Skip to main content

A Frequency Response Method for Pharmacokinetic Model Identification

  • Chapter
Kinetic Data Analysis

Abstract

A mathematical model must be constructed in order for either body fluid measurements of drug concentration or pharmacological response intensity data to be useful for computation of the time course of systemic drug bioavailability. For linear compartment models the time course of either drug concentration or pharmacological response is represented by a sum of exponentials. The usual method for establishing such models involves the use of some form of nonlinear least-squares estimation technique. For systems of order higher than first, such techniques are often cumbersome, time consuming, and in some cases inadequate. A general frequency response technique commonly used in systems engineering applications, pulse testing, has been successfully applied to pharmacological data for model identification. The method is general and can be applied equally well to blood or urine data. Theoretical descriptions of both the nonlinear least-squares estimation technique in the time domain and the frequency domain estimation technique are presented here. The frequency response data obtained by pulse testing are fitted with accurate model parameters by using a nonlinear least-squares estimation technique in the frequency domain. However, the number of parameters which must be determined, is decreased when modelling in the frequency domain. This results in decreased computation time. For example, the least-squares time domain technique required 25 and 190 seconds of computation time for second- and third-order models, respectively, while the frequency domain technique required 8 and 10 seconds for the same models.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Am. Pharm. Assoc. Bioavailability Pilot Project (1973) “The Bioavailability of Drug Products”, Am. Pharm. Assoc., Washington, D.C.

    Google Scholar 

  2. Ackerman, E., Strickland, E.H., Hazelrig, J.B. and Gatewood, L.C. (1967) Clin. Pharmacol. Ther. 8, 170.

    CAS  Google Scholar 

  3. Hazelrig, J.B., Ackerman, E. and Rosevear, J.W. (1963) “An Iterative Technique for Confirming Models to Biomedical Data”, 16th Annual Conf. Eng. Med. Biol., Baltimore.

    Google Scholar 

  4. Schoenwald, R.D. (1971) “A Drug Absorption Analysis for the Mydriatic, Tropicamide, Using Pharmacological Response Intensities”, Ph.D. Thesis, Purdue University.

    Google Scholar 

  5. Wagner, J.G. (1975) “Fundamentals of Clinical Pharmacokinetics”, Drug Intelligence Publ., Hamilton, I11.

    Google Scholar 

  6. Coughanowr, D.R. and Koppel, L.B. (1965) “Process Systems Analysis and Control”, McGraw-Hill, New York.

    Google Scholar 

  7. Dollar, C.R. (1972) “Frequency Response Data Via Pulse Testing”, Computer Programs for Chemical Engineering Education, Vol. 3, Control, CACHE.

    Google Scholar 

  8. Luyben, W.L. (1973) “Process Modelling, Simulation, and Control for Chemical Engineers”, McGraw-Hill, New York.

    Google Scholar 

  9. Jhawar, A.K. (1974) “Mathematical Modelling of Physiological Data”, Ph.D. Thesis, Purdue University.

    Google Scholar 

  10. Kuehn, P.B. (1974) “Pharmacological Response Kinetics of Chlorpromazine in Rabbits”, Ph.D. Thesis, Purdue University.

    Google Scholar 

  11. Jacquez, J.A. (1972) “Compartmental Analysis in Biology and Medicine”, American Elsevier, New York.

    Google Scholar 

  12. Rescigno, A. and Segre, G. (1966) “Drug and Tracer Kinetics”, Blaidsell, New York.

    Google Scholar 

  13. Smolen, V.F. and Weigand, W.A. (1973) J. Pharmacokin. Biopharm. 1 329.

    Article  Google Scholar 

  14. Schoenwald, R.D. and Smolen, V.F. (1971) J. Pharm. Sei. 60, 1039.

    Article  CAS  Google Scholar 

  15. Smolen, V.F. (1972) Can. J. Pharm. Sei. 7, 1.

    CAS  Google Scholar 

  16. Riggs, D.S. (1970) “Control Theory and Physiological Feedback Mechanisms”, Williams and Wilkins, Baltimore.

    Google Scholar 

  17. Smolen, V.F., Turrie, B.D. and Weigand, W.A. (1972) J. Pharm. Sei. 61, 1941.

    Article  CAS  Google Scholar 

  18. Smolen, V.F. and Schoenwald, R.D. (1971) J. Pharm Sei. 60, 96.

    Article  CAS  Google Scholar 

  19. Guest, P.G. (1961) “Numerical Methods of Curve Fitting”, Cambridge Univ. Press, Cambridge.

    Google Scholar 

  20. Westlake, W.J. (1973) J. Pharm. Sei. 62, 1579.

    Article  CAS  Google Scholar 

  21. Himmelblau, D.M. (1968) “Process Analysis by Statistical Methods”, Wiley, New York.

    Google Scholar 

  22. Neider, J.A. and Mead, R. (1964) Comp. J. 7, 308.

    Google Scholar 

  23. Truxal, J.G. (1955) “Automatic Feedback Control System Synthesis”, McGraw-Hill, New York.

    Google Scholar 

  24. Bergland, G.D. (1968) Commun. ACM, 11, 10, 703.

    Article  Google Scholar 

  25. Bergland, G.D. (1969) IEEE Spectrum, 6, 41.

    Article  Google Scholar 

  26. Cooley, J.W. and Tukey, J.W. (1965) Math. Comput. 19, 297.

    Article  Google Scholar 

  27. Gentleman, W.M. and Sande, G. (1966) “Fast Fourier Transforms for Fun and Profit”, Proc. Fall Joint Computer Conf., San Francisco, Calif.

    Google Scholar 

  28. Hamming, R.W. (1973) “Numerical Methods for Scientists and Engineers”, McGraw-Hill, New York.

    Google Scholar 

  29. Davies, O.L., ed. (1956) “Design and Analysis of Industrial Experiments”, Hafner, New York.

    Google Scholar 

  30. Marquardt, D.W. (1963) J. Soc. Indust. Appi. Math. 11, 2, 431.

    Article  Google Scholar 

  31. Kuehn, R.B., Jhawar, A.K., Weigand, W.A. and Smolen, V.F. (1976) J. Pharm. Sci. 65, 1593.

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 1981 Plenum Press, New York

About this chapter

Cite this chapter

Smolen, V.F. (1981). A Frequency Response Method for Pharmacokinetic Model Identification. In: Endrenyi, L. (eds) Kinetic Data Analysis. Springer, Boston, MA. https://doi.org/10.1007/978-1-4613-3255-8_13

Download citation

  • DOI: https://doi.org/10.1007/978-1-4613-3255-8_13

  • Publisher Name: Springer, Boston, MA

  • Print ISBN: 978-1-4613-3257-2

  • Online ISBN: 978-1-4613-3255-8

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics