Quantitative Structure-Activity Relationship (QSAR) Study of Cyclooxygenase-2 (COX-2) Inhibitors
Junie B. Billones* and Salvador M. Buenaobra
Department of Physical Sciences and Mathematics, and National Institutes of Health, University of the Philippines Manila, Padre Faura St., Ermita, Manila
corresponding author: This email address is being protected from spambots. You need JavaScript enabled to view it.
ABSTRACT
A plethora of selective COX-2 inhibitors belonging to nine chemical classes (pyrrole, imidazole, cyclopentene, benzene, pyrazole, spiroheptene, spiroheptadiene, isoxazole, and thiophene) was subjected to quantitative structure-activity relationship (QSAR) analysis using semi-empirical (AM1)-computed quantum mechanical properties and electrotopological state (E-state) indices. These computed parameters were correlated with experimental inhibitory activities (pIC50). Multilinear regression analyses produced three statistically acceptable models. Model 1 is based on quantum mechanical properties only, Model 2 is an all-E-state relationship, and Model 3 embraces both quantum mechanical and electrotopological parameters. All three models surpassed the commonly allowed minimum predictive squared correlation coefficient (q2) of 0.60. These QSAR results and the probable pharmacophore features identified in this study offer important structural insight into designing novel anti-inflammatory drugs devoid of unwelcome side effects. Guided by the generated models, 18 chemical structures belonging to spiroalkene classes were designed with calculated pIC50 values higher than that of known potent COX-2 inhibitors.
INTRODUCTION
Cyclooxygenase-2 (COX-2) inhibition has been one of the most widely investigated areas of research in the last decade due to its crucial role in relieving pain and other inflammatory conditions. Nonsteroidal anti-inflammatory drugs (NSAIDs) are profoundly used in the treatment of wide variety of inflammatory conditions including osteoarthritis and rheumatoid arthritis (Vane et al. 1996). However, these drugs are associated with high risk of gastrointestinal and renal adverse effects (Allison 1992; DeWitt 1999; Deviere 2002). NSAIDs act by inhibition of cyclooxygenase (COX), the enzyme involved in the biosynthesis of prostaglandins, prostacyclins and thromboxanes from arachidonic acid (Dannhardt 2001; Bleumink 2003). . . . . . . . . . .
REFERENCES
ALLISON MC, HOWATSON AG, TORRANCE CJ, LEE FD, RUSSELL RI. 1992. Gastrointestinal damage associated with the use of nonsteroidal antiinflamatory drugs. N Engl J Med 327: 749-754.
BLEUMINK GS, FEENSTRA J, STURKENBOOM MC, STRICKER BH. 2003. Non-steroidal antiinflammatory drugs and heart failure. Drugs 63: 525-534.
CLARK M, CRAMER III RD, VAN OPDENSCH NJ. 1989. Validation of the general purpose tripos 5.2 force field J Comput Chem 10: 982-1012.
CHAVATTE P, YOUS S, MAROT C, BAURIN N, LESIEUR DJ. 2001. Three-Dimensional Quantitative Structure-Activity Relationships of Cyclo-oxygenase-2 (COX-2) Inhibitors: A Comparative Molecular Field Analysis. J Med Chem 44: 3223-30.
DEVIERE J. 2002. Do selective cyclo-oxygenase inhibitors eliminate the adverse events associated with nonsteroidal anti-inflammatory drug therapy? Eur J Gastroenterol Hepatol 14(Suppl. 1): S29-33.
DEWAR MJ, ZOEBISCH EG, HEALY EF, STEWART JJP. 1985. AM1: a new general purpose quantum mechanical molecular model. J Am Chem Soc 107: 3902-09.
DEWITT DL. 1999. COX-2-selective inhibitors: the new super aspirins. Mol Pharmacol 55: 625-631.
DANNHARDT G, KIEFER W. 2001. Cyclooxygenase inhibitors--current status and future prospects. Eur J Med Chem 36: 109-126.
DIONNE R. 2003. Relative efficacy of selective COX-2 inhibitors compared with over-the-counter ibuprofen. Int J Clin Pract Suppl 135: 18-22.
FU JY, MASFERRER JL, SIEBERT K, RAZ A, NEEDLEMAN PJ. 1990. The induction of prostaglandin-H2 synthase (cyclooxygenase) in human monocytes. J Biol Chem 265: 16737-47.
HARMAN HH. 1976. Modern Factor Analysis (3rd Ed). Chicago: University of Chicago Press. 322p.
KELLOG GE, KIER LB, GAILLARD P, HALL LH. 1996. E-state fields: applications to 3D QSAR. J Comput Aided Mol Des 10(6): 513-520.
KHOSHNEVISZADEH M, EDRAKI N, MIRI R, HEMMATEENEJAD B. 2008. Exploring QSAR for substituted 2-sulfonyl-phenyl-indol derivatives as potent and selective COX-2 inhibitors using different chemometrics tools. Chem Biol Drug Des 72(6): 564-574.
KIER LB, HALL LH. 1999. Molecular Structure Description: The Electrotopological State; Lemont B. (ed). New York: Academic Press.
LANEUVILLE O, BREUER DK, DEWITT DL, HLA T, FUNK CD, SMITH WL. 1994. Differential inhibition of human prostaglandin endoperoxide H synthases-1 and -2 by nonsteroidal anti-inflammatory drugs. J Pharmacol Exp Ther 271: 927-934.
MANIVANNAN E, CHATURVEDI SC. 2009. QSAR investigations on benzylideneamino and phenyliminomethyl scaffolds for selective COX-2 inhibiton: a Hansch approach. Med Chem 5(5): 440-445.
MARNETT LJ, KALGUTKAR AS. 1998. Design of selective inhibitors of cyclooxygenase-2 as nonulcerogenic anti-inflammatory agents. Curr Opin Chem Biol 2: 482-490.
MAW HH, HALL LH. 2000. E-State modeling of modeling of dopamine transporter binding: validation of model for small data set. J Chem Inf Comput Sci 40: 1270-75.
MAW HH, HALL LH. 2001. E-State modeling of corticosteroids binding affinity: validation of model for small data set. J Chem Inf Comput Sci 41: 1248-54.
SOLOMONS TWG. 1990. Fundamentals of Organic Chemistry (3rd Ed.) New York: John Wiley & Sons. p. 494.
SHAH UA, DEOKAR HS, KADAM SS, KULKARNI VM. 2009. Pharmacophore generation and atombased 3D-QSAR of novel 2-(4-methylsulfonylphenyl) pyrimidines as COX-2 inhibitors. Mol Divers.
SOLTANI S, ABOLHASANI H, ZARGHI A, JOUYBAN A. 2010. QSAR analysis of diaryl COX-2 inhibitors: comparison of feature selection and train-test data selection methods. Eur J Med Chem 2010 45(7): 2753-60.
VANE JR, BOTTING RM. 1996. Mechanism of action of anti-inflammatory drugs. Scand J Rheumatol Suppl 102: 9-21.
WOLD S. 1991. Validation of QSAR’s. Quant Struct Act Relat 10: 191-193.