Literature DB >> 16284261

Stochastic regulation in early immune response.

Tomasz Lipniacki1, Pawel Paszek, Allan R Brasier, Bruce A Luxon, Marek Kimmel.   

Abstract

Living cells may be considered noisy or stochastic biochemical reactors. In eukaryotic cells, in which the number of protein or mRNA molecules is relatively large, the stochastic effects originate primarily in regulation of gene activity. Transcriptional activity of a gene can be initiated by transactivator molecules binding to the specific regulatory site(s) in the target gene. The stochasticity of activator binding and dissociation is amplified by transcription and translation, since target gene activation results in a burst of mRNAs molecules, and each copy of mRNA then serves as a template for numerous protein molecules. In this article, we reformulate our model of the NF-kappaB regulatory module to analyze a single cell regulation. Ordinary differential equations, used for description of fast reaction channels of processes involving a large number of molecules, are combined with a stochastic switch to account for the activity of the genes involved. The stochasticity in gene transcription causes simulated cells to exhibit large variability. Moreover, none of them behaves like an average cell. Although the average mRNA and protein levels remain constant before tumor necrosis factor (TNF) stimulation, and stabilize after a prolonged TNF stimulation, in any single cell these levels oscillate stochastically in the absence of TNF and keep oscillating under the prolonged TNF stimulation. However, in a short period of approximately 90 min, most cells are synchronized by the TNF signal, and exhibit similar kinetics. We hypothesize that this synchronization is crucial for proper activation of early genes controlling inflammation. Our theoretical predictions of single cell kinetics are supported by recent experimental studies of oscillations in NF-kappaB signaling made on single cells.

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Year:  2005        PMID: 16284261      PMCID: PMC1367099          DOI: 10.1529/biophysj.104.056754

Source DB:  PubMed          Journal:  Biophys J        ISSN: 0006-3495            Impact factor:   4.033


  38 in total

1.  Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations.

Authors:  T B Kepler; T C Elston
Journal:  Biophys J       Date:  2001-12       Impact factor: 4.033

2.  Fluctuations in transcription factor binding can explain the graded and binary responses observed in inducible gene expression.

Authors:  Jason R Pirone; Timothy C Elston
Journal:  J Theor Biol       Date:  2004-01-07       Impact factor: 2.691

3.  Intrinsic and extrinsic contributions to stochasticity in gene expression.

Authors:  Peter S Swain; Michael B Elowitz; Eric D Siggia
Journal:  Proc Natl Acad Sci U S A       Date:  2002-09-17       Impact factor: 11.205

4.  Control of stochasticity in eukaryotic gene expression.

Authors:  Jonathan M Raser; Erin K O'Shea
Journal:  Science       Date:  2004-05-27       Impact factor: 47.728

5.  The numerical stability of leaping methods for stochastic simulation of chemically reacting systems.

Authors:  Yang Cao; Linda R Petzold; Muruhan Rathinam; Daniel T Gillespie
Journal:  J Chem Phys       Date:  2004-12-22       Impact factor: 3.488

6.  Oscillations in NF-kappaB signaling control the dynamics of gene expression.

Authors:  D E Nelson; A E C Ihekwaba; M Elliott; J R Johnson; C A Gibney; B E Foreman; G Nelson; V See; C A Horton; D G Spiller; S W Edwards; H P McDowell; J F Unitt; E Sullivan; R Grimley; N Benson; D Broomhead; D B Kell; M R H White
Journal:  Science       Date:  2004-10-22       Impact factor: 47.728

7.  Quantitative model for gene regulation by lambda phage repressor.

Authors:  G K Ackers; A D Johnson; M A Shea
Journal:  Proc Natl Acad Sci U S A       Date:  1982-02       Impact factor: 11.205

8.  Mathematical model of NF-kappaB regulatory module.

Authors:  Tomasz Lipniacki; Pawel Paszek; A R Allan R Brasier; Bruce Luxon; Marek Kimmel
Journal:  J Theor Biol       Date:  2004-05-21       Impact factor: 2.691

9.  Regulation of nuclear translocation of nuclear factor-kappaB relA: evidence for complex dynamics at the single-cell level.

Authors:  Kenneth Schooley; Ping Zhu; Steven K Dower; Eva E Qwarnström
Journal:  Biochem J       Date:  2003-01-15       Impact factor: 3.857

10.  Multi-parameter analysis of the kinetics of NF-kappaB signalling and transcription in single living cells.

Authors:  Glyn Nelson; Luminita Paraoan; David G Spiller; Geraint J C Wilde; Mark A Browne; Peter K Djali; John F Unitt; Elaine Sullivan; Eike Floettmann; Michael R H White
Journal:  J Cell Sci       Date:  2002-03-15       Impact factor: 5.285

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  33 in total

Review 1.  Wires in the soup: quantitative models of cell signaling.

Authors:  Raymond Cheong; Andre Levchenko
Journal:  Trends Cell Biol       Date:  2008-02-21       Impact factor: 20.808

2.  A mechanistic pharmacodynamic model of IRAK-4 drug inhibition in the Toll-like receptor pathway.

Authors:  Ryan P Nolan; Andrea G Bree; Anup Zutshi
Journal:  J Pharmacokinet Pharmacodyn       Date:  2013-09-26       Impact factor: 2.745

3.  Sources of cell-to-cell variability in canonical nuclear factor-κB (NF-κB) signaling pathway inferred from single cell dynamic images.

Authors:  Mridul K Kalita; Khachik Sargsyan; Bing Tian; Adriana Paulucci-Holthauzen; Habib N Najm; Bert J Debusschere; Allan R Brasier
Journal:  J Biol Chem       Date:  2011-08-25       Impact factor: 5.157

Review 4.  Single-cell RNA sequencing to explore immune cell heterogeneity.

Authors:  Efthymia Papalexi; Rahul Satija
Journal:  Nat Rev Immunol       Date:  2017-08-07       Impact factor: 53.106

Review 5.  Lessons from mathematically modeling the NF-κB pathway.

Authors:  Soumen Basak; Marcelo Behar; Alexander Hoffmann
Journal:  Immunol Rev       Date:  2012-03       Impact factor: 12.988

Review 6.  Agent-based models in translational systems biology.

Authors:  Gary An; Qi Mi; Joyeeta Dutta-Moscato; Yoram Vodovotz
Journal:  Wiley Interdiscip Rev Syst Biol Med       Date:  2009 Sep-Oct

7.  Modulating temporal control of NF-kappaB activation: implications for therapeutic and assay selection.

Authors:  David J Klinke; Irina V Ustyugova; Kathleen M Brundage; John B Barnett
Journal:  Biophys J       Date:  2008-02-15       Impact factor: 4.033

8.  Pulsatile stimulation determines timing and specificity of NF-kappaB-dependent transcription.

Authors:  Louise Ashall; Caroline A Horton; David E Nelson; Pawel Paszek; Claire V Harper; Kate Sillitoe; Sheila Ryan; David G Spiller; John F Unitt; David S Broomhead; Douglas B Kell; David A Rand; Violaine Sée; Michael R H White
Journal:  Science       Date:  2009-04-10       Impact factor: 47.728

9.  Agent-based model of fecal microbial transplant effect on bile acid metabolism on suppressing Clostridium difficile infection: an example of agent-based modeling of intestinal bacterial infection.

Authors:  Xavier Peer; Gary An
Journal:  J Pharmacokinet Pharmacodyn       Date:  2014-08-29       Impact factor: 2.745

Review 10.  Mechanistic simulations of inflammation: current state and future prospects.

Authors:  Yoram Vodovotz; Gregory Constantine; Jonathan Rubin; Marie Csete; Eberhard O Voit; Gary An
Journal:  Math Biosci       Date:  2008-08-26       Impact factor: 2.144

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