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Mechanistic Study of the Cellular Interplay of Transport and Metabolism Using the Synthetic Modeling Method

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Purpose

The aims of this study were 1) to demonstrate a new modeling strategy that uses experimental computational models built by the synthetic method and 2) to study the consequences of spatial alignment, or lack thereof, of P-glycoprotein (Pgp) and CYP3A4 on the transport and metabolism of drug-like compounds and the influence of competitive inhibition by metabolites on the transport and metabolism of those compounds.

Methods

The synthetic method of modeling and simulation was used to construct discrete-event, discrete-space models. Within a framework designed for experimentation, object-oriented software components were assembled into devices representing the efflux transport and metabolism mechanisms within cell monolayers in Caco-2 transwell systems.

Results

Conditions for transport and metabolism synergism (and lack thereof) were identified. Simulations showed how spatial alignment altered the coordinated influences of Pgp and CYP3A4 on absorption of a series of drug-like compounds. Within those experiments, when the metabolites were also substrates of Pgp, the metabolite levels produced were insufficient to give evidence of a competitive inhibitory effect on either transport or metabolism.

Conclusions

The results provide evidence of the potential value of using this class of models to improve our understanding of how complex cellular processes influence the transport and absorption of compounds, and the consequences of interventions.

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Abbreviations

A:

apical

ANOVA:

analysis of variance

B:

basolateral

cyp :

the in silico counterpart to CYP3A4

ER:

extraction ratio

ISTS:

in silico transwell system

Pgp:

P-glycoprotein

pgp :

the in silico counterpart to P-glycoprotein

References

  1. L. Z. Benet C. L. Cummins C. Y. Wu (2004) ArticleTitleUnmasking the dynamic interplay between efflux transporters and metabolic enzymes Int. J. Pharm. 277 3–9 Occurrence Handle10.1016/j.ijpharm.2002.12.002 Occurrence Handle1:CAS:528:DC%2BD2cXktFOis7k%3D Occurrence Handle15158963

    Article  CAS  PubMed  Google Scholar 

  2. G. M. Grass (1997) ArticleTitleSimulation models to predict oral drug absorption from in vitro data Adv. Drug Deliv. Rev. 23 199–219 Occurrence Handle10.1016/S0169-409X(96)00436-X Occurrence Handle1:CAS:528:DyaK2sXktlKltQ%3D%3D

    Article  CAS  Google Scholar 

  3. Y. Liu C. A. Hunt (2005) ArticleTitleStudies of intestinal drug transport using an in silico epitheliomimetic device Biosystems 82 154–167 Occurrence Handle10.1016/j.biosystems.2005.06.008 Occurrence Handle1:CAS:528:DC%2BD2MXhtFKnurnE Occurrence Handle16135397

    Article  CAS  PubMed  Google Scholar 

  4. V. J. Wacher L. Salphati L. Z. Benet (2001) ArticleTitleActive secretion and enterocytic drug metabolism barriers to drug absorption Adv. Drug Deliv. Rev. 46 89–102 Occurrence Handle10.1016/S0169-409X(00)00126-5 Occurrence Handle1:CAS:528:DC%2BD3MXitVOhs7c%3D Occurrence Handle11259835

    Article  CAS  PubMed  Google Scholar 

  5. V. J. Wacher C. Y. Wu L. Z. Benet (1995) ArticleTitleOverlapping substrate specificities and tissue distribution of cytochrome P450 3A and P-glycoprotein: implications for drug delivery and activity in cancer chemotherapy Mol. Carcinog. 13 129–134 Occurrence Handle1:CAS:528:DyaK2MXnt1ams7k%3D Occurrence Handle7619215

    CAS  PubMed  Google Scholar 

  6. E. G. Schuetz W. T. Beck J. D. Schuetz (1996) ArticleTitleModulators and substrates of P-glycoprotein and cytochrome P4503A coordinately up-regulate these proteins in human colon carcinoma cells Mol. Pharmacol. 49 311–318 Occurrence Handle1:CAS:528:DyaK28XhtFOgtrc%3D Occurrence Handle8632764

    CAS  PubMed  Google Scholar 

  7. K. T. Kivisto M. Niemi M. F. Fromm (2004) ArticleTitleFunctional interaction of intestinal CYP3A4 and P-glycoprotein Fundam. Clin. Pharmacol. 18 621–626 Occurrence Handle10.1111/j.1472-8206.2004.00291.x Occurrence Handle15548232

    Article  PubMed  Google Scholar 

  8. E. Wang K. Lew M. Barecki C. N. Casciano R. P. Clement W. W. Johnson (2001) ArticleTitleQuantitative distinctions of active site molecular recognition by P-glycoprotein and cytochrome P450 3A4 Chem. Res. Toxicol. 14 1596–1603 Occurrence Handle1:CAS:528:DC%2BD3MXosFOqtLg%3D Occurrence Handle11743742

    CAS  PubMed  Google Scholar 

  9. K. Ito H. Kusuhara Y. Sugiyama (1999) ArticleTitleEffects of intestinal CYP3A4 and P-glycoprotein on oral drug absorption—theoretical approach Pharm. Res. 16 225–231 Occurrence Handle1:CAS:528:DyaK1MXhvFylsbk%3D Occurrence Handle10100307

    CAS  PubMed  Google Scholar 

  10. P. B. Watkins (1997) ArticleTitleThe barrier function of CYP3A4 and P-glycoprotein in the small bowel Adv. Drug Deliv. Rev. 27 161–170 Occurrence Handle10.1016/S0169-409X(97)00041-0 Occurrence Handle1:CAS:528:DyaK2sXmtlejt74%3D Occurrence Handle10837556

    Article  CAS  PubMed  Google Scholar 

  11. J. H. Hochman M. Chiba J. Nishime M. Yamazaki J. H. Lin (2000) ArticleTitleInfluence of P-glycoprotein on the transport and metabolism of indinavir in Caco-2 cells expressing cytochrome P-450 3A4 J. Pharmacol. Exp. Ther. 292 310–318 Occurrence Handle1:CAS:528:DC%2BD3cXhslGkug%3D%3D Occurrence Handle10604964

    CAS  PubMed  Google Scholar 

  12. P. Schmiedlin-Ren K. E. Thummel J. M. Fisher M. F. Paine K. S. Lown P. B. Watkins (1997) ArticleTitleExpression of enzymatically active CYP3A4 by Caco-2 cells grown on extracellular matrix-coated permeable supports in the presence of 1alpha,25-dihydroxyvitamin D3 Mol. Pharmacol. 51 741–754 Occurrence Handle1:CAS:528:DyaK2sXjt1ehtr0%3D Occurrence Handle9145912

    CAS  PubMed  Google Scholar 

  13. C. L. Crespi B. W. Penman M. Hu (1996) ArticleTitleDevelopment of Caco-2 cells expressing high levels of cDNA-derived cytochrome P4503A4 Pharm. Res. 13 1635–1641 Occurrence Handle10.1023/A:1016428304366 Occurrence Handle1:CAS:528:DyaK28XnsVKrtLc%3D Occurrence Handle8956327

    Article  CAS  PubMed  Google Scholar 

  14. G. E. P. Ropella, C. A. Hunt, and S. Sheikh-Bahaei. Methodological considerations of heuristic modeling of biological systems, The 9th World Multi-Conference on Systemics, Cybernetics and Informatics, Orlando, FL, 2005.

  15. G. E. P. Ropella, C. A. Hunt, and D. A. Nag. Using heuristic models to bridge the gap between analytic and experimental models in biology, SpringSim’05, San Diego, CA, 2005.

  16. N. Gilbert S. Bankes (2002) ArticleTitlePlatforms and methods for agent-based modeling Proc. Natl. Acad. Sci. USA 99 IssueIDSuppl. 3 7197–7198 Occurrence Handle1:CAS:528:DC%2BD38XjvVygs7Y%3D Occurrence Handle12011398

    CAS  PubMed  Google Scholar 

  17. A. Walter J. Gutknecht (1986) ArticleTitlePermeability of small nonelectrolytes through lipid bilayer membranes J. Membr. Biol. 90 207–217 Occurrence Handle1:CAS:528:DyaL28XksFKnt7c%3D Occurrence Handle3735402

    CAS  PubMed  Google Scholar 

  18. T. X. Xiang B. D. Anderson (1993) ArticleTitleDiffusion of ionizable solutes across planar lipid bilayer membranes: boundary-layer pH gradients and the effect of buffers Pharm. Res. 10 1654–1661 Occurrence Handle10.1023/A:1018989107129 Occurrence Handle1:CAS:528:DyaK2cXit12qsw%3D%3D Occurrence Handle8290481

    Article  CAS  PubMed  Google Scholar 

  19. C. L. Cummins L. M. Mangravite L. Z. Benet (2001) ArticleTitleCharacterizing the expression of CYP3A4 and efflux transporters (P-gp, MRP1, and MRP2) in CYP3A4-transfected Caco-2 cells after induction with sodium butyrate and the phorbol ester 12-O-tetradecanoylphorbol-13-acetate Pharm. Res. 18 1102–1109 Occurrence Handle10.1023/A:1010914624111 Occurrence Handle1:CAS:528:DC%2BD3MXnt1ektrY%3D Occurrence Handle11587480

    Article  CAS  PubMed  Google Scholar 

  20. L. Steels R. Brooks (1995) The Artificial Life Route to Artificial Intelligence: Building Embodied, Situated Agents Erlbaum Hillsdale, NJ

    Google Scholar 

  21. M. E. Andersen (2003) ArticleTitleToxicokinetic modeling and its applications in chemical risk assessment Toxicol. Lett. 138 9–27 Occurrence Handle1:CAS:528:DC%2BD3sXmsVGgtw%3D%3D Occurrence Handle12559690

    CAS  PubMed  Google Scholar 

  22. D. Noble (2002) ArticleTitleThe rise of computational biology Nat. Rev. Mol. Cell Biol. 3 459–463 Occurrence Handle10.1038/nrm810 Occurrence Handle12042768

    Article  PubMed  Google Scholar 

  23. H. Kitano (2002) ArticleTitleComputational systems biology Nature 420 206–210 Occurrence Handle10.1038/nature01254 Occurrence Handle1:CAS:528:DC%2BD38Xos1Gnsbo%3D Occurrence Handle12432404

    Article  CAS  PubMed  Google Scholar 

  24. L. Z. Benet C. L. Cummins (2001) ArticleTitleThe drug efflux–metabolism alliance: biochemical aspects Adv. Drug Deliv. Rev. 50 IssueIDSuppl 1 S3–S11 Occurrence Handle1:CAS:528:DC%2BD3MXntVWkurk%3D Occurrence Handle11576692

    CAS  PubMed  Google Scholar 

  25. S. J. Mouly M. F. Paine P. B. Watkins (2004) ArticleTitleContributions of CYP3A4, P-glycoprotein, and serum protein binding to the intestinal first-pass extraction of saquinavir J. Pharmacol. Exp. Ther. 308 941–948 Occurrence Handle1:CAS:528:DC%2BD2cXhvVWntLY%3D Occurrence Handle14718607

    CAS  PubMed  Google Scholar 

  26. J. H. Hochman M. Chiba M. Yamazaki C. Tang J. H. Lin (2001) ArticleTitleP-glycoprotein-mediated efflux of indinavir metabolites in Caco-2 cells expressing cytochrome P450 3A4 J. Pharmacol. Exp. Ther. 298 323–330 Occurrence Handle1:CAS:528:DC%2BD3MXksFChu78%3D Occurrence Handle11408558

    CAS  PubMed  Google Scholar 

  27. M. F. Paine L. Y. Leung H. K. Lim K. Liao A. Oganesian M.Y. Zhang K. E. Thummel P. B. Watkins (2002) ArticleTitleIdentification of a novel route of extraction of sirolimus in human small intestine: roles of metabolism and secretion J. Pharmacol. Exp. Ther. 301 174–186 Occurrence Handle10.1124/jpet.301.1.174 Occurrence Handle1:CAS:528:DC%2BD38Xis1Kqsr4%3D Occurrence Handle11907172

    Article  CAS  PubMed  Google Scholar 

  28. C. L. Cummins W. Jacobsen L. Z. Benet (2002) ArticleTitleUnmasking thedynamic interplay between intestinal P-glycoprotein and CYP3A4 J. Pharmacol. Exp. Ther. 300 1036–1045 Occurrence Handle10.1124/jpet.300.3.1036 Occurrence Handle1:CAS:528:DC%2BD38XitVelsLs%3D Occurrence Handle11861813

    Article  CAS  PubMed  Google Scholar 

  29. B. P. Zeigler (1997) Objects and Systems: Principled Design with Implementations in C++ and Java Springer New York

    Google Scholar 

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Acknowledgments

This research was funded in part by the CDH Research Foundation (R21CDH00101; CAH is a trustee of the CDH Research Foundation) and CAH. We thank Glen Ropella for his many contributions; we thank Robert Spear and Betty-ann Hoener; we also thank the members of the Biosystems Group for helpful discussion and commentary,with special thanks going to Jesse Engelberg, Pearl Johnson, Sean Kim, Tai Ning Lam, Amina Qutub, and JonTang.

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Correspondence to C. Anthony Hunt.

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Liu, Y., Hunt, C.A. Mechanistic Study of the Cellular Interplay of Transport and Metabolism Using the Synthetic Modeling Method. Pharm Res 23, 493–505 (2006). https://doi.org/10.1007/s11095-006-9505-4

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  • DOI: https://doi.org/10.1007/s11095-006-9505-4

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