Determining the role of inflammation in the selection of JAK2 mutant cells in myeloproliferative neoplasms

被引:12
作者
Zhang, Jie [1 ]
Fleischman, Angela G. [2 ]
Wodarz, Dominik [1 ,3 ]
Komarova, Natalia L. [1 ,3 ]
机构
[1] Dept Math, Irvine, CA 92697 USA
[2] Div Hematol Oncol, Irvine, CA USA
[3] Univ Calif Irvine, Dept Ecol & Evolutionary Biol, Irvine, CA 92697 USA
关键词
Evolutionary dynamics; ODE modeling; Axiomatic modeling; Hematopoietic disease; RANDOMIZED CONTROLLED-TRIALS; HEMATOPOIETIC STEM-CELLS; TYROSINE KINASE JAK2; POLYCYTHEMIA-VERA; ESSENTIAL THROMBOCYTHEMIA; CANCER INCIDENCE; DAILY ASPIRIN; MUTATION; DISORDERS; DYNAMICS;
D O I
10.1016/j.jtbi.2017.05.012
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Myeloproliferative neoplasm (MPN) is a hematologic malignancy characterized by the clonal outgrowth of hematopoietic cells with a somatically acquired mutation most commonly in JAK2 (JAK2(v617F)). This mutation endows upon myeloid progenitors cytokine independent growth and consequently leads to excessive production of myeloid lineage cells. It has been previously suggested that inflammation may play a role in the clonal evolution of JAK2(v617F) mutants. In particular, it is possible that one or more cellular kinetic parameters of hematopoietic stem cells (HSCs) are affected by inflammation, such as division or death rates of cells, and the probability of HSC differentiation. This suggests a mechanism that can steer the outcome of the cellular competition in favor of the mutants, initiating the disease. In this paper we create a number of mathematical evolutionary models, from very abstract to more concrete, that describe cellular competition in the context of inflammation. It is possible to build a model axiomatically, where only very general assumptions are imposed on the modeling components and no arbitrary (and generally unknown) functional forms are used, and still generate a set of testable predictions. In particular, we show that, if HSC death is negligible, the evolutionary advantage of mutant cells can only be conferred by an increase in differentiation probability of HSCs in the presence of inflammation, and if death plays a significant role in the dynamics, an additional mechanism may be an increase of HSCs division-to-death ratio in the presence of inflammation. Further, we show that in the presence of inflammation, the wild type cell population is predicted to shrink under inflammation (even in the absence of mutants). Finally, it turns out that if only the differentiation probability is affected by the inflammation, then the resulting steady state population of wild type cells will contain a relatively smaller percentage of HSCs under inflammation. If the division-to-death rate is also affected, then the percentage of HSCs under inflammation can either decrease or increase, depending on other parameters. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:43 / 52
页数:10
相关论文
共 35 条
  • [1] Effects of regular aspirin on long-term cancer incidence and metastasis: a systematic comparison of evidence from observational studies versus randomised trials
    Algra, Annemijn M.
    Rothwell, Peter M.
    [J]. LANCET ONCOLOGY, 2012, 13 (05) : 518 - 527
  • [2] A mathematical framework to determine the temporal sequence of somatic genetic events in cancer
    Attolini, Camille Stephan-Otto
    Cheng, Yu-Kang
    Beroukhim, Rameen
    Getz, Gad
    Abdel-Wahab, Omar
    Levine, Ross L.
    Mellinghoff, Ingo K.
    Michor, Franziska
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (41) : 17604 - 17609
  • [3] Acquired mutation of the tyrosine kinase JAK2 in human myeloproliferative disorders
    Baxter, EJ
    Scott, LM
    Campbell, PJ
    East, C
    Fourouclas, N
    Swanton, S
    Vassiliou, GS
    Bench, AJ
    Boyd, EM
    Curtin, N
    Scott, MA
    Erber, WN
    Green, AR
    [J]. LANCET, 2005, 365 (9464) : 1054 - 1061
  • [4] Mechanisms of disease: The myeloproliferative disorders
    Campbell, Peter J.
    Green, Anthony R.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2006, 355 (23) : 2452 - 2466
  • [5] Stochastic dynamics and the evolution of mutations in stem cells
    Dingli, David
    Pacheco, Jorge M.
    [J]. BMC BIOLOGY, 2011, 9
  • [6] TNFα facilitates clonal expansion of JAK2V617F positive cells in myeloproliferative neoplasms
    Fleischman, Angela G.
    Aichberger, Karl J.
    Luty, Samuel B.
    Bumm, Thomas G.
    Petersen, Curtis L.
    Doratotaj, Shirin
    Vasudevan, Kavin B.
    LaTocha, Dorian H.
    Yang, Fei
    Press, Richard D.
    Loriaux, Marc M.
    Pahl, Heike L.
    Silver, Richard T.
    Agarwal, Anupriya
    O'Hare, Thomas
    Druker, Brian J.
    Bagby, Grover C.
    Deininger, Michael W.
    [J]. BLOOD, 2011, 118 (24) : 6392 - 6398
  • [7] Eradication of Chronic Myeloid Leukemia Stem Cells: A Novel Mathematical Model Predicts No Therapeutic Benefit of Adding G-CSF to Imatinib
    Foo, Jasmine
    Drummond, Mark W.
    Clarkson, Bayard
    Holyoake, Tessa
    Michor, Franziska
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (09)
  • [8] Translational Potential of Systems-Based Models of Inflammation
    Foteinou, P. T.
    Calvano, S. E.
    Lowry, S. F.
    Androulakis, I. P.
    [J]. CTS-CLINICAL AND TRANSLATIONAL SCIENCE, 2009, 2 (01): : 85 - 89
  • [9] Lineage specification of hematopoietic stem cells: Mathematical modeling and biological implications
    Glauche, Ingmar
    Cross, Michael
    Loeffler, Markus
    Roeder, Ingo
    [J]. STEM CELLS, 2007, 25 (07) : 1791 - 1799
  • [10] Mechanisms of blood homeostasis: lineage tracking and a neutral model of cell populations in rhesus macaques
    Goyal, Sidhartha
    Kim, Sanggu
    Chen, Irvin S. Y.
    Chou, Tom
    [J]. BMC BIOLOGY, 2015, 13