Literature DB >> 19714618

Mathematical modeling of the circadian rhythm of key neuroendocrine-immune system players in rheumatoid arthritis: a systems biology approach.

Michael Meyer-Hermann1, Marc Thilo Figge, Rainer H Straub.   

Abstract

OBJECTIVE: Healthy subjects and patients with rheumatoid arthritis (RA) exhibit circadian rhythms of the neuroendocrine-immune system. Understanding circadian dynamics is complex due to the nonlinear behavior of the neuroendocrine-immune network. This study was undertaken to seek and test a mathematical model for studying this network.
METHODS: We established a quantitative computational model to simulate nonlinear interactions between key factors in the neuroendocrine-immune system, such as plasma tumor necrosis factor (TNF), plasma cortisol (and adrenal cholesterol store), and plasma noradrenaline (NA) (and presynaptic NA store).
RESULTS: The model was nicely fitted with measured reference data on healthy subjects and RA patients. Although the individual circadian pacemakers of cortisol, NA, and TNF were installed without a phase shift, the relative phase shift between these factors evolved as a consequence of the modeled network interactions. Combined long-term and short-term TNF increase (the "RA model") increased cortisol plasma levels for only a few days, and cholesterol stores started to become markedly depleted. This nicely demonstrated the phenomenon of inadequate cortisol secretion relative to plasma TNF levels, as a consequence of adrenal deficiency. Using the RA model, treatment with glucocorticoids between midnight and 2:00 AM was found to have the strongest inhibitory effect on TNF secretion, which supports recent studies on RA therapy. Long-term reduction of TNF levels by simulation of anti-TNF therapy normalized cholesterol stores under "RA" conditions.
CONCLUSION: These first in silico studies of the neuroendocrine-immune system in rheumatology demonstrate that computational biology in medicine, making use of large collections of experimental data, supports understanding of the pathophysiology of complex nonlinear systems.

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Year:  2009        PMID: 19714618     DOI: 10.1002/art.24797

Source DB:  PubMed          Journal:  Arthritis Rheum        ISSN: 0004-3591


  19 in total

1.  Mathematical modeling of the circadian dynamics of the neuroendocrine-immune network in experimentally induced arthritis.

Authors:  R Rao; D DuBois; R Almon; W J Jusko; I P Androulakis
Journal:  Am J Physiol Endocrinol Metab       Date:  2016-05-24       Impact factor: 4.310

2.  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 3.  Systems Chronotherapeutics.

Authors:  Annabelle Ballesta; Pasquale F Innominato; Robert Dallmann; David A Rand; Francis A Lévi
Journal:  Pharmacol Rev       Date:  2017-04       Impact factor: 25.468

Review 4.  The Potential of Circadian Realignment in Rheumatoid Arthritis.

Authors:  Rohit T Rao; Kamau K Pierre; Naomi Schlesinger; Ioannis P Androulakis
Journal:  Crit Rev Biomed Eng       Date:  2016

Review 5.  Demystifying the cytokine network: Mathematical models point the way.

Authors:  Penelope A Morel; Robin E C Lee; James R Faeder
Journal:  Cytokine       Date:  2016-12-03       Impact factor: 3.861

Review 6.  Human systems immunology: hypothesis-based modeling and unbiased data-driven approaches.

Authors:  Arnon Arazi; William F Pendergraft; Ruy M Ribeiro; Alan S Perelson; Nir Hacohen
Journal:  Semin Immunol       Date:  2013-01-29       Impact factor: 11.130

Review 7.  Systems biology of circadian-immune interactions.

Authors:  P D Mavroudis; J D Scheff; S E Calvano; I P Androulakis
Journal:  J Innate Immun       Date:  2012-09-18       Impact factor: 7.349

8.  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

9.  Low-dose prednisone chronotherapy for rheumatoid arthritis: a randomised clinical trial (CAPRA-2).

Authors:  Frank Buttgereit; Daksha Mehta; John Kirwan; Jacek Szechinski; Maarten Boers; Rieke E Alten; Jerzy Supronik; Istvan Szombati; Ulrike Romer; Stephan Witte; Kenneth G Saag
Journal:  Ann Rheum Dis       Date:  2012-05-05       Impact factor: 19.103

Review 10.  Mathematical modeling of mammalian circadian clocks affecting drug and disease responses.

Authors:  Panteleimon D Mavroudis; William J Jusko
Journal:  J Pharmacokinet Pharmacodyn       Date:  2021-03-16       Impact factor: 2.410

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