Literature DB >> 23287963

A system mathematical model of a cell-cell communication network in amyotrophic lateral sclerosis.

Hongwei Shao1, Ying He, King C P Li, Xiaobo Zhou.   

Abstract

Amyotrophic lateral sclerosis (ALS) is a devastating and chronic neurodegenerative disease without any known cure. In the brain and spinal cord of both patients and animal models with ALS, neuroinflammation is a prominent pathological hallmark which is characterized by infiltrating T cells at sites of motor neuron injury. Their presence in mutant Cu(2+)/Zn(2+) superoxide dismutase (mSOD1) induced ALS plays an important role in shifting the response of microglia from neuroprotective to neurotoxic. In order to better understand how these cells and their communication network collectively modulate the disease progression, we have established a mathematical model integrating diverse cells and cytokines. According to the experimental data sets, we first refined this model by identifying a link between TGFβ and M1 microglia which can produce an optimized model to fit data sets better. Then based on this model, parameters were estimated using genetic algorithm. Sensitivity analysis of these parameters identified several factors such as the release rate of IFNγ by T helper 1 (Th1) cells, which may be related to the heterogeneity between the patients with different survival times. Furthermore, the tests on T cell based therapeutic strategies indicated that elimination of Th1 cells is the most effective approach extending survival time. This confirmed the dominant role of Th1 cells in leading the rapid disorder in the later stage of ALS. For the therapies targeting cytokines, injection of IL6 can essentially augment the neuroprotective response and extend the life effectively by elevating the level of IL4, a neuroprotective cytokine, while directly injected IL4 will decay rapidly in the ALS microenvironment and cannot provide a persistent protective effect. On the other hand, in spite of the attractive effect of direct elimination of mSOD1 or self-antigen, it is difficult to implement in CNS. As an alternative, elimination of IFNγ can be chosen as another effective therapy. In the future, if we combine the side effects of different therapies, this model can be used to optimize the therapeutic strategies so that they can effectively improve survival rates and quality of life for patients with ALS.

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Year:  2013        PMID: 23287963      PMCID: PMC3752652          DOI: 10.1039/c2mb25370d

Source DB:  PubMed          Journal:  Mol Biosyst        ISSN: 1742-2051


  19 in total

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Journal:  Immunity       Date:  2010-05-28       Impact factor: 31.745

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Journal:  J Clin Invest       Date:  2008-02       Impact factor: 14.808

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Review 9.  Exploring the full spectrum of macrophage activation.

Authors:  David M Mosser; Justin P Edwards
Journal:  Nat Rev Immunol       Date:  2008-12       Impact factor: 53.106

10.  Adaptive immune neuroprotection in G93A-SOD1 amyotrophic lateral sclerosis mice.

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Journal:  PLoS One       Date:  2008-07-23       Impact factor: 3.240

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  8 in total

1.  Modeling cytokine regulatory network dynamics driving neuroinflammation in central nervous system disorders.

Authors:  Warren D Anderson; Rajanikanth Vadigepalli
Journal:  Drug Discov Today Dis Models       Date:  2017-04-10

Review 2.  Cytokine-mediated communication: a quantitative appraisal of immune complexity.

Authors:  Grégoire Altan-Bonnet; Ratnadeep Mukherjee
Journal:  Nat Rev Immunol       Date:  2019-04       Impact factor: 53.106

3.  Computational modeling of cytokine signaling in microglia.

Authors:  Warren D Anderson; Hirenkumar K Makadia; Andrew D Greenhalgh; James S Schwaber; Samuel David; Rajanikanth Vadigepalli
Journal:  Mol Biosyst       Date:  2015-12

Review 4.  Death Receptors in the Selective Degeneration of Motoneurons in Amyotrophic Lateral Sclerosis.

Authors:  Julianne Aebischer; Nathalie Bernard-Marissal; Brigitte Pettmann; Cédric Raoul
Journal:  J Neurodegener Dis       Date:  2013-07-16

5.  Prediction of treatment efficacy for prostate cancer using a mathematical model.

Authors:  Huiming Peng; Weiling Zhao; Hua Tan; Zhiwei Ji; Jingsong Li; King Li; Xiaobo Zhou
Journal:  Sci Rep       Date:  2016-02-12       Impact factor: 4.379

6.  Molecular Taxonomy of Sporadic Amyotrophic Lateral Sclerosis Using Disease-Associated Genes.

Authors:  Giovanna Morello; Antonio Gianmaria Spampinato; Sebastiano Cavallaro
Journal:  Front Neurol       Date:  2017-04-19       Impact factor: 4.003

7.  Integrative multi-omic analysis identifies new drivers and pathways in molecularly distinct subtypes of ALS.

Authors:  Giovanna Morello; Maria Guarnaccia; Antonio Gianmaria Spampinato; Salvatore Salomone; Velia D'Agata; Francesca Luisa Conforti; Eleonora Aronica; Sebastiano Cavallaro
Journal:  Sci Rep       Date:  2019-07-10       Impact factor: 4.379

8.  Quantitative combination of natural anti-oxidants prevents metabolic syndrome by reducing oxidative stress.

Authors:  Mingjing Gao; Zhen Zhao; Pengyu Lv; YuFang Li; Juntao Gao; Michael Zhang; Baolu Zhao
Journal:  Redox Biol       Date:  2015-06-26       Impact factor: 11.799

  8 in total

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