Modeling cyclic waves of circulating T cells in autoimmune diabetes
Modeling cyclic waves of circulating T cells in autoimmune diabetes
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DOI:
10.1137/060661144
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发表时间:
2007-01-01
影响因子:
1.9
通讯作者:
Edelstein-Keshet, Leah
中科院分区:
文献类型:
--
作者:
Mahaffy, Joseph M.;Edelstein-Keshet, Leah
Type 1 diabetes (T1D) is an autoimmune disease in which immune cells, notably T lymphocytes, target and kill the insulin-secreting pancreatic beta cells. Elevated blood-sugar levels and full-blown diabetes result once a large enough fraction of these beta cells has been destroyed. Recent investigation of T1D in animals, namely nonobese diabetic ( NOD) mice, has revealed large cyclic fluctuations in the levels of T cells circulating in the blood, weeks before the onset of diabetes [J. D. Trudeau, C. Kelly-Smith, C. B. Verchere, J. F. Elliott, J. P. Dutz, D. T. Finegood, P. Santamaria, and R. Tan, J. Clin. Invest., 111 (2003), pp. 217-223], but the mechanism for these oscillations is unclear. We here describe a mathematical model for the immune response that suggests a possible explanation for the cyclic pattern of behavior. We show that cycles similar to those observed experimentally can occur when activation of T cells is an increasing function of self-antigen level, whereas the production of memory cells declines with that level. Our model extends previous theoretical work on T-cell dynamics in T1D [A. F. M. Maree, P. Santamaria, and L. Edelstein-Keshet, Int. Immunol., 18 ( 2006), pp. 1067-1077], and leads to interesting nonlinear dynamics, including Hopf and homoclinic bifurcations in biologically reasonable regimes of parameters. The model leads to the following explanation for cycles: High rates of beta-cell death, and corresponding elevation of self-antigen, shut off memory-cell production, leading to a gap in the population of activated T cells. Once peptide has been cleared by nonspecific mechanisms, the memory pool is renewed, and the cyclic behavior results.