Interleukin-15 Signaling in HIF-1α Regulation in Natural Killer Cells, Insights Through Mathematical Models

被引:16
作者
Coulibaly, Anna [1 ]
Bettendorf, Anja [2 ]
Kostina, Ekaterina [2 ,3 ]
Figueiredo, Ana Sofia [1 ,4 ]
Velasquez, Sonia Y. [1 ]
Bock, Hans-Georg [2 ]
Thiel, Manfred [1 ]
Lindner, Holger A. [1 ]
Barbarossa, Maria Vittoria [3 ]
机构
[1] Heidelberg Univ, Univ Med Ctr Mannheim, Dept Anesthesiol & Surg Intens Care Med, Med Fac Mannheim, Mannheim, Germany
[2] Heidelberg Univ, Interdisciplinary Ctr Sci Comp, Heidelberg, Germany
[3] Heidelberg Univ, Inst Appl Math, Heidelberg, Germany
[4] Heidelberg Univ, COS BioQuant, Dept Modeling Biol Proc, Heidelberg, Germany
来源
FRONTIERS IN IMMUNOLOGY | 2019年 / 10卷
关键词
HIF-1; alpha; IL-15; STAT3; NF-kappa B; mTOR; natural killer cells; parameter estimation; mathematical model; NF-KAPPA-B; HYPOXIA-INDUCIBLE FACTORS; SYSTEMS BIOLOGY; IMMUNE CELLS; ACTIVATION; CANCER; TRANSCRIPTION; MTOR; INFLAMMATION; MECHANISMS;
D O I
10.3389/fimmu.2019.02401
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Natural killer (NK) cells belong to the first line of host defense against infection and cancer. Cytokines, including interleukin-15 (IL-15), critically regulate NK cell activity, resulting in recognition and direct killing of transformed and infected target cells. NK cells have to adapt and respond in inflamed and often hypoxic areas. Cellular stabilization and accumulation of the transcription factor hypoxia-inducible factor-1 alpha (HIF-1 alpha) is a key mechanism of the cellular hypoxia response. At the same time, HIF-1 alpha plays a critical role in both innate and adaptive immunity. While the HIF-1 alpha hydroxylation and degradation pathway has been recently described with the help of mathematical methods, less is known concerning the mechanistic mathematical description of processes regulating the levels of HIF-1 alpha mRNA and protein. In this work we combine mathematical modeling with experimental laboratory analysis and examine the dynamic relationship between HIF-1 alpha mRNA, HIF-1 alpha protein, and IL-15-mediated upstream signaling events in NK cells from human blood. We propose a system of non-linear ordinary differential equations with positive and negative feedback loops for describing the complex interplay of HIF-1 alpha regulators. The experimental design is optimized with the help of mathematical methods, and numerical optimization techniques yield reliable parameter estimates. The mathematical model allows for the investigation and prediction of HIF-1 alpha stabilization under different inflammatory conditions and provides a better understanding of mechanisms mediating cellular enrichment of HIF-1 alpha. Thanks to the combination of in vitro experimental data and in silico predictions we identified the mammalian target of rapamycin (mTOR), the nuclear factor-kappa B (NF-kappa B), and the signal transducer and activator of transcription 3 (STAT3) as central regulators of HIF-1 alpha accumulation. We hypothesize that the regulatory pathway proposed here for NK cells can be extended to other types of immune cells. Understanding the molecular mechanisms involved in the dynamic regulation of the HIF-1 alpha pathway in immune cells is of central importance to the immune cell function and could be a promising strategy in the design of treatments for human inflammatory diseases and cancer.
引用
收藏
页数:20
相关论文
共 80 条
[61]   Lessons Learned from Quantitative Dynamical Modeling in Systems Biology [J].
Raue, Andreas ;
Schilling, Marcel ;
Bachmann, Julie ;
Matteson, Andrew ;
Schelke, Max ;
Kaschek, Daniel ;
Hug, Sabine ;
Kreutz, Clemens ;
Harms, Brian D. ;
Theis, Fabian J. ;
Klingmueller, Ursula ;
Timmer, Jens .
PLOS ONE, 2013, 8 (09)
[62]   IL-15 signaling in NK cell cancer immunotherapy [J].
Rautela, Jai ;
Huntington, Nicholas D. .
CURRENT OPINION IN IMMUNOLOGY, 2017, 44 :1-6
[63]   Hypoxia-dependent sequestration of an oxygen sensor by a widespread structural motif can shape the hypoxic response - a predictive kinetic model [J].
Schmierer, Bernhard ;
Novak, Bela ;
Schofield, Christopher J. .
BMC SYSTEMS BIOLOGY, 2010, 4
[64]   Regulation of mammalian O2 homeostasis by hypoxia- inducible factor 1 [J].
Semenza, GL .
ANNUAL REVIEW OF CELL AND DEVELOPMENTAL BIOLOGY, 1999, 15 :551-578
[65]   Targeting HIF-1 for cancer therapy [J].
Semenza, GL .
NATURE REVIEWS CANCER, 2003, 3 (10) :721-732
[66]   Hypoxia-Inducible Factors in Physiology and Medicine [J].
Semenza, Gregg L. .
CELL, 2012, 148 (03) :399-408
[67]   The MATLAB ODE suite [J].
Shampine, LF ;
Reichelt, MW .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1997, 18 (01) :1-22
[68]   Regulation of immune cells by local. tissue oxygen tension:: Hif1α and adenosine receptors [J].
Sitkovsky, M ;
Lukashev, D .
NATURE REVIEWS IMMUNOLOGY, 2005, 5 (09) :712-721
[69]   Interleukin-15: New kid on the block for antitumor combination therapy [J].
Van den Bergh, Johan M. J. ;
Van Tendeloo, Viggo F. I. ;
Smits, Evelien L. J. M. .
CYTOKINE & GROWTH FACTOR REVIEWS, 2015, 26 (01) :15-24
[70]   Dynamic modelling and analysis of biochemical networks: mechanism-based models and model-based experiments [J].
van Riel, Natal A. W. .
BRIEFINGS IN BIOINFORMATICS, 2006, 7 (04) :364-374