A. (2019a). Does the index of ideality of correlation detect the better model correctly? Molecular Informatics
  • Toropova, A. P., & Toropov, A. A. (2019b). The index of ideality of correlation: Improvement of models for toxicity to algae. Natural Product Research, 33 (15), 2200–2207. doi:10.1080/14786419.2018.1493591
  • Toropova, A. P., & Toropov, A. A. (2019c). QSPR and nano-QSPR: What is the difference?. Journal of Molecular Structure, 1182, 141–149. doi:10.1016/j.molstruc.2019.01.040
  • Toropova, A. P., Toropov, A. A., Beeg, M., Gobbi, M., & Salmona, M. (2017). Utilization of the monte carlo method to build up qsar models for hemolysis and cytotoxicity of antimicrobial peptides. Current Drug Discovery Technologies, 14 (4), 229–243. doi:10.2174/1570163814666170525114128
  • Toropova, A. P., Toropov, A. A., Benfenati, E., Leszczynska, D., & Leszczynski, J. (2015). QSAR model as a random event: A case of rat toxicity. Bioorganic & Medicinal Chemistry, 23, 1223–1230. doi:10.1016/j.bmc.2015.01.055
  • Toropova, A. P., Toropov, A. A., Martyanov, S. E., Benfenati, E., Gini, G., Leszczynska, D., & Leszczynski, J. (2012). CORAL: QSAR modeling of toxicity of organic chemicals towards Daphnia magna. Chemometrics and Intelligent Laboratory Systems, 110 (1), 177–181. doi:10.1016/j.chemolab.2011.10.005
  • Toropova, A. P., Toropov, A. A., Martyanov, S. E., Benfenati, E., Gini, G., Leszczynska, D., & Leszczynski, J. (2013). CORAL: Monte Carlo method as a tool for the prediction of the bioconcentration factor of industrial pollutants. Molecular Informatics, 32(2), 145–154. doi:10.1002/minf.201200069
  • Toropova, A. P., Toropov, A. A., Veselinovic, A. M., Veselinovic, J. B., Leszczynska, D., & Leszczynski, J. (2019). Semi-correlations combined with the index of ideality of correlation: A tool to build up model of mutagenic potential. Molecular and Cellular Biochemistry, 452(1/2), 133–140. doi:10.1007/s11010-018-3419-4
  • Trott, O., & Olson, A. J. (2010). AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. Journal of Computational Chemistry, 31, 455–461. doi:10.1002/jcc.21334
  • Version, M. & 6.2.2 (2014). calculation module developed by ChemAxon. http://www.chemaxon.com/products/marvin/marvinsketch/.
  • Veselinovic, A. M., Milosavljevic, J. B., Toropov, A. A., & Nikolic, G. M. (2013). SMILES-based QSAR model for arylpiperazines as high-affinity 5-HT1A receptor ligands using CORAL. European Journal of Pharmaceutical Sciences, 48, 532–541. doi:10.1016/j.ejps.2012.12.021
  • Veselinovic, A. M., Milosavljevic, J. B., Toropov, A. A., & Nikolic, G. M. (2013). SMILES-based QSAR models for the calcium channel-antagonistic effect of 1,4-dihydropyridines. Archiv Der Pharmazie, 346, 134–139. doi:10.1002/ardp.201200373
  • Veselinovic, J. B., Nikolic, G. M., Trutic, N. V., Zivkovic, J. V., & Veselinovic, A. M. (2015). Monte Carlo QSAR models for predicting organophosphate inhibition of acetycholinesterase. Sar and Qsar in Environmental Research, 26, 449–460.
  • Visualizer, D. S. version (2016). 17.2.0.16349. Accelrys Software Inc, in.
  • Wang, J., Wang, W., Kollman, P. A., & Case, D. A. (2006). Automatic atom type and bond type perception in molecular mechanical calculations. Journal of Molecular Graphics and Modelling, 25 (2), 247–260. doi:10.1016/j.jmgm.2005.12.005
  • Wang, S.-M., Zha, G.-F., Rakesh, K., Darshini, N., Shubhavathi, T., Vivek, H., … Qin, H.-L. (2017). Synthesis of benzo [d] thiazole-hydrazone analogues: Molecular docking and SAR studies of potential H+/K + ATPase inhibitors and anti-inflammatory agents. MedChemComm, 8(6), 1173–1189. doi:10.1039/C7MD00111H

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.