Agent-based modeling of oxygen-responsive transcription factors in Escherichia coli.
In the presence of oxygen (O2) the model bacterium Escherichia coli is able to conserve energy by aerobic respiration. Two major terminal oxidases are involved in this process - Cyo has a relatively low affinity for O2 but is able to pump protons and hence is energetically efficient; Cyd has a high affinity for O2 but does not pump protons. When E. coli encounters environments with different O2 availabilities, the expression of the genes encoding the alternative terminal oxidases, the cydAB and cyoABCDE operons, are regulated by two O2-responsive transcription factors, ArcA (an indirect O2 sensor) and FNR (a direct O2 sensor). It has been suggested that O2-consumption by the terminal oxidases located at the cytoplasmic membrane significantly affects the activities of ArcA and FNR in the bacterial nucleoid. In this study, an agent-based modeling approach has been taken to spatially simulate the uptake and consumption of O2 by E. coli and the consequent modulation of ArcA and FNR activities based on experimental data obtained from highly controlled chemostat cultures. The molecules of O2, transcription factors and terminal oxidases are treated as individual agents and their behaviors and interactions are imitated in a simulated 3-D E. coli cell. The model implies that there are two barriers that dampen the response of FNR to O2, i.e. consumption of O2 at the membrane by the terminal oxidases and reaction of O2 with cytoplasmic FNR. Analysis of FNR variants suggested that the monomer-dimer transition is the key step in FNR-mediated repression of gene expression.
Department of Computer Science, University of Sheffield, Sheffield, United Kingdom.
Hao
H
Bai
Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield, United Kingdom.
Matthew D
MD
Rolfe
Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield, United Kingdom.
Wenjing
W
Jia
Department of Computer Science, University of Sheffield, Sheffield, United Kingdom.
Simon
S
Coakley
Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield, United Kingdom.
Robert K
RK
Poole
Department of Molecular Biology and Biotechnology, University of Sheffield, Sheffield, United Kingdom.
Jeffrey
J
Green
Department of Computer Science, University of Sheffield, Sheffield, United Kingdom.
Mike
M
Holcombe
D004926:Escherichia coli / Q000235:genetics / Q000378:metabolism*; D005798:Genes, Bacterial; D009876:Operon; D010100:Oxygen / Q000378:metabolism*; D014157:Transcription Factors / Q000378:metabolism*
D014157:Transcription Factors; D010100:Oxygen