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Drug delivery mathematical modeling for pressure controlled bioreactor

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Abstract

We analyze a mathematical model for drug delivery monitoring subject to flow-through bioreactor. We use a convection–diffusion–reaction model combined with PID control. Enzyme-containing bioreactor converts a prodrug into an active drug. This approach connects two aspects of drug delivery, mechanical pumps and prodrugs. Drug delivery monitoring is performed by adjusting the prodrug inflow pressure. We model several dynamic treatment regimes. A combined algorithm of treatment regimes can be used for personalized treatment. A control-aided system allows us to reduce the impact of pumping fluctuations, diffusion slowdown, and drug production rate reduction.

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References

  1. V. Abet, F. Filace, J. Recio, J. Alvarez-Builla, C. Burgos, Prodrug approach: an overview of recent cases. Eur. J. Med. Chem. 127, 810–827 (2017)

    Article  CAS  Google Scholar 

  2. J.A. Eldridge, M. Milewski, A.L. Stinchcomb, P.A. Crooks, Synthesis and in vitro stability of amino acid prodrugs of 6-\(\beta \)-naltrexol for microneedle-enhanced transdermal delivery. Bioorgan. Med. Chem. Lett. 24(22), 5212–5215 (2014)

    Article  CAS  Google Scholar 

  3. F. Ivanauskas, V. Laurinavičius, M. Sapagovas, A. Nečiporenko, Reaction–diffusion equation with nonlocal boundary condition subject to PID-controlled bioreactor. Nonlinear Anal. Model. Control 22(2), 261–272 (2017)

    Article  Google Scholar 

  4. S.V. Kumar, D. Saravanan, B. Kumar, A. Jayakumar, An update on prodrugs from natural products. Asian Pac. J. Trop. Med. 7, S54–S59 (2014)

    Article  CAS  Google Scholar 

  5. V. Laurinavicius, J. Razumiene, A. Ramanavicius, A.D. Ryabov, Wiring of PQQ–dehydrogenases. Biosens. Bioelectron. 20(6), 1217–1222 (2004). (Special issue on synthetic receptors)

    Article  CAS  Google Scholar 

  6. H. Lei, I. Nahum-Shani, K. Lynch, D. Oslin, S. Murphy, A “smart” design for building individualized treatment sequences. Ann. Rev. Clin. Psychol. 8(1), 21–48 (2012). (PMID: 22224838)

    Article  CAS  Google Scholar 

  7. T. Liu, X. Yuan, T. Jia, C. Liu, Z. Ni, Z. Qin, Y. Yuan, Polymeric prodrug of bufalin for increasing solubility and stability: synthesis and anticancer study in vitro and in vivo. Int. J. Pharm. 506(1), 382–393 (2016)

    Article  CAS  Google Scholar 

  8. T. Murakami, A minireview: usefulness of transporter-targeted prodrugs in enhancing membrane permeability. J. Pharm. Sci. 105(9), 2515–2526 (2016)

    Article  CAS  Google Scholar 

  9. D.D. N’Da, Prodrug strategies for enhancing the percutaneous absorption of drugs. Molecules 19(12), 20780–20807 (2014)

    Article  Google Scholar 

  10. R.S. Parker, F.J. Doyle, Control-relevant modeling in drug delivery. Adv. Drug Deliv. Rev. 48(2), 211–228 (2001)

    Article  CAS  Google Scholar 

  11. N.A. Peppas, B. Narasimhan, Mathematical models in drug delivery: how modeling has shaped the way we design new drug delivery systems. J. Control. Release 190, 75–81 (2014). (30th anniversary special issue)

    Article  CAS  Google Scholar 

  12. J. Siepmann, N. Peppas, Mathematical modeling of controlled drug delivery. Adv. Drug Deliv. Rev. 48(2–3), 137–300 (2001)

    CAS  PubMed  Google Scholar 

  13. A. Turner, I. Karube, G.S. Wilson, Biosensors: Fundamentals and Applications (Oxford University Press, Oxford, 1987)

    Google Scholar 

Download references

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Correspondence to Anatolij Nečiporenko.

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Laurinavičius, V., Ivanauskas, F. & Nečiporenko, A. Drug delivery mathematical modeling for pressure controlled bioreactor. J Math Chem 57, 1973–1982 (2019). https://doi.org/10.1007/s10910-019-01050-z

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  • DOI: https://doi.org/10.1007/s10910-019-01050-z

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