TY - JOUR
T1 - Flux balance modeling to predict bacterial survival during pulsed-activity events
AU - Jose, Nicholas A.
AU - Lau, Rebecca
AU - Swenson, Tami L.
AU - Klitgord, Niels
AU - Garcia-Pichel, Ferran
AU - Bowen, Benjamin P.
AU - Baran, Richard
AU - Northen, Trent R.
N1 - Funding Information:
Acknowledgements. We acknowledge the contribution of Seth Axen, Rahul Basu, Kriti Sondhi, and David Soendjojo with their assistance annotating the M. vaginatus genome. This work was supported in part by previous breakthroughs obtained through the Laboratory Directed Research and Development Program of the Lawrence Berkeley National Laboratory supported by the US Department of Energy Office of Science and by the US Department of Energy Office of Science’s Biological and Environmental Research Early Career Research Program (award to Trent R. Northen), both under contract number DE-AC02-05CH11231.
Publisher Copyright:
© Author(s) 2018.
PY - 2018/4/16
Y1 - 2018/4/16
N2 - Desert biological soil crusts (BSCs) are cyanobacteria-dominated surface soil microbial communities common to plant interspaces in arid environments. The capability to significantly dampen their metabolism allows them to exist for extended periods in a desiccated dormant state that is highly robust to environmental stresses. However, within minutes of wetting, metabolic functions reboot, maximizing activity during infrequent permissive periods. iMicrocoleus vaginatus/i, a primary producer within the crust ecosystem and an early colonizer, initiates crust formation by binding particles in the upper layer of soil via exopolysaccharides, making microbial dominated biological soil crusts highly dependent on the viability of this organism. Previous studies have suggested that biopolymers play a central role in the survival of this organism by powering resuscitation, rapidly forming compatible solutes, and fueling metabolic activity in dark, hydrated conditions. To elucidate the mechanism of this phenomenon and provide a basis for future modeling of BSCs, we developed a manually curated, genome-scale metabolic model of iMicrocoleus vaginatus/i (iNJ1153). To validate this model, gas chromatography-mass spectroscopy (GC-MS) and liquid chromatography-mass spectroscopy (LC-MS) were used to characterize the rate of biopolymer accumulation and depletion in in hydrated iMicrocoleus vaginatus/i under light and dark conditions. Constraint-based flux balance analysis showed agreement between model predictions and experimental reaction fluxes. A significant amount of consumed carbon and light energy is invested into storage molecules glycogen and polyphosphate, while iβ/i-polyhydroxybutyrate may function as a secondary resource. Pseudo-steady-state modeling suggests that glycogen, the primary carbon source with the fastest depletion rate, will be exhausted if iM. vaginatus /i experiences dark wetting events 4 times longer than light wetting events.
AB - Desert biological soil crusts (BSCs) are cyanobacteria-dominated surface soil microbial communities common to plant interspaces in arid environments. The capability to significantly dampen their metabolism allows them to exist for extended periods in a desiccated dormant state that is highly robust to environmental stresses. However, within minutes of wetting, metabolic functions reboot, maximizing activity during infrequent permissive periods. iMicrocoleus vaginatus/i, a primary producer within the crust ecosystem and an early colonizer, initiates crust formation by binding particles in the upper layer of soil via exopolysaccharides, making microbial dominated biological soil crusts highly dependent on the viability of this organism. Previous studies have suggested that biopolymers play a central role in the survival of this organism by powering resuscitation, rapidly forming compatible solutes, and fueling metabolic activity in dark, hydrated conditions. To elucidate the mechanism of this phenomenon and provide a basis for future modeling of BSCs, we developed a manually curated, genome-scale metabolic model of iMicrocoleus vaginatus/i (iNJ1153). To validate this model, gas chromatography-mass spectroscopy (GC-MS) and liquid chromatography-mass spectroscopy (LC-MS) were used to characterize the rate of biopolymer accumulation and depletion in in hydrated iMicrocoleus vaginatus/i under light and dark conditions. Constraint-based flux balance analysis showed agreement between model predictions and experimental reaction fluxes. A significant amount of consumed carbon and light energy is invested into storage molecules glycogen and polyphosphate, while iβ/i-polyhydroxybutyrate may function as a secondary resource. Pseudo-steady-state modeling suggests that glycogen, the primary carbon source with the fastest depletion rate, will be exhausted if iM. vaginatus /i experiences dark wetting events 4 times longer than light wetting events.
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U2 - 10.5194/bg-15-2219-2018
DO - 10.5194/bg-15-2219-2018
M3 - Article
AN - SCOPUS:85045577678
SN - 1726-4170
VL - 15
SP - 2219
EP - 2229
JO - Biogeosciences
JF - Biogeosciences
IS - 7
ER -