Abstract
In this chapter we propose several modifications to the Roeder model of chronic myeloid leukemia (Roeder et al.: Nat. Med. 12(10), 1181–1184 2006). Specifically, we incorporate asymmetric division of stem cells and precursors, allow precursors to live a variable amount of time before maturing, and introduce feedback inhibition from mature cells to stem cells and precursors. These modifications result in more accurate simulations of cancer genesis and treatment. In comparison with the original model, our results indicate lower transition rates of stem cells between their quiescent and cycling states, which are supported by the rates suggested by experimental data. Decreased transition rates of stem cells translate into quiescent cancer stem cells that are better protected from imatinib, resulting in a large residual cancer burden, even after many years of therapy. Our modeling results suggest that the efficacy of imatinib would increase if it is combined with a drug that induces cancer stem cells to cycle.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
An, X., Tiwari, A., Sun, Y., Ding, P., Ashby Jr., C., Chen, Z.: BCR-ABL tyrosine kinase inhibitors in the treatment of Philadelphia chromosome positive chronic myeloid leukemia: a review. Leuk. Res. 34, 1255–1268 (2010)
Arai, F., Hirao, A., Ohmura, M., Sato, H., Matsuoka, S., Takubo, K., Ito, K., Koh, G., Suda, T.: Tie2/Angiopoietin-1 signaling regulates hematopoietic stem cell quiescence in the bone marrow niche. Cell 118, 149–161 (2004)
Colijn, C., Mackey, M.: A mathematical model of hematopoiesis—I. Periodic chronic myelogenous leukemia. J. Theor. Biol. 237, 117–132 (2005)
Cortes, J., Talpaz, M., O’Brien, S., Jones, D., Luthra, R., Shan, J., Giles, F., Faderl, S., Verstovsek, S., Garcia-Manero, G., Rios, M.B., Kantarjian, H.: Molecular responses in patients with chronic myelogenous leukemia in chronic phase treated with imatinib mesylate. Clin. Cancer Res. 11, 3425–3432 (2005)
Doumic-Jauffret, M., Kim, P., Perthame, B.: Stability analysis of simplified yet complete model for chronic myelogenous leukemia. Bull. Math. Biol. 72, 1732–1759 (2010)
Essers, M., Offner, S., Blanco-Bose, W., Waibler, Z., Kalinke, U., Duchosal, M., Trumpp, A.: IFNα activates dormant haematopoietic stem cells in vivo. Nature 458, 904–909 (2009)
Glauche, I., Horn, K., Horn, M., Thielecke, L., Essers, M., Trumpp, A., Roeder, I.: Therapy of chronic myeloid leukemia can benefit from the activation of stem cells: simulation studies of different treatment combinations. Br. J. Cancer 106(11), 1742–1752 (2012)
Horn, M., Glauche, I., Muller, M., Hehlmann, R., Hochhaus, A., Loeffler, M., Roeder, I.: Model-based decision rules reduce the risk of molecular relapse after cessation of tyrosine kinase inhibitor therapy in chronic myeloid leukemia. Blood 121, 378–384 (2013)
Hughes, T., Kaeda, J., Branford, S., Rudzki, Z., Hochhaus, A., Hensley, M., Gathmann, I., Bolton, A., van Hoomissen, I., Goldman, J., Radich, J.: International randomised study of interferon versus STI571 (IRIS) Study Group. Frequency of major molecular responses to imatinib or interferon alfa plus cytarabine in newly diagnosed chronic myeloid leukemia. N. Engl. J. Med. 349(15), 1423–1432 (2003)
Kim, P., Lee, P., Levy, D.: Dynamics and potential impact of the immune response to chronic myelogenous leukemia. PLoS Comput. Biol. 4(6), e1000095 (2008)
Kim, P., Lee, P., Levy, D.: A PDE model for imatinib-treated chronic myelogenous leukemia. Bull. Math. Biol. 70, 1994–2016 (2008)
Kim, P., Lee, P., Levy, D.: Modeling imatinib-treated chronic myelogenous leukemia: reducing the complexity of agent-based models. Bull. Math. Biol. 70, 728–744 (2008)
Komarova, N., Katouli, A., Wodarz, D.: Combination of two but no three current targeted drugs can improve therapy of chronic myeloid leukemia. PLoS One 4(2), e4423 (2009)
Komarova, N., Wodarz, D.: Drug resistance in cancer: Principles of emergence and prevention. PNAS 102(27), 9714–9719 (2005)
Leder, K., Foo, J., Skaggs, B., Gorre, M., Sawyers, C., Michor, F.: Fitness conferred by BCR-ABL kinase domain mutations determines the risk of pre-existing resistance in chronic myeloid leukemia. PLoS One 6(11), e27682 (2011)
Lee, S.J.: Chronic myelogenous leukaemia. Br. J. Haematol. 111, 993–1009 (2000)
Mahmud, N., Devine, S., Weller, K., Parmar, S., Sturgeon, C., Nelson, M., Hewett, T., Hoffman, R.: The relative quiescence of hematopoietic stem cells in nonhuman primates. Blood 97, 3061–3068 (2001)
Mahon, F.X., Rea, D., Guilhot, J., Guilhot, F., Huguet, F., Nicolini, F., Legros, L., Charbonnier, A., Guerci, A., Varet, B., Etienne, G., Reiffers, J., Rousselot, P.: Discontinuation of imatinib in patients with chronic myeloid leukaemia who have maintained complete molecular remission for at least 2 years: the prospective, multicentre Stop Imatinib (STIM) trial. Lancet. Oncol. 11, 1029–1035 (2010)
Marciniak-Czochra, A., Stiehl, T., Ho, A., Jager, W., Wagner, W.: Modeling of asymmetric cell division in hematopoietic stem cells: regulation of self renewal is essential for efficient repopulation. Stem Cells Dev. 18, 377–385 (2009)
Metcalf, D.: Hematopoietic cytokines. Blood 111(2), 485–491 (2008)
Michor, F., Hughes, T., Iwasa, Y., Branford, S., Neil, P., Sawyers, C., Nowak, M.: Dynamics of chronic myeloid leukemia. Nature 435(7046), 1267–1270 (2005)
Moore, H. and N. Li: A mathematical model for chronic myelogenous leukemia (CML) and T cell interaction. J. Theoret. Biol. 227, 513–523 (2004)
Price, T., Chatta, G., Dale, D.: Effect of recombinant granulocyte colony-stimulating factor on neutrophil kinetics in normal young and elderly humans. Blood 88(1) 335–340 (1996)
Roeder, I., Horn, M., Glauche, I., Hochhaus, A., Mueller, M., Loeffler, M.: Dynamic modeling of imatinib-treated chronic myeloid leukemia: functional insights and clinical implications. Nat. Med. 12(10) 1181–1184 (2006)
Roeder, I., Herberg, M., Horn, M.: An age-structured model of hematopoietic stem cell organization with application to chronic myeloid leukemia. Bull. Math. Biol. 71, 602–626 (2009)
Rufer, N., Brummendorf, T., Kolvraa, S., Bischoff, C., Christensen, K., Wadsworth, L., Schulzer, M.: Telomere fluorescence measurements in granulocytes and T lymphocyte subsets point to a high turnover of hematopoietic stem cells and memory T cells in early childhood. J. Exp. Med. 190(2), 157–167 (1999)
Stiehl, T., Marciniak-Czochra, A.: Mathematical modeling of leukemogenesis and cancer stem cell dynamics. Math. Model. Nat. Phenom. 7(1), 166–202 (2012)
Tomasetti, C., Levy, D.: Role of symmetric and asymmetric division of stem cells in developing drug resistance. PNAS 107(39), 16766–16771 (2010)
Acknowledgements
The work of GC was supported by the National Science Foundation Graduate Research Fellowship under Grant No. DGE1322106. The work of DL was supported in part by the John Simon Guggenheim Memorial Foundation and by the joint National Science Foundation/National Institute of General Medical Sciences program under Grant No. DMS-0758374. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation, the National Cancer Institute, or the National Institutes of Health.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer Science+Business Media New York
About this paper
Cite this paper
Clapp, G., Levy, D. (2014). Incorporating Asymmetric Stem Cell Division into the Roeder Model for Chronic Myeloid Leukemia. In: Eladdadi, A., Kim, P., Mallet, D. (eds) Mathematical Models of Tumor-Immune System Dynamics. Springer Proceedings in Mathematics & Statistics, vol 107. Springer, New York, NY. https://doi.org/10.1007/978-1-4939-1793-8_1
Download citation
DOI: https://doi.org/10.1007/978-1-4939-1793-8_1
Published:
Publisher Name: Springer, New York, NY
Print ISBN: 978-1-4939-1792-1
Online ISBN: 978-1-4939-1793-8
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)