Skip to main content
Top
Published in:
Cover of the book

2015 | OriginalPaper | Chapter

1. QSAR/QSPR Modeling: Introduction

Authors : Kunal Roy, Supratik Kar, Rudra Narayan Das

Published in: A Primer on QSAR/QSPR Modeling

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Development of predictive quantitative structure–activity relationship (QSAR) models plays a significant role in the design of purpose-specific fine chemicals including pharmaceuticals. Considering the wide application of different types of chemicals in human life, QSAR modeling is a useful tool for prediction of biological activity, physicochemical property, and toxicological responses of untested chemical compounds. Descriptors play a crucial role in the development of any QSAR model since they represent quantitatively the encoded chemical information. They not only help in the derivation of a mathematical correlation between the chemical structure information and the response of interest, but also enable exploration of the mechanistic aspect involved in a biochemical process. QSAR analysis is now widely employed as a rational tool for the prediction and design of chemicals of health benefits, industrial/laboratory process, or household applications.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Todeschini R, Consonni V, Gramatica P (2009) Chemometrics in QSAR. In: Brown S, Tauler R, Walczak R (eds) Comprehensive chemometrics, vol 4. Elsevier, Oxford, pp 129–172CrossRef Todeschini R, Consonni V, Gramatica P (2009) Chemometrics in QSAR. In: Brown S, Tauler R, Walczak R (eds) Comprehensive chemometrics, vol 4. Elsevier, Oxford, pp 129–172CrossRef
2.
go back to reference Tute MS (1990) History and objectives of quantitative drug design. In: Hansch C, Sammes PG, Taylor JB (eds) Comprehensive medicinal chemistry, vol 4. Pergamon Press, Oxford, pp 1–31 Tute MS (1990) History and objectives of quantitative drug design. In: Hansch C, Sammes PG, Taylor JB (eds) Comprehensive medicinal chemistry, vol 4. Pergamon Press, Oxford, pp 1–31
3.
go back to reference Sinko PJ (ed) (2011) Martin’s physical pharmacy and pharmaceutical sciences, 6th edn. Lippincott Williams & Wilkins, Baltimore Sinko PJ (ed) (2011) Martin’s physical pharmacy and pharmaceutical sciences, 6th edn. Lippincott Williams & Wilkins, Baltimore
4.
go back to reference Daniels TC, Jorgensen EC (1982) Physicochemical properties in relation to biological action. In: Doerge RF (ed) Wilson and Gisvold’s textbook of organic medicinal and pharmaceutical chemistry, 8th edn. J.B. Lippincott Co., Pennsylvania Daniels TC, Jorgensen EC (1982) Physicochemical properties in relation to biological action. In: Doerge RF (ed) Wilson and Gisvold’s textbook of organic medicinal and pharmaceutical chemistry, 8th edn. J.B. Lippincott Co., Pennsylvania
5.
go back to reference Traube J (1904) Theorie der Osmose and Narkose. Pflüg Arch Physiol 105:541–558CrossRef Traube J (1904) Theorie der Osmose and Narkose. Pflüg Arch Physiol 105:541–558CrossRef
6.
go back to reference Seidell A (1912) A new bromine method for the determination of thymol, salicylates, and similar compounds. Am Chem J 47:508−526 Seidell A (1912) A new bromine method for the determination of thymol, salicylates, and similar compounds. Am Chem J 47:508−526
7.
go back to reference Selassie CD (2003) History of quantitative structure-activity relationships. In: Abraham DJ (ed) Burger’s medicinal chemistry and drug discovery, vol 1., Drug DiscoveryWiley, New York, pp 1–48 Selassie CD (2003) History of quantitative structure-activity relationships. In: Abraham DJ (ed) Burger’s medicinal chemistry and drug discovery, vol 1., Drug DiscoveryWiley, New York, pp 1–48
8.
go back to reference Albert A, Rubbo SD, Goldacre R (1941) Correlation of basicity and antiseptic action in an acridine series. Nature 147:332−333 Albert A, Rubbo SD, Goldacre R (1941) Correlation of basicity and antiseptic action in an acridine series. Nature 147:332−333
9.
go back to reference Fjodorova N, Novich M, Vrachko M, Smirnov V, Kharchevnikova N, Zholdakova Z, Novikov S, Skvortsova N, Filimonov D, Poroikov V, Benfenati E (2008) Directions in QSAR modeling for regulatory uses in OECD member countries, EU and in Russia. J Environ Sci Health Part C Environ Carcinog Ecotoxicol Rev 26:201–236CrossRef Fjodorova N, Novich M, Vrachko M, Smirnov V, Kharchevnikova N, Zholdakova Z, Novikov S, Skvortsova N, Filimonov D, Poroikov V, Benfenati E (2008) Directions in QSAR modeling for regulatory uses in OECD member countries, EU and in Russia. J Environ Sci Health Part C Environ Carcinog Ecotoxicol Rev 26:201–236CrossRef
10.
go back to reference Guha R, Willighagen E (2012) A survey of quantitative descriptions of molecular structure. Curr Top Med Chem 12:1946–1956CrossRef Guha R, Willighagen E (2012) A survey of quantitative descriptions of molecular structure. Curr Top Med Chem 12:1946–1956CrossRef
11.
go back to reference Todeschini R, Consonni V (2000) Handbook of molecular descriptors. Wiley-VCH, WeinheimCrossRef Todeschini R, Consonni V (2000) Handbook of molecular descriptors. Wiley-VCH, WeinheimCrossRef
12.
go back to reference Livingstone DJ (2000) The characterization of chemical structures using molecular properties. A survey. J Chem Inf Comput Sci 40:195–209CrossRef Livingstone DJ (2000) The characterization of chemical structures using molecular properties. A survey. J Chem Inf Comput Sci 40:195–209CrossRef
13.
go back to reference Roy K, Das RN (2014) A review on principles, theory and practices of 2D-QSAR. Current Drug Metabol 15:346–379CrossRef Roy K, Das RN (2014) A review on principles, theory and practices of 2D-QSAR. Current Drug Metabol 15:346–379CrossRef
14.
go back to reference Taylor PJ (1991) Quantitative drug design. the rational design, mechanistic study and therapeutic applications of chemical compounds. In: Hansch C, Sammes PG, Taylor JB (eds) Comprehensive medicinal chemistry, vol 4. Pergamon Press, Oxford; pp 241–294 Taylor PJ (1991) Quantitative drug design. the rational design, mechanistic study and therapeutic applications of chemical compounds. In: Hansch C, Sammes PG, Taylor JB (eds) Comprehensive medicinal chemistry, vol 4. Pergamon Press, Oxford; pp 241–294
15.
go back to reference Rekker R (1977) The hydrophobic fragmental constant. Elsevier, Amsterdam Rekker R (1977) The hydrophobic fragmental constant. Elsevier, Amsterdam
16.
go back to reference Hansch C, Leo A, Hoekman D (1995) Exploring QSAR vol 2: hydrophobic, electronic and steric constants. ACS, Washington DC Hansch C, Leo A, Hoekman D (1995) Exploring QSAR vol 2: hydrophobic, electronic and steric constants. ACS, Washington DC
17.
go back to reference Hopfinger AJ, Tokarsi JS (1997) In: Charifson PS (ed) Practical applications of computer-aided drug design. Marcel Dekker, New York, pp 105–164 Hopfinger AJ, Tokarsi JS (1997) In: Charifson PS (ed) Practical applications of computer-aided drug design. Marcel Dekker, New York, pp 105–164
Metadata
Title
QSAR/QSPR Modeling: Introduction
Authors
Kunal Roy
Supratik Kar
Rudra Narayan Das
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-17281-1_1

Premium Partner