Definition of the Subject
Empirical observations of association between chemical structures and their physical, chemical, or biological properties have a longhistory [1], but the real development of mathematical correlations started in the 20th century. Forphysico‐chemical properties, topological indices and their applications were first published by Wiener in 1947 followed soon by Platt and Hosoya, aswill be shown later. Quantitative structure‐activity relationships (QSARs) have 1962 as official birthdates with the connection between Hammettsubstituent constants, lipophilicity, and biological activities, as will be discussed below.
The huge development in analytical and synthetic methods, leading to combinatorial chemistry, high‐throughput screening, and virtual screening(ligand- or structure‐based) on one hand, and on the other hand to the progress in computational hardware and software that allows the processing ofmillions of virtual structure libraries, have made it possible to...
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Abbreviations
- ADMET :
-
Absorption, distribution, metabolism, excretion, and toxicity, five factors which determine whether a compound with favorable features resulting from a computer‐assisted drug design will also be a useful medicinal drug.
- Local vertex invariant (LOVI):
-
A number associated with a vertex of a molecular graph. It does not depend on the arbitrary numerical labeling of vertices.
- Molecular descriptor:
-
A mathematical entity (either a number, or a set of numbers characterizing substituents or molecular fragments) associated with a chemical structure, allowing quantitative manipulations of such structures (correlations with properties, clustering, ordering or partial ordering, determination of similarity or dissimilarity). Constitutional isomerism is associated with topological indices or other two‐dimensional descriptors, whereas stereoisomerism requires three‐dimensional descriptors.
- Molecular graph:
-
Constitutional chemical formula representing atoms by points (vertices) and covalent bonds by lines (edges). Hydrogen atoms are usually omitted (in hydrogen‐depleted graphs) and carbon atoms are not shown explicitly, but other atoms are assigned weights according to the nature of the heteroatom. Multiple bonds are shown explicitly in multigraphs.
- Pharmacophore:
-
A set of chemical features that determine the biological activity.
- Quantitative structure‐activity relationship (QSAR):
-
Mathematical correlation (e. g. a mono- or multi‐parametric equation) between a physical or a chemical property and molecular descriptor(s).
- Receptor:
-
Physiological macromolecule (usually a protein, but sometimes DNA or RNA), also called target, to which a drug (ligand) binds.
- Quantitative structure‐property relationship (QSPR):
-
Mathematical correlation (e. g. a mono- or multi‐parametric equation) between a biological property and molecular descriptor(s).
- Quantitative structure‐toxicity relationship (QSTR ):
-
Mathematical correlation (e. g. a mono- or multi‐parametric equation) between toxicologic properties and molecular descriptor(s).
- Topological index (TI) :
-
A number characterizing a molecular constitutional graph, resulting from mathematical operations on the LOVIs, or edges/vertices of the graph.
Bibliography
Primary Literature
Devillers J, Balaban AT (eds) (1999) Topological indices and related descriptors in QSAR and QSPR. Gordon and Breach, Amsterdam
Templeton NS, Lasic DD (eds) (2000) Gene therapy. Therapeutical mechanisms and strategies. Marcel Dekker, New York
Ilies MA, Seitz WA, Hohnson BH, Ezell EL, Miller AL, Thompson EB, Balaban AT (2006) J Med Chem 49:3872
Kubinyi H (2002) Drug design course (free download from his home page www.kubinyi.de). See also “Why drugs fail” Herman Skolnik Award Lecture, ACS Meeting, San Francisco, September 2006 on that web page
Maggiora GM (2006) J Chem Inf Model 46:1535
Balaban AT, Pompe M (2007) J Phys Chem 111:2448; erratum, ibid. 4871
Karelson M (2000) Molecular descriptors in QSAR/QSPR. Wiley, New York
Todeschini R, Consonni V (2000) Handbook of molecular descriptors. Wiley, Weinheim
Balaban AT (2000) Quantitative structure‐activity relationships and computational methods in drug discovery. In: Meyers RA (ed) Encyclopedia of analytical chemistry. Wiley, Chichester, p 7288
Randić M (1998) Topological indices. In: Schleyer PVR et al (eds) Encyclopedia of computational chemistry. Wiley, Chichester, p 3018
Kier LB, Hall LH (1986) Molecular connectivity in structure‐activity analysis. Research Studies Press, Letchworth
Kier LB, Hall LH (1976) Molecular connectivity in chemistry and drug research. Academic Press, New York
Kier LB, Hall LH (1999) Molecular structure description: the electrotopological state. Academic Press, San Diego
Bonchev D (1983) Information theoretic indices for characterization of chemical structure. Wiley, Chichester
Hammett LP (1940) Physical organic chemistry, 2nd edn, 1970. McGrawHill, New York
Hammett LP (1935) Chem Rev 17:125
Hansch C, Maloney PP, Fujita T, Muir RM (1962) Nature 194:258
Hansch C, Fujita T (1964) J Am Chem Soc 86:1616
Fujita T, Iwasa J, Hansch C (1964) J Am Chem Soc 86:5175
Hansch C (1969) Acc Chem Res 2:232
Hansch C, Leo A, Hoekman D (1995) Exploring QSAR, hydrophobic, electronic and steric constants. Am. Chem. Soc., Washington
Hansch C, Hoekman D, Gao H (1996) Chem Rev 96:1045
Hansch C, Gao H, Hoekman D (1998) In: Devillers J (ed) Comparative QSAR. Taylor and Francis, Washington, p 285
Hansch C, Leo A (1979) Substituent constants for correlation analysis in chemistry and biology. Wiley/Interscience, New York
Hansch C, Leo A (1995) Exploring QSAR: fundamentals and applications in chemistry and biology. Am. Chem. Soc., Washington
Kubinyi H (1993) QSAR: Hansch analysis and related approaches. VCH Publishers, Weinhim
Verloop A (1976) In: Ariëns EJ (ed) Drug design, vol 3. Academic, New York, p 133
Verloop A, Tipker J (1977) In: Buisman JAK (ed) Biological activity and chemical structure. Elsevier, Amsterdam, p 63
Verloop A, Tipker J (1977) In: Jerman‐Blazić D (ed) QSAR in drug design and toxicology, Hadzi D21–23. Elsevier, Amsterdam, p 97
Kubinyi H (1998) Quantitative structure‐activity relationships in drug design. In: Schleyer PVR et al (eds) Encyclopedia of computational chemistry. Wiley, Chichester, p 2309
Kubinyi H (2006) In: Sener EA, Yalcin I (eds) QSAR and molecular modeling in rational design of bioactive molecules. CADD Society, Ankara, p 30
Balaban AT (1976) (ed) Chemical applications of graph theory. Academic Press, London
Trinajstić N (1992) Chemical graph theory, 2nd edn. CRC Press, Boca Raton
Ivanciuc O, Balaban AT (1998) Graph theory in chemistry. In: Schleyer PVR et al (eds) Encyclopedia of computational chemistry. Wiley, Chichester, p 1169
Rouvray DH, Balaban AT (1979) In: Wilson RJ, Beineke LW (eds) Applications of graph theory. Academic Press, London, p 177
Balaban AT (1995) J Chem Inf Comput Sci 35:339
Ivanciuc O, Ivanciuc T, Diudea MV (1997) SAR QSAR Environ Res 7:63
Ivanciuc O, Ivanciuc T (1999) In: Devillers J, Balaban AT (eds) Topological indices and related descriptors in QSAR and QSPR. Gordon and Breach, Amsterdam
Janežič D, Miličević A, Nikolić S, Trinajstić N (2007) In: Gutman I (ed) Graph theoretical matrices in chemistry. University of Kragujevac (Serbia)
Wiener H (1947) J Am Chem Soc 69(17):2636
Hosoya H (1971) Bull Chem Soc Jpn 44:2332
Platt JR (1947) J Chem Phys 15:419
Platt JR (1952) J Phys Chem 56:151
Gordon M, Scantlebury GR (1967) J Chem Soc B:1
Gutman I, Ruscić B, Trinajstić N, Wilcox CF (1975) J Chem Phys 62:3399
Schultz HP, Schultz TP (1998) J Chem Inf Comput Sci 38:853
Balaban AT (1979) Theor Chim Acta 5:239
Bonchev D, Balaban AT, Mekenyan O (1980) J Chem Inf Comput Sci 20:106
Bonchev D, Mekenyan O, Balaban AT (1989) J Chem Inf Comput Sci 29:91
Bonchev D (1989) Theochem 185:155
Balaban AT, Bertelsen S, Basak SC (1994) MATCH Commun Math Comput Chem 30:55
Bonchev D (2001) J Mol Graphics Model 20:65
Randić M (1991) J Math Chem 7:155
Randić M (1975) J Am Chem Soc 97:6609
Kier LB, Hall LH (1976) J Pharm Sci 65:1806
Kier LB (1989) Quant Struct‐Act Relat 8:221
Kier LH, Hall LB (1999) In: Devillers J, Balaban AT (eds) Topological indices and related descriptors in QSAR and QSPR. Gordon and Breach, Amsterdam, pp 307, 455, 491
Bonchev D, Trinajstić N (1977) J Chem Phys 67:4517
Basak SC (1999) In: Devillers J, Balaban AT (eds) Topological indices and related descriptors in QSAR and QSPR. Gordon and Breach, Amsterdam, p 563
Raychaudhury C, Ray SK, Ghosh JJ, Roy AB, Basak SC (1984) J Comput Chem 5:581
Balaban AT, Balaban TS (1991) J Math Chem 8:383
Balaban AT (1983) Pure Appl Chem 55:199
Balaban AT (1982) Chem Phys Lett 89:399
Balaban AT, Ionescu‐Pallas N, Balaban TS (1985) MATCH Commun Math Comput Chem 17:121
Balaban AT (1986) MATCH Commun Math Comput Chem 21:115
Ivanciuc O, Ivanciuc T, Balaban AT (1998) J Chem Inf Comput Sci 38:395
Balaban AT, Quintas LV (1983) MATCH Commun Math Comput Chem 14:213
Lovasz L, Pelikan J (1973) Periodica Math Hung 3:175
Medeleanu M, Balaban AT (1998) J Chem Inf Comput Sci 38:1038
Randić M, Vračko M, Novič M (2001) In: Diudea MV (ed) QSPR/QSAR studies by molecular descriptors. Nova Sci. Publ., Huntington, p 147
Plavsić D, Nikolić S, Trinajstić N, Mihalić Z (1993) J Math Chem 12:235
Ivanciuc O, Balaban TS, Balaban AT (1993) J Math Chem 12:309
Khadikar PV, Deshpande NV, Kale PP, Dobrynin AA, Gutman I, Dömötör G (1995) J Chem Inf Comput Sci 35:547
Diudea MV, Minailiuc O, Balaban AT (1991) J Comput Chem 12:527
Balaban AT, Diudea MV (1993) J Chem Inf Comput Sci 33:421
Diudea MV (1997) J Chem Inf Comput Sci 37:292–300
Diudea MV (1997) MATCH Commun Math Comput Chem 35:163
Diudea MV, Vizitiu AE, Janežič D (2007) J Chem Inf Model 47:864
Rücker G, Rücker C (1993) J Chem Inf Comput Sci 33:683
Rücker G, Rücker C (1999) J Chem Inf Comput Sci 39:788
Rücker G, Rücker C (1994) J Chem Inf Comput Sci 34:534
Balaban AT, Beteringhe A, Constantinescu T, Filip PA, Ivanciuc O (2007) J Chem Inf Model 47:716; Vukičević D, Beteringe A, Constantinescu T, Pompe M, Balaban AT (2008) Chem Phys Lett 464:155
Filip PA, Balaban TS, Balaban AT (1987) J Math Chem 1:61
Basak SC, Gute BD (2001) J Mol Graphics Model 20:95
Estrada E (2001) Chem Phys Lett 336:248
Estrada E (2003) J Phys Chem A 107:7482
Estrada E (2004) J Phys Chem A 108:5468
Matamala AR, Estrada E (2005) J Phys Chem A 109:9890
Matamala AR, Estrada E (2005) Chem Phys Lett 410:343
Estrada E, Matamala AR (2007) J Chem Inf Comput Sci 47:794
Estrada E, Gutierrez Y (2001) MATCH Commun Math Comput Chem 44:155
Esterada E (2000) SAR QSAR Environ Des 11:55; Estrada E, Gutierrez Y, Gonzales H (2000) J Chem Inf Comput Sci 40:1386
Estrada E, Pena A, Garcia‐Domenech R (1998) J Comput‐Aided Mol Des 12:583
Estrada E, Quincoces JA, Patlewicz G (2004) Mol Divers 8:21
Randić M (1991) J Chem Inf Comput Sci 31:311
Randić M (1991) New J Chem 15:517
Randić M (2001) J Mol Graphics Model 20:19
Randić M, Pompe M (2001) J Chem Inf Comput Sci 41:573
Pompe M, Randić M (2006) J Chem Inf Comput Sci 46:2
Randic M, Pompe M (2007) Acta Chim Slov 54:605
Toropov AA, Toropova AP, Mukhamedzhnova DV, Gutman I (2005) Indian J Chem 44A:1545
Toropov AA, Benfenati E (2007) Comput Biol Chem 31:57
Toropov AA, Benfenati E (2007) Eur J Med Chem 42:606
Roy K, Toropov AA, Raska I Jr (2007) QSAR & Comp Sci 26:460
Gálvez J, Garcia R, Salabert MT, Soler R (1994) J Chem Inf Comput Sci 34:520
Gálvez J, de Julian‐Ortiz JV, Garcia‐Domenech R (2001) J Mol Graph Model 20:84
Grassy G, Calas B, Yasri A, Lahana R, Woo J, Iyer S, Kaczorek M, Floc'h R, Buelow R (1998) Nat Biotechnol 16:748
Gorse D, Lahana R (2000) Curr Opin Chem Biol 4:287; Gorse A-D (2006) Curr Top Med Chem 6:3; Iyer S, Lahana R, Buelow R (2002) Curr Pharm Des 8:2217; Gorse D, Rees A, Kaczorek M, Lahana R (1999) Drug Disc Today 4:257
Grassy G, Kaczorek M, Lahana R, Yasri A (2006) US Patent 7,024,311
Kubinyi H, Folkers G, Martin YC (eds) (1998) 3D QSAR in drug design: Ligand–protein interactions and molecular similarity, vols 9–11. Kluwer, Dordrecht
Balaban AT (ed) (1997) From chemical topology to three‐dimensional geometry. Plenum, New York
Balaban AT (1997) J Chem Inf Comput Sci 37:645
Kubinyi H, Folkers G, Martin YC (eds) (1998) 3D QSAR in drug design: Recent advances, vols. 12–14. Kluwer, Dordrecht
Cramer RD III, Patterson DE, Bunce JD (1988) J Am Chem Soc 110:5959
Cramer RD III, Patterson DE, Bunce JD (1989) In: Fauchère JL (ed) Quantitative structure‐activity relationships in drug design. Alan R Liss, New York, p 161
Cramer RD III, DePriest SA, Patterson DE, Hecht P (1993) In: Kubinyi H (ed) 3D QSAR in Drug Design: Theory, methods and applications. ESCOM, Leiden, p 583
Böhm M, Klebe G (2002) J Med Chem 45:1585
Martin YC, Kim KH, Lin CT (1996) In: Charton M (ed) Advances in quantitative structure‐activity relationships. JAI Press, Greenwich
Todeschini R, Lasagni M, Marengo E (1994) J Chemom 8:263
Todeschini R, Gramatica P, Marengo E, Provenzani R (1995) Chemom Intell Lab Syst 27:221
Todeschini R, Vighi M, Provenzani R, Finizio A, Gramatica P (1996) Chemosphere 32:1527
Todeschini R, Gramatica P (1997) Quant Struct‐Act Relat 16:113, 120
Todeschini R, Gramatica P (1997) SAR QSAR Environ Res 7:89
Gramatica P, Consonni V, Todeschini R (1999) Chemosphere 38:1371
Gramatica P, Corradi M, Consonni V (2000) Chemosphere 41:763
Ferguson AM, Heritage T, Jonathon P, Pack SE, Phillips L, Rogan J, Snaith PJ (1997) J Comp-Aided Mol Des 11:143
Fontaine F, Pastor M, Sanz F (2004) J Med Chem 47:2805
Johnson M, Maggiora GM (eds) (1990) Concepts and applications of molecular similarity. Wiley, New York; Maggiora GM, Shanmungasundaram V (2004) Methods Mol Biol 275:1
Horvath D, Mao B (2003) QSAR Comb Sci 22:498
Mezey PG (1993) Shape in chemistry. An introduction to molecular shape and topology. Wiley, New York
Carbo-Dorca R, Mezey PG (eds) (1998) Advances in molecular similarity, vol 2. JAI Press, Stamford
Karelson M, Lobanov VS, Katritzky AR (1996) Chem Rev 96:1027
Zyrianov Y (2005) J Chem Inf Model 45:657
Burden FR (1989) J Chem Inf Comput Sci 29:225
Basak SC, Balaban AT, Grunwald G, Gute BD (2000) J Chem Inf Comput Sci 40:891; Basak SC, Gute BD, Balaban AT (2004) Croat Chem Acta 77:331
Basak SC, Gute BD, Mills D (2006) Arkivoc ix:157
Bertz SH (1988) Discret Appl Math 19:65
Balaban AT (2002) In: Rouvray DH, King RB (eds) Topology in chemistry: Discrete mathematics of molecules. Horwood Publishing Ltd., Chichester, p 89
Ivanciuc O, Ivamciuc T, Cabrol‐Bass D, Balaban AT (2000) MATCH Commun Math Comput Chem 42:155
Balaban AT (2002) MATCH Commun Math Comput Chem 45:5
Basak SC, Mills D, Mumtaz MM, Balasubramanian K (2003) Indian J Chem 42A:1385; Basak SC, Mills D, Balaban AT, Gute BD (2001) J Chem Inf Comput Sci 41:671
Katritzky AR, Lobanov VS, Karelson M (1995) Chem Soc Rev 24:279
Perun TJ, Propst CL (1989) Computer‐aided drug design. Methods and applications. Marcel Dekker, New York
Karelson M, Maran U, Wang Y, Katritzky AR (2000) Coll Czech Chem Commun 64:1551
Jurs PC (1996) Computer software applications in chemistry, 2nd edn. Wiley, New York
Zupan J, Gasteiger J (1999) Neural networks in chemistry and drug design. Wiley, Weinheim
Devillers J (1996) Neural networks in QSAR and drug design. Academic Press, London
Jorissen RN, Gilson MK (2005) J Chem Inf Model 45:549
Devillers J (1996) Genetic algorithms in molecular modeling. Academic Press, London
Goldberg DE (1989) Genetic algorithms in search, optimization and machine learning. Addison‐Wesley, Reading
Liu R, So SS (2001) J Chem Inf Comput Sci 41:1633
Gola J, Obrezanova O, Champness E, Segall M (2006) QSAR Comb Sci 25:1172
Katritzky AR, Kuanar M, Slavov S, Dobchev DA, Fara DC, Karelson M, Acree WE, Solov'ev VP, Varnek A (2006) Bioorg Med Chem 14:4888
Li H, Yap CW, Ung CY, Xue Y, Cao ZW, Chen YZ (2005) J Chem Inf Model 45:1376
Balaban AT, Catana C (1994) SAR QSAR Environm Res 2:1
Mekenyan O, Bonchev D, Balaban AT (1988) J Math Chem 2:347
Charton M (2003) J Comput‐Aided Mol Des 17:197; Charton M, Charton B (2003) J Comput‐Aided Mol Des 17:211
Mekenyan O, Pavlov T, Grancharov V, Todorov M, Schmieder P, Veith G (2005) J Chem Inf Model 45:283
Schultz HP, Schultz EB, Schultz TP (1995) J Chem Inf Comput Sci 35:864
Pyka A (1993) J Planar Chromatog Mod TLC 6:282
Pyka A (1997) J Serb Chem Soc 62:251; Gutman I, Pyka A, ibid. 261
Pyka A (1999) J Liq Chromatog Relat Technol 22:41
Randić M, Zupan J (2001) J Chem Inf Comput Sci 41:550
Randić M, Balaban AT, Basak SC (2001) J Chem Inf Comput Sci 41:593
Labanowski JK, Motoc I, Dammkoehler RA (1991) Comput Chem 15:47
Bögel H, Dettman J, Randić M (1997) Croat Chem Acta 70:827
Stankevich IV, Skvortsova MI, Zefirov NS (1995) Theochem 342:173
Hosoya H, Gotoh M, Murajami M, Ikeda S (1999) J Chem Inf Comput Sci 39:192
Kier LB, Hall LB (1977) Eur J Med Chem Chim Ther 12:307
Estrada E (1999) Chem Phys Lett 312:556
Skvortsova MI, Fedyaev KS, Palyulin VA, Zefirov NS (2003) Internet Electron J Mol Des 2:70
Skvortseva MI, Baskin II, Slovokhovotova OL, Palyulin VA, Zefirov NS (1993) J Chem Inf Comput Sci 33:630
Gordeeva EV, Molchanova MS, Zefirov NS (1990) Tetrahdron Comput Meth 3:389
Garcìa GC, Luque-Ruiz I, Gómez MA Doncel AC, Plaza AG (2005) J Chem Inf Model 45:231
Fink T, Bruggesser, Reymond J-L (2005) Angew Chem Int Ed Engl 44:1504
Bologa C, Allu TK, Olah M, Kappler MA, Oprea TI (2005) J Comput Aided Mol Des 19:625
Balaban AT (2005) J Comput Aided Mol Des 19:651
Clement OO, Güner OF (2005) J Comput Aided Mol Des 19:731
Faulon J-L, Brown WM, Martin S (2005) J Comput Aided Mol Des 19:637
Varnek A, Fourches D, Hoonakker F, Solov'ev VP (2005) J Comput Aided Mol Des 19:693
Filimonov D, Poroikov V (2005) J Comput Aided Mol Des 19:705
Books and Reviews
Bohacek RS, McMartin C, Guida WC (1996) Med Res Revs 16:3
Bonchev D, Rouvray DH (eds) (2005) Complexity in chemistry, biology, and ecology. Springer, New York
Bonchev D, Buck GA (2007) J Chem Inf Model 47:909
Estrada E, Uriarte E (2001) Curr Med Chem 8:1573
Diudea MV (ed) (2000) QSPR/QSAR studies by molecular descriptors. Nova Science Press, New York
Diudea MV, Florescu MS, Khadikar PV (2006) Molecular topology and its applications. Eficon, Bucharest
Holtje HD, Sippl W (eds) (2001) Rational approach to drug design. Prous Sci, Barcelona
Mannhold R, Kubinyi H, Timmermann H (eds) (1997) Molecular modeling. Methods and principles in medicinal chemistry, vol 5. VCH, Weinheim
Ooms F (2000) Curr Med Chem 7:141
Pogliani L (2000) Chem Rev 100:3827
Randić M (1998) In: Schleyer PvR et al (eds) Encyclopedia of computational chemistry, vol 5. Wiley, Chichester, p 3018
Richon AB, Young SS: An introduction of QSAR methodology. http://www.netsci.org/Science/Compchem/feature19.html
Snyder JP, Snyder FD (2000) In: Gundertofte K, Jørgensen FS (eds) Molecular modeling: prediction of bioactivity. Kluwer, New York
van de Waterbeemd H (1995) Chemometric methods in drug design. VCH, Weinheim
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Balaban, A.T. (2009). Drug Design, Molecular Descriptors in. In: Meyers, R. (eds) Encyclopedia of Complexity and Systems Science. Springer, New York, NY. https://doi.org/10.1007/978-0-387-30440-3_136
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