Abstract
In this chapter we discuss an application of fractal kinetics under steady state conditions to model the enzymatic elimination of a drug from the body. A one-compartment model following fractal Michaelis–Menten kinetics under a steady state is developed and applied to concentration-time data for the cardiac drug mibefradil in dogs. The model predicts a fractal reaction order and a power law asymptotic time-dependence of the drug concentration. A mathematical relationship between the fractal reaction order and the power law exponent is derived. The goodness-of-fit of the model is assessed and compared to that of four other models suggested in the literature. The proposed model provides the best fit to the data. In addition, it correctly predicts the power law shape of the tail of the concentration-time curve. The new fractal reaction order can be explained in terms of the complex geometry of the liver, the organ responsible for eliminating the drug. Furthermore, we investigate the potential for identifying global characteristics in the pharmacokinetics of the anticancer drug paclitaxel. An analysis of data in the literature yields both clearance curves and dose-dependency curves that are accurately described by power laws with similar exponents.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Anacker, L.W., Kopelman, R.: Fractal chemical kinetics: Simulations and experiments. J. Chem. Phys. 81, 6402–6403 (1984)
Anacker, L.W., Kopelman, R.: Steady-state chemical kinetics on fractals: Segregation of reactants. Phys. Rev. Lett. 58, 289–291 (1987)
Anderson, J., Osborn, S.B., Tomlinson, R.W., Weinbren, I.: Some applications of power law analysis to radioisotope studies in man. Phys. Med. Biol. 18, 287–295 (1963)
Aranda, J.S., Salgado, E., Muñoz-Diosdado A.: Multifractality in intracellular enzymatic reactions. J. Theor. Biol. 240, 209–217 (2006)
Bassingthwaighte, J., Liebovitch, L.S., West, B.J.: Fractal Physiology. Oxford University Press, New York (1994)
Bassingthwaighte, J.B., Beard, D.A.: Fractal 15O-labeled water washout from the heart. Circ. Res. 77, 1212–1221 (1995)
Berry, H.: Monte carlo simulations of enzyme reactions in two dimensions: Fractal kinetics and spatial segregation. Biophys. J. 83, 1891–1901 (2002)
Campra, J.L., Reynolds, T.B.: The hepatic circulation. In: Arias, I.M., Popper, H., Schachter, D., Shafritz, D.A. (eds) The Liver: Biology and Pathobiology. Raven Press, New York (1982)
Chelminiak, P., Marsh, R.E., Tuszyński J.A., Dixon, J.M., Vos, K.J.E.: Asymptotic time dependence in the fractal pharmacokinetics of a two-compartment model. Phys. Rev. E Stat. Nonlin. Soft. Matter Phys. 72, 031903 (2005)
Chelminiak, P., Dixon, J.M., Tuszyński J.A., Marsh, R.E.: Application of a random network with a variable geometry of links to the kinetics of drug elimination in healthy and diseased livers. Phys. Rev. E Stat. Nonlin. Soft. Matter Phys. 73, 051912 (2006)
Corana, A., Marchesi, M., Martini, C., Ridella, S.: Minimizing multimodal functions of continuous variables with the “simulated annealing” algorithm. ACM Trans. Math. Softw. 13, 262–280 (1987)
Cornell, S., Droz, M., Chopard, B.: Role of fluctuations for inhomogeneous reaction-diffusion phenomena. Phys. Rev. A 44, 4826–4832 (1991)
Cornish-Bowden, A.: Fundamentals of Enzyme Kinetics, Rev edn. Portland Press, London (1995)
Damascelli, B., Cantù, G., Mattavelli, F., Tamplenizza, P., Bidoli, P., Leo, E., Dosio, F., Cerrotta, A.M., Di Tolla, G., Frigerio, L.F., Garbagnati, F., Lanocita, R., Marchianò, A., Patelli, G., Spreafico, C., Tichà, V., Vespro, V., Zunino, F.: Intraarterial chemotherapy with polyoxyethylated castor oil free paclitaxel, incorporated in albumin nanoparticles (ABI-007): Phase II study of patients with squamous cell carcinoma of the head and neck and anal canal: Preliminary evidence of clinical activity. Cancer 92, 2592–2602 (2001)
Eftaxias, A., Font, J., Fortuny, A., Fabregat, A., Stüber, F.: Nonlinear kinetic parameter estimation using simulated annealing. Comput. Chem. Eng. 26, 1725–1733 (2002)
Fuite, J., Marsh, R., Tuszyński, J.A.: Fractal pharmacokinetics of the drug mibefradil in the liver. Phys. Rev. E Stat. Nonlin. Soft. Matter Phys. 66, 021904 (2002)
Gabrielsson, J., Weiner, D.: Pharmacokinetic and Pharmacodynamic Data Analysis: Concepts and Applications, 2nd edn. Swedish Pharmaceutical Press, Stockholm (1997)
Gaudio, E., Chaberek, S., Montella, A., Pannarale, L., Morini, S., Novelli, G., Borghese, F., Conte, D., Ostrowski, K.: Fractal and Fourier analysis of the hepatic sinusoidal network in normal and cirrhotic rat liver. J. Anat. 207, 107–115 (2005)
Gibaldi, M., Perrier, D.: Pharmacokinetics, 2nd edn. Marcel Dekker, New York (1982)
Gisiger, T.: Scale invariance in biology: Coincidence or footprint of a universal mechanism? Biol. Rev. Camb. Philos. Soc. 76, 161–209 (2001)
Glenny, R.W., Robertson, H.T.: Fractal properties of pulmonary blood flow: Characterization of spatial heterogeneity. J. Appl. Physiol. 69, 532–545 (1990)
Glenny, R.W., Robertson, H.T.: Fractal modeling of pulmonary blood flow heterogeneity. J. Appl. Physiol. 70, 1024–1030 (1991)
Goffe, W.L., Ferrier, G.D., Rogers, J.: Global optimization of statistical functions with simulated annealing. J. Econometrics 60, 65–99 (1994)
Gough, K., Hutchinson, M., Keene, O., Byrom, B., Ellis, S., Lacey, L., McKellar, J.: Assessment of dose proportionality: Report from the statisticians in the pharmaceutical industry/pharmacokinetics UK joint working party. Drug Inform. J. 29, 1039–1048 (1995)
Havlin, S., Ben-Avraham, D.: Diffusion in disordered media. Adv. Phy. 36, 695–798 (1987)
Heidel, J., Maloney, J.: An analysis of a fractal Michaelis–Menten curve. J. Aust. Math. Soc. Ser. B 41, 410–422 (2000)
Huizing, M.T., Misser, V.H., Pieters, R.C., ten Bokkel Huinink, W.W., Veenhof, C.H., Vermorken, J.B., Pinedo, H.M., Beijnen, J.H.: Taxanes: A new class of antitumor agents. Canc. Invest 13, 381–404 (1995)
Jacquez, J.: Compartmental Analysis in Biology and Medicine, 3rd edn. BioMedware, Ann Arbor MI (1996)
Javanaud, C.: The application of a fractal model to the scattering of ultrasound in biological media. J. Acoust. Soc. Am. 86, 493–496 (1989)
Kearns, C.M., Gianni, L., Egorin, M.J.: Paclitaxel pharmacokinetics and pharmacodynamics. Semin. Oncol. 22, 16–23 (1995)
Kirkpatrick, S., Gelatt, C.D. Jr, Vecchi, M.P.: Optimization by simulated annealing. Science 220, 671–680 (1983)
Klymko, P.W., Kopelman, R.: Heterogeneous exciton kinetics: Triplet naphthalene homofusion in an isotopic mixed crystal. J. Phys. Chem. 86, 3686–3688 (1982)
Kopelman, R.: Rate processes on fractals: Theory, simulations, and experiments. J. Stat. Phys. 42, 185–200 (1986)
Kopelman, R.: Fractal reaction kinetics. Science 241, 1620–1626 (1988)
Kosmidis, K., Karalis, V., Argyrakis, P., Macheras, P.: Michaelis–Menten kinetics under spatially constrained conditions: Application to mibefradil pharmacokinetics. Biophys. J. 87, 1498–1506 (2004)
Kuh, H.J., Jang, S.H., Wientjes, M.G., Au, J.L.: Computational model of intracellular pharmacokinetics of paclitaxel. J. Pharmacol. Exp. Ther. 293, 761–770 (2000)
Landaw, E.M., Katz, D.: Comments on mean residence time determination. J. Pharmacokinet. Biopharm. 13, 543–547 (1985)
Levy, R.H.: Time-dependent pharmacokinetics. Pharmacol. Ther. 17, 383–397 (1982)
Levy, R.H., Bauer, L.A.: Basic pharmacokinetics. Ther. Drug Monit. 8, 47–58 (1986)
Lin, J.H.: Dose-dependent pharmacokinetics: Experimental observations and theoretical considerations. Biopharm. Drug Dispos. 15, 1–31 (1994)
López-Quintela, M.A., Casado, J.: Revision of the methodology in enzyme kinetics: A fractal approach. J. Theor. Biol. 139, 129–139 (1989)
Macheras, P.: A fractal approach to heterogeneous drug distribution: Calcium pharmacokinetics. Pharm. Res. 13, 663–670 (1996)
Mandelbrot, B.B.: Fractals: Form, Chance, and Dimension. W.H. Freeman, San Francisco (1977)
Mandelbrot, B.B.: The Fractal Geometry of Nature. W.H. Freeman, San Francisco (1982)
Marsh, R.E., Tuszyński, J.A.: Fractal Michaelis–Menten kinetics under steady state conditions, application to mibefradil. Pharmaceut. Res. 23, 2760–2767 (2006)
Marsh, R.E., Tuszyński, J.A., Sawyer, M.B., Vos, K.J.E.: Emergence of power laws in the pharmacokinetics of paclitaxel due to competing saturable processes. J. Pharm. Pharm. Sci. 11, 77–96 (2008)
Marsh, R.E., Tuszyński, J.A., Sawyer, M., Vos, K.J.E.: A model of competing saturable kinetic processes with application to the pharmacokinetics of the anticancer drug paclitaxel. Math. Biosci. Eng. 8, 325–354 (2011)
Marshall, J.H.: Calcium pools and the power function. In: Bergner, P.E., Lushbaugh, C.C. (eds.) Compartments, Pools, and Spaces in Medical Physiology. USAEC Division of Technical Information, Oak Ridge TN (1967)
McLeod, H.L., Kearns, C.M., Kuhn, J.G., Bruno, R.: Evaluation of the linearity of docetaxel pharmacokinetics. Canc. Chemother. Pharmacol. 42, 155–159 (1998)
Newhouse, J.S., Kopelman, R.: Reaction kinetics on clusters and islands. J. Chem. Phys. 85, 6804–6806 (1986)
Norris, W.P., Tyler, S.A., Brues, A.M.: Retention of radioactive bone-seekers. Science 128, 456–462 (1958)
Norwich, K.H., Siu, S.: Power functions in physiology and pharmacology. J. Theor. Biol. 95, 387–398 (1982)
Ogihara, T., Tamai, I., Tsuji, A.: Application of fractal kinetics for carrier-mediated transport of drugs across intestinal epithelial membrane. Pharm. Res. 15, 620–625 (1998)
Pazdur, R., Kudelka, A.P., Kavanagh, J.J., Cohen, P.R., Raber, M.N.: The taxoids: Paclitaxel (Taxol) and docetaxel (Taxotere). Canc. Treat. Rev. 19, 351–386 (1993)
Riccardi, A., Servidei, T., Tornesello, A., Puggioni, P., Mastrangelo, S., Rumi, C., Riccardi, R.: Cytotoxicity of paclitaxel and docetaxel in human neuroblastoma cell lines. Eur. J. Canc. 31A, 494–499 (1995)
Ridgway, D., Tuszyński, J.A., Tam, Y.K.: Reassessing Models of Hepatic Extraction. J. Biol. Phys. 29, 1–21 (2003)
Savageau, M.A.: Development of fractal kinetic theory for enzyme-catalysed reactions and implications for the design of biochemical pathways. BioSystems 47, 9–36 (1998)
Skerjanec, A., Tawfik, S., Tam, Y.K.: Mechanisms of nonlinear pharmacokinetics of mibefradil in chronically instrumented dogs. J. Pharmacol. Exp. Ther. 278, 817–825 (1996)
Sparreboom, A., van Tellingen, O., Nooijen, W.J., Beijnen, J.H.: Nonlinear pharmacokinetics of paclitaxel in mice results from the pharmaceutical vehicle Cremophor EL. Canc. Res. 56, 2112–2115 (1996)
Vaishampayan, U., Parchment, R.E., Jasti, B.R., Hussain, M.: Taxanes: An overview of the pharmacokinetics and pharmacodynamics. Urology 54, 22–29 (1999)
Weiss, M.: Use of gamma distributed residence times in pharmacokinetics. Eur. J. Clin. Pharmacol. 25, 695–702 (1983)
Weiss, M.: Importance of tissue distribution in determining drug disposition curves. J. Theor. Biol. 103, 649–52 (1983)
Weiss, M.: A note on the interpretation of tracer dispersion in the liver. J. Theor. Biol. 184, 1–6 (1997)
Wise, M.E.: The evidence against compartments. Biometrics 27, 262 (1971)
Wise, M.E.: Interpreting both short- and long-term power laws in physiological clearance curves. Math. Biosci. 20, 327–337 (1974)
Wise, M.E.: Negative power functions of time in pharmacokinetics and their implications. J. Pharmacokinet. Biopharm. 13, 309–346 (1985)
Wise, M.E., Osborn, S.B., Anderson, J., Tomlinson, R.W.S.: A stochastic model for turnover of radiocalcium based on the observed power laws. Math. Biosci. 2, 199–224 (1968)
van Zuylen, L., Gianni, L., Verweij, J., Mross, K., Brouwer, E., Loos, W.J., Sparreboom, A.: Inter-relationships of paclitaxel disposition, infusion duration and cremophor EL kinetics in cancer patients. Anticancer Drugs 11, 331–337 (2000)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer Science+Business Media New York
About this chapter
Cite this chapter
Marsh, R.E., Tuszyński, J.A. (2013). Saturable Fractal Pharmacokinetics and Its Applications. In: Ledzewicz, U., Schättler, H., Friedman, A., Kashdan, E. (eds) Mathematical Methods and Models in Biomedicine. Lecture Notes on Mathematical Modelling in the Life Sciences. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-4178-6_12
Download citation
DOI: https://doi.org/10.1007/978-1-4614-4178-6_12
Published:
Publisher Name: Springer, New York, NY
Print ISBN: 978-1-4614-4177-9
Online ISBN: 978-1-4614-4178-6
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)