Non-monotonic Response to Monotonic Stimulus: Regulation of Glyoxylate Shunt Gene-Expression Dynamics in Mycobacterium tuberculosis
Author(s) -
Joao A. Ascensao,
Pratik Datta,
Baris Hancioglu,
Eduardo D. Sontag,
Maria Laura Gennaro,
Oleg A. Igoshin
Publication year - 2016
Publication title -
plos computational biology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.628
H-Index - 182
eISSN - 1553-7358
pISSN - 1553-734X
DOI - 10.1371/journal.pcbi.1004741
Subject(s) - monotonic function , monotone polygon , gene regulatory network , biological network , glyoxylate cycle , mycobacterium tuberculosis , systems biology , topology (electrical circuits) , computer science , mathematics , computational biology , biological system , biology , gene expression , gene , tuberculosis , genetics , mathematical analysis , medicine , geometry , pathology , combinatorics , metabolism , endocrinology
Understanding how dynamical responses of biological networks are constrained by underlying network topology is one of the fundamental goals of systems biology. Here we employ monotone systems theory to formulate a theorem stating necessary conditions for non-monotonic time-response of a biochemical network to a monotonic stimulus. We apply this theorem to analyze the non-monotonic dynamics of the σ B -regulated glyoxylate shunt gene expression in Mycobacterium tuberculosis cells exposed to hypoxia. We first demonstrate that the known network structure is inconsistent with observed dynamics. To resolve this inconsistency we employ the formulated theorem, modeling simulations and optimization along with follow-up dynamic experimental measurements. We show a requirement for post-translational modulation of σ B activity in order to reconcile the network dynamics with its topology. The results of this analysis make testable experimental predictions and demonstrate wider applicability of the developed methodology to a wide class of biological systems.
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