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A Delayed Nonlinear PBPK Model for Genistein Dosimetry in Rats

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Abstract

Genistein is an endocrine-active compound (EAC) found in soy products. It has been linked to beneficial effects such as mammary tumor growth suppression and adverse endocrine-related effects such as reduced birth weight in rats and humans. In its conjugated form, genistein is excreted in the bile, which is a significant factor in its pharmacokinetics. Experimental data suggest that genistein induces a concentration-dependent suppression of biliary excretion. In this article, we describe a physiologically based pharmacokinetic (PBPK) model that focuses on biliary excretion with the goal of accurately simulating the observed suppression. The mathematical model is a system of nonlinear differential equations with state-dependent delay to describe biliary excretion. The model was analyzed to examine local existence and uniqueness of a solution to the equations. Furthermore, unknown parameters were estimated, and the mathematical model was compared against published experimental data.

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References

  • Banks, H.T., Kunisch, K., 1989. Estimation Techniques for Distributed Parameter Systems. Birkhauser, Basle.

    MATH  Google Scholar 

  • Barnes, S., Peterson, T.G., 1995. Biochemical targets of the isoflavone genistein in tumor cell lines. Proc. Soc. Exp. Biol. Med. 208, 103–108.

    Google Scholar 

  • Colburn, T., vom Saal, F.S., Soto, A.M., 1993. Developmental effects of endocrine-disrupting chemicals in wildlife and humans. Environ. Health Perspect. 101, 378–384.

    Article  Google Scholar 

  • Cole, C.E., Tran, H.T., Schlosser, P.M., 2001. Physiologically based pharmacokinetic modeling of benzene metabolism in mice through extrapolation from in vitro to in vivo. J. Toxicol. Environ. Health A(62), 439–465.

    Article  Google Scholar 

  • Delclos, K.B., Bucci, T.J., Lomax, L.G., Latendresse, J.R., Warbritton, A., Weis, C.C., Newbold, R.R., 2001. Effects of dietary genistein exposure during development on male and female CD (Sprague-Dawley) rats. Reprod. Toxicol. 15, 647–663.

    Article  Google Scholar 

  • Driver, R.D., 1963. Existence theory for a delay-differential system. Contrib. Diff. Eqs. 1(3), 317–336.

    MathSciNet  Google Scholar 

  • Driver, R.D., 1977. Ordinary and Delay Differential Equations. Springer-Verlag, Berlin.

    MATH  Google Scholar 

  • Federal Register: December 28, 1998 (Vol. 63, No. 248) 71541–71568.

  • Flynn, K.M., Ferguson, S.A., Delclos, K.B., Newbold, R.R., Effects of genistein exposure on sexually dimorphic behaviors in rats. Toxicol. Sci. 55(2), 311–319.

  • Fritz, W.A., Coward, L., Wang, J., Lamartiniere, C.A., 1998. Dietary genistein: Perinatal mammary cancer prevention, bioavailability and toxicity testing in the rat. Carcinogenesis 19(12), 2151–2158.

    Article  Google Scholar 

  • Hakkak, R., Korourian, S., Ronis, M., Irby, D., Kechelava, S., Benson, J., Weatherford, C., Parker, J., Badger, T.M., 1999. Dietary soy protein isolate or whey protein protects against AOM-induced colon cancer in male rats. Proc. Am. Assoc. Cancer Res. 40, 56.

    Google Scholar 

  • Hale, J.K., Sjoerd, M.V.L., 1993. Introduction to Functional Differential Equations. Springer-Verlag, Berlin.

    MATH  Google Scholar 

  • Ju, Y.H., Allred, C.D., Allred, K.F., Karko, K.L., Doerge, D.R., Helferich, W.G., 2001. Physiological concentrations of dietary genistein dose-dependently stimulate growth of estrogen-dependent human breast cancer (MCF-7) tumors implanted in athymic nude mice. J. Nutr. 131, 2957–2962.

    Google Scholar 

  • Kita, Y., Yamazaki, T., Imada, A., 1992. Comparative pharmacokinetics of SCE-2787 and related antibiotics in experimental animals. Antimicrob. Agents Chemother. 36, 2481–2486.

    Google Scholar 

  • Lamartiniere, C.A., Moore, J., Holland, M., Barnes, S., 1995. Neonatal genistein chemoprevents mammary cancer. Proc. Soc. Exp. Biol. Med. 208, 120–123.

    Google Scholar 

  • Laurenzana, E.M., Weis, C.C., Bryant, C.W., Newbold, R., Delclos, K.B., 2002. Effect of dietary administration of genistein, nonylphenol or ethinyl estradiol on hepatic testosterone metabolism, cytochrome P-450 enzymes, and estrogen receptor alpha expression. Food Chem. Toxicol. 40, 53–63.

    Article  Google Scholar 

  • Lee, H.P., Gourley, L., Duffy, S.W., Esteve, J., Lee, J., Day, N.E., 1991. Dietary effects on breast-cancer risk in Singapore. Lancet 336, 1197–1200.

    Article  Google Scholar 

  • Levy, J.R., Faber, K.A., Ayyash, L., Hughes, C.L., Jr., 1995. The effect of prenatal exposure to the phytoestrogen genistein on sexual differentiation in rats. Proc. Soc. Exp. Biol. Med. 208, 60–66.

    Google Scholar 

  • Lucas, A.N., Nation, R.L., Milne, R.W., Reynolds, G.D., Evans, A.M., 2003. The effects of phytoestrogenic isoflavones on the formation and disposition of paracetamol sulfate in the isolated perfused rat liver. J. Pharm. Pharmacol. 55, 639–646.

    Article  Google Scholar 

  • Messina, M.J., Loprinzi, C.L., 2001. Soy for breast cancer survivors: A critical review of the literature. J. Nutr. 131, 3095S–3108S.

    Google Scholar 

  • Messina, M., Persky, V., Setchell, K.D.R., Barnes, S., 1994. Soy intake and cancer risk: A review of the in vitro and in vivo data. Nutr. Cancer 21, 113–131.

    Article  Google Scholar 

  • Newbold, R.R., Padilla Banks, E., Bullock, B., Jefferson, W.N., 2001. Uterine adenocarcinoma in mice treated neonatally with genistein. Cancer Res. 61, 4325–4328.

    Google Scholar 

  • Peterson, T.G., Barnes, S., 1994. Genistein potentially inhibits the growth of human primary breast epithelial cells: Correlation with lack of genistein metabolism. Mol. Biol. Cell. 5, 384a.

    Google Scholar 

  • ILSI (International Life Sciences Institute), 1994. Physiological Parameter Values for PBPK Models.

  • Plowchalk, D.R., 1997. Physiologically-based models for estradiol pharmacokinetics in rats and humans. Report prepared for the American Chemistry Counsil (formerly the Chemical Manufacturers Association).

  • Safe, S.H., 1995. Environmental and dietary estrogens and human health: Is there a problem? Environ. Health Perspect. 103(9), 346–351.

    Article  Google Scholar 

  • Santell, R.C., Chang, Y.C., Nair, M.G., Helferich, W.G., 1997. Dietary genistein exerts estrogenic effects upon the uterus, mammary gland and the hypothalamic/pituitary axis in rats. J. Nutr. 127, 263–269.

    Google Scholar 

  • Schlosser, P.M., Zager, M.G., Barton, H.A., 1999. Final report for the American Chemistry Counsil. Nov. 30, 1999 (not published).

  • Setchell, K.D.R., Cassidy, A., 1999. Dietary isoflavones: Biological effects and relevance to human health. J. Nutr. 129(3), 758S–767S.

    Google Scholar 

  • Setchell, K.D.R., Nechemias-Zimmer, L.Z., Cai, J., Heubi, J.E., 1997. Exposure of infants to phyto-oestrogens from soy-based infant formula. Lancet 350, 23–27.

    Article  Google Scholar 

  • Setchell, K.D.R., Welsh, M.B., Lim, C.K., 1987. High-performance liquid chromatographic analysis of phytoestrogens in soy protein preparations with ultraviolet, electrochemical and thermospray mass spectrometric detection. J. Chromatogr. 386, 315–323.

    Article  Google Scholar 

  • Sfakianos, J., Coward, L., Kirk, M., Barnes, S., 1997. Intestinal uptake and biliary excretion of the isoflavone genistein in rats. J. Nutr. 127, 1260–1268.

    Google Scholar 

  • Stephens, F.O., 1997. Phytoestrogens and prostate cancer: Possible preventive role. Med. J. Aust. 167(3), 138–140.

    MathSciNet  Google Scholar 

  • Stone, R., 1994. Science 256, 308–310.

    Article  Google Scholar 

  • Wu, A.H., Ziegler, R.G., Horn-Ross, P.L., Nomura, M.Y., West, D.W., Kolonel, L.N., Rosenthal, J.F., Hoover, R.N., Pike, M.C., 1996. Tofu and risk of breast cancer in Asian-Americans. Cancer Epidemiol. Biomarkers Prev. 5, 901–906.

    Google Scholar 

  • Yasuda, T., Mizunuma, S., Kano, Y., Saito, K., Ohsawa, K., 1996. Urinary and biliary metabolites of genistein in rats. Biol. Pharm. Bull. 19(3), 413–417.

    Google Scholar 

  • Ziegler, R.G., Hoover, R.N., Hildeshein, R.N., et al., 1993. Migration patterns and breast cancer risk in Asian-American women. J. Natl. Cancer Inst. 85, 1819–1827.

    Article  Google Scholar 

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Correspondence to Michael G. Zager.

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This research was supported by the American Chemistry Council (formerly the Chemical Manufacturers Association, CMA Agreement Reference Number 9121).

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Zager, M.G., Schlosser, P.M. & Tran, H.T. A Delayed Nonlinear PBPK Model for Genistein Dosimetry in Rats. Bull. Math. Biol. 69, 93–117 (2007). https://doi.org/10.1007/s11538-006-9068-x

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