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Mathematical Model of BCG Immunotherapy in Superficial Bladder Cancer

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Abstract

Immunotherapy with Bacillus Calmette–Guérin (BCG)—an attenuated strain of Mycobacterium bovis (M. bovis) used for anti tuberculosis immunization—is a clinically established procedure for the treatment of superficial bladder cancer. However, the mode of action has not yet been fully elucidated, despite much extensive biological experience. The purpose of this paper is to develop a first mathematical model that describes tumor-immune interactions in the bladder as a result of BCG therapy. A mathematical analysis of the ODE model identifies multiple equilibrium points, their stability properties, and bifurcation points. Intriguing regimes of bistability are identified in which treatment has potential to result in a tumor-free equilibrium or a full-blown tumor depending only on initial conditions. Attention is given to estimating parameters and validating the model using published data taken from in vitro, mouse and human studies. The model makes clear that intensity of immunotherapy must be kept in limited bounds. While small treatment levels may fail to clear the tumor, a treatment that is too large can lead to an over-stimulated immune system having dangerous side effects for the patient.

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References

  • Alexandroff, A.B., Jackson, A.M., O’Donnell, M.A., James, K., 1999. BCG immunotherapy of bladder cancer: 20 years on. Lancet 353, 1689.

    Article  Google Scholar 

  • Andius, P., Holmang, S., 2004. Bacillus Calmette–Guérin therapy in stage Ta/T1 bladder cancer: prognostic factors for time to recurrence and progression. BJU Int. 93(7), 980–984.

    Article  Google Scholar 

  • Aranha, O., Wood, D.P., Sarkar, F.H., 2000. Ciprofloxacin mediated cell growth inhibition, S/G2-M cell cycle arrest, and apoptosis in a human transitional cell carcinoma of the bladder cell line. Clin. Cancer Res. 6, 891–900.

    Google Scholar 

  • Archuleta, J., Mullens, P., Primm, T.P., 2002. The relationship of temperature to desiccation and starvation tolerance of the Mycobacterium avium complex. Arch. Microbiol. 178, 311–314.

    Article  Google Scholar 

  • Banks, R.B., 1994. Growth and Diffusion Phenomena. Springer, Berlin.

    MATH  Google Scholar 

  • Bevers, R.F.M., Kurth, K.H., Schamhart, D.H.J., 2004. Role of urothelial cells in BCG immunotherapy for superficial bladder cancer. Br. J. Cancer 91, 607–612.

    Google Scholar 

  • Bohle, A., Brandau, S., 2003. Immune mechanisms in bacillus Calmette–Guérin immunotherapy for superficial bladder cancer. J. Urol. 170, 964–969.

    Google Scholar 

  • Bowyer, L., Hall, R.R., Reading, J., Marsh, M.M., 1995. The persistence of bacille Calmette–Guérin in the bladder after intravesical treatment for bladder cancer. Br. J. Urol. 75(2), 188–192.

    Article  Google Scholar 

  • Bru, A., Albertos, S., Garcia-Asenjo, J.A.L., Bru, I., 2004. Pinning of tumoral growth by enhancement of the immune response. Phys. Rev. Lett. 11 92(23), 238101.

    Article  Google Scholar 

  • Chen, F., Zhang, G., Iwamoto, Y., See, W., 2005. BCG directly induces cell cycle arrest in human transitional carcinoma cell lines as a consequence of integrin cross-linking. BMC Urol. 5, 8.

    Article  Google Scholar 

  • Cheng, C.W., Ng, M.T., Chan, S.Y., Sun, W.H., 2004. Low dose BCG as adjuvant therapy for superficial bladder cancer and literature review. ANZ J. Surg. 74(7), 569–572.

    Article  Google Scholar 

  • Chiou, R.K., Dalrymple, G.V., Baranowska-Kortylewicz, J., Holdeman, K.P., Schneiderman, M.H., Harrison, K.A., Taylor, R.J., 1999. Tumor localization and systemic absorption of intravesical instillation of radio-iodinated iododeoxyuridine in patients with bladder cancer. J. Urol. 162(1), 58–62.

    Google Scholar 

  • Chopin, D., Gattegno, B., 2002. Superficial bladder tumors. Eur. Urol. 42, 533–541.

    Article  Google Scholar 

  • De Boer, E.C., Bevers, R.F., Kurth, K.H., Schamhart, D.H., 1996. Double fluorescent flow cytometric assessment of bacterial internalization and binding by epithelial cells. Cytometry 25, 381–387.

    Article  Google Scholar 

  • De Pillis, L.G., Radunskaya, A.E., Wiseman, C.L., 2005. A validated mathematical model of cell-mediated immune response to tumor growth. Cancer Res. 65(17), 7950–7958.

    Google Scholar 

  • De Pillis, L.G., Gu, W., Radunskaya, A.E., 2006. Mixed immunotherapy and chemotherapy of tumors: modeling, applications and biological interpretations. J. Theor. Biol. 238, 841–862.

    Article  Google Scholar 

  • De Reijke, T.M., De Boer, E.C., Kurth, K.H., Schamhart, D.H., 1999. Urinary interleukin-2 monitoring during prolonged bacillus Calmette-Guerin treatment: can it predict the optimal number of instillations? J. Urol. 161(1), 67–71.

    Google Scholar 

  • Dumey, N., Mongiat-Artus, P., Devauchelle, P., Lesourd, A., Cotard, J.P., Le Duc, A., Marty, M., Cussenot, O., Cohen-Haguenauer, O., 2005. In vivo retroviral mediated gene transfer into bladder urothelium results in preferential transduction of tumoral cells. Eur. Urol. 47(2), 257–263.

    Article  Google Scholar 

  • Durek, C., Brandau, S., Ulmer, A.J., Flad, H.D., Jocham, D., Bohle, A., 1999. Bacillus Calmette–Guerin (BCG) and 3D tumors: an in vitro model for the study of adhesion and invasion. J. Urol. 162, 600–605.

    Google Scholar 

  • Elkabani, M., Greene, J.N., Vincent, A.L., VanHook, S., Sandin, R.L., 2000. Disseminated Mycobacterium bovis after intravesicular bacillus Calmette–Guérin treatments for bladder cancer. Cancer Control 7(5), 476–481.

    Google Scholar 

  • Franks, S.J., Byrne, H.M., King, J.R., Underwood, J.C., Lewis, C.E., 2003. Modelling the early growth of ductal carcinoma in situ of the breast. J. Math. Biol. 47(5), 424–452.

    Article  MATH  MathSciNet  Google Scholar 

  • Hale, J.K., Kocak, H., 1991. Dynamics and Bifurcations. Springer, Berlin.

    MATH  Google Scholar 

  • Kaasinen, E., Rintala, E., Pere, A.K., Kallio, J., Puolakka, V.M., Liukkonen, T., Tuhkanen, K., 2000. Weekly mitomycin C followed by monthly bacillus Calmette–Guérin or alternating monthly interferon-alpha2B and bacillus Calmette–Guérin for prophylaxis of recurrent papillary superficial bladder carcinoma. J. Urol. 164(1):47–52.

    Article  Google Scholar 

  • Kassouf, W., Kamat, A.M., 2004. Current state of immunotherapy for bladder cancer. Expert. Rev. Anticancer Ther. 4(6), 1037–1046.

    Article  Google Scholar 

  • Kim, J.C., Steinberg, G.D., 2001. The limits of bacillus Calmette-Guerin for carcinoma in situ of the bladder. J. Urol. 165(3), 745–756.

    Google Scholar 

  • Kirschner, D., Panetta, J., 1998. Modelling immunotherapy of the tumor-immune interaction. J. Math. Biol. 37(3), 235–252.

    Article  MATH  Google Scholar 

  • Kuznetsov, V.A., Makalkin, I.A., Taylor, M.A., Perelson, A.S., 1994. Nonlinear dynamics of immunogenic tumours: parameter estimation and global bifurcation analysis. Bull. Math. Biol. 56, 295–321.

    MATH  Google Scholar 

  • Lamm, D.L., Mcgee, W.R., Hale, K., 2005. Bladder cancer: current optimal intravesical treatment. Urol. Nurs. 25(5), 323–332.

    Google Scholar 

  • Lakshmikantham, V., Bainov, D.D., Simeonov, P.S., 1989. Theory of Impulsive Differential Equations. World Scientific, Singapore.

    MATH  Google Scholar 

  • Lämmle, M., Beer, A., Settles, M., Hanning, C., Schwaibold, H., Drews, C., 2002. Reliability of MR imaging-based virtual cystoscopy in the diagnosis of cancer of the urinary bladder. Am. J. Roentgenol. 178, 1483–1488.

    Google Scholar 

  • Limas, C., Bigle, A., Bair, R., Bernhart, P., Reddy, P., 1993. Proliferative activity of urothelial neoplasms: comparison of BrdU incorporation, Ki67 expression, and nucleolar organiser regions. J. Clin. Pathol. 46(2), 159–165.

    Article  Google Scholar 

  • Modlich, O., Prisack, H.B., Pitschke, G., Ramp, U., Ackermann, R., Bojar, H., 2004. Identifying superficial, muscle-invasive, and metastasizing transitional cell carcinoma of the bladder: use of cDNA array analysis of gene expression profiles. Clin. Cancer Res. 10(10), 3410–3421.

    Article  Google Scholar 

  • Morales, A., Eidinger, D., Bruce, A.W., 1976. Intracavitary bacillus Calmette–Guérin in the treatment of superficial bladder tumors. J. Urol. 116, 180.

    Google Scholar 

  • Nseyo, U.O., Lamm, D.L., 1997. Immunotherapy of bladder cancer. Semin. Surg. Oncol. 13, 342–349.

    Article  Google Scholar 

  • Papac, R.J., 1996. Spontaneous regression of cancer. Cancer Treat. Rev. 22(6), 395–423.

    Article  Google Scholar 

  • Patard, J.J., Saint, F., Velotti, F., Abbou, C.C., Chopin, D.K., 1998. Immune response following intravesical bacillus Calmette–Guérin instillations in superficial bladder cancer: a review. Urol. Res. 26(3), 155–159.

    Article  Google Scholar 

  • Press, W., Teukolsky, T., Vetterling, W.T., Flannery, B.P., 1992. Numerical Recipes. Cambridge University Press, New York.

    Google Scholar 

  • Schenk-Braat, E.A.M., Bangma, C.H., 2005. Immunotherapy for superficial bladder cancer. Cancer Immunol. Immunother. 54(5), 414–423.

    Article  Google Scholar 

  • Shochat, E., Hart, D., Agur, Z., 1999. Using computer simulations for evaluating the efficacy of breast cancer chemotherapy protocols. Math. Models Meth. Appl. Sci. 9(4), 599–615.

    Article  MATH  Google Scholar 

  • Spratt, J.A., Von Fournier, D., Spratt, J.S., Weber, E.E., 1993. Decelerating growth and human breast cancer. Cancer 71(6), 2013–2019.

    Article  Google Scholar 

  • Swanson, K.R., Bridge, C., Murray, J.D., Alvord, E.C., 2003. Virtual and real brain tumors:using mathematical modeling to quantify glioma growth and invasion. J. Neurol. Sci. 216, 1–10.

    Article  Google Scholar 

  • Wigginton, J., Kirschner, D., 2001. A model to predict cell-mediated immune regulatory mechanisms during human infection with mycobacterium tuberculosis. J. Immunol. 166, 1951–1967.

    Google Scholar 

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Correspondence to Lewi Stone.

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Bunimovich-Mendrazitsky, S., Shochat, E. & Stone, L. Mathematical Model of BCG Immunotherapy in Superficial Bladder Cancer. Bull. Math. Biol. 69, 1847–1870 (2007). https://doi.org/10.1007/s11538-007-9195-z

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  • DOI: https://doi.org/10.1007/s11538-007-9195-z

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