Literature DB >> 29568673

Biological Interpretation of Model-Reference Adaptive Control in a Mass Action Kinetics Metabolic Pathway Model.

Chang F Quo1, May D Wang1.   

Abstract

The usefulness of control theory to model robustness in metabolic pathways is limited because controller properties and their implications on pathway regulation are unclear. Using sphingolipid biosynthesis in response to single-gene overexpression as a case study, we apply model-reference adaptive control (MRAC) to model regulation in a mass action kinetics pathway model and report on its properties. Tracking error between treated cells (plant) and wild type (reference) is reduced in 9 of 10 system variables compared to using mass action kinetics only. This result is robust when system parameters are perturbed. Furthermore, we interpret control dynamics to infer potential regulatory interactions. Some observations are consistent with independent studies on the effects of the same experimental treatment, while others represent novel hypotheses that may be tested to yield additional biological insight. The usefulness and interpretation of MRAC to model metabolic pathway regulation is shown where plant dynamics approach the reference.

Entities:  

Year:  2011        PMID: 29568673      PMCID: PMC5859569          DOI: 10.1109/BIBM.2011.111

Source DB:  PubMed          Journal:  Proceedings (IEEE Int Conf Bioinformatics Biomed)        ISSN: 2156-1125


  12 in total

1.  Robust perfect adaptation in bacterial chemotaxis through integral feedback control.

Authors:  T M Yi; Y Huang; M I Simon; J Doyle
Journal:  Proc Natl Acad Sci U S A       Date:  2000-04-25       Impact factor: 11.205

Review 2.  Cellular uptake and intracellular trafficking of long chain fatty acids.

Authors:  M J McArthur; B P Atshaves; A Frolov; W D Foxworth; A B Kier; F Schroeder
Journal:  J Lipid Res       Date:  1999-08       Impact factor: 5.922

Review 3.  Reverse engineering of biological complexity.

Authors:  Marie E Csete; John C Doyle
Journal:  Science       Date:  2002-03-01       Impact factor: 47.728

4.  Surviving heat shock: control strategies for robustness and performance.

Authors:  H El-Samad; H Kurata; J C Doyle; C A Gross; M Khammash
Journal:  Proc Natl Acad Sci U S A       Date:  2005-01-24       Impact factor: 11.205

5.  Multiple feedback loop design in the tryptophan regulatory network of Escherichia coli suggests a paradigm for robust regulation of processes in series.

Authors:  Sharad Bhartiya; Nikhil Chaudhary; K V Venkatesh; Francis J Doyle
Journal:  J R Soc Interface       Date:  2006-06-22       Impact factor: 4.118

6.  Modified genetic algorithm for parameter selection of compartmental models.

Authors:  Neil A Shah; Richard A Moffitt; May D Wang
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2007

7.  Adaptive control model reveals systematic feedback and key molecules in metabolic pathway regulation.

Authors:  Chang F Quo; Richard A Moffitt; Alfred H Merrill; May D Wang
Journal:  J Comput Biol       Date:  2011-02       Impact factor: 1.479

8.  A novel role for sphingolipid intermediates in activation-induced cell death in T cells.

Authors:  J C Solomon; K Sharma; L X Wei; T Fujita; Y F Shi
Journal:  Cell Death Differ       Date:  2003-02       Impact factor: 15.828

9.  Structure-specific, quantitative methods for analysis of sphingolipids by liquid chromatography-tandem mass spectrometry: "inside-out" sphingolipidomics.

Authors:  M Cameron Sullards; Jeremy C Allegood; Samuel Kelly; Elaine Wang; Christopher A Haynes; Hyejung Park; Yanfeng Chen; Alfred H Merrill
Journal:  Methods Enzymol       Date:  2007       Impact factor: 1.600

Review 10.  Sphingosine-1-phosphate: an enigmatic signalling lipid.

Authors:  Sarah Spiegel; Sheldon Milstien
Journal:  Nat Rev Mol Cell Biol       Date:  2003-05       Impact factor: 94.444

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