Literature DB >> 33633777

Dynamic Allocation of Carbon Storage and Nutrient-Dependent Exudation in a Revised Genome-Scale Model of Prochlorococcus.

Shany Ofaim1,2, Snorre Sulheim1,3,4, Eivind Almaas3,5, Daniel Sher2, Daniel Segrè1,6,7,8.   

Abstract

Microbial life in the oceans impacts the entire marine ecosystem, global biogeochemistry and climate. The marine cyanobacterium Prochlorococcus, an abundant component of this ecosystem, releases a significant fraction of the carbon fixed through photosynthesis, but the amount, timing and molecular composition of released carbon are still poorly understood. These depend on several factors, including nutrient availability, light intensity and glycogen storage. Here we combine multiple computational approaches to provide insight into carbon storage and exudation in Prochlorococcus. First, with the aid of a new algorithm for recursive filling of metabolic gaps (ReFill), and through substantial manual curation, we extended an existing genome-scale metabolic model of Prochlorococcus MED4. In this revised model (iSO595), we decoupled glycogen biosynthesis/degradation from growth, thus enabling dynamic allocation of carbon storage. In contrast to standard implementations of flux balance modeling, we made use of forced influx of carbon and light into the cell, to recapitulate overflow metabolism due to the decoupling of photosynthesis and carbon fixation from growth during nutrient limitation. By using random sampling in the ensuing flux space, we found that storage of glycogen or exudation of organic acids are favored when the growth is nitrogen limited, while exudation of amino acids becomes more likely when phosphate is the limiting resource. We next used COMETS to simulate day-night cycles and found that the model displays dynamic glycogen allocation and exudation of organic acids. The switch from photosynthesis and glycogen storage to glycogen depletion is associated with a redistribution of fluxes from the Entner-Doudoroff to the Pentose Phosphate pathway. Finally, we show that specific gene knockouts in iSO595 exhibit dynamic anomalies compatible with experimental observations, further demonstrating the value of this model as a tool to probe the metabolic dynamic of Prochlorococcus.
Copyright © 2021 Ofaim, Sulheim, Almaas, Sher and Segrè.

Entities:  

Keywords:  computation of microbial ecosystems in time and space (COMETS); constraint-based reconstruction and analysis (COBRA); cyanobacteria; exudation; flux balance analysis (FBA); gap-filling algorithm; photosynthesis

Year:  2021        PMID: 33633777      PMCID: PMC7900632          DOI: 10.3389/fgene.2021.586293

Source DB:  PubMed          Journal:  Front Genet        ISSN: 1664-8021            Impact factor:   4.599


  116 in total

1.  Metabolic evolution and the self-organization of ecosystems.

Authors:  Rogier Braakman; Michael J Follows; Sallie W Chisholm
Journal:  Proc Natl Acad Sci U S A       Date:  2017-03-27       Impact factor: 11.205

Review 2.  Progress and perspective on cyanobacterial glycogen metabolism engineering.

Authors:  Guodong Luan; Shanshan Zhang; Min Wang; Xuefeng Lu
Journal:  Biotechnol Adv       Date:  2019-04-09       Impact factor: 14.227

3.  Large-scale in vivo flux analysis shows rigidity and suboptimal performance of Bacillus subtilis metabolism.

Authors:  Eliane Fischer; Uwe Sauer
Journal:  Nat Genet       Date:  2005-05-08       Impact factor: 38.330

4.  Effects of high light on transcripts of stress-associated genes for the cyanobacteria Synechocystis sp. PCC 6803 and Prochlorococcus MED4 and MIT9313.

Authors:  Isabelle Mary; Chao-Jung Tu; Arthur Grossman; Daniel Vaulot
Journal:  Microbiology       Date:  2004-05       Impact factor: 2.777

5.  The Entner-Doudoroff pathway is an overlooked glycolytic route in cyanobacteria and plants.

Authors:  Xi Chen; Karoline Schreiber; Jens Appel; Alexander Makowka; Berit Fähnrich; Mayo Roettger; Mohammad R Hajirezaei; Frank D Sönnichsen; Peter Schönheit; William F Martin; Kirstin Gutekunst
Journal:  Proc Natl Acad Sci U S A       Date:  2016-04-25       Impact factor: 11.205

6.  The Black Queen Hypothesis: evolution of dependencies through adaptive gene loss.

Authors:  J Jeffrey Morris; Richard E Lenski; Erik R Zinser
Journal:  MBio       Date:  2012-05-02       Impact factor: 7.867

7.  Degradation of hydrogen peroxide at the ocean's surface: the influence of the microbial community on the realized thermal niche of Prochlorococcus.

Authors:  Lanying Ma; Benjamin C Calfee; J Jeffrey Morris; Zackary I Johnson; Erik R Zinser
Journal:  ISME J       Date:  2017-10-31       Impact factor: 11.217

Review 8.  Regulation of CO2 Concentrating Mechanism in Cyanobacteria.

Authors:  Robert L Burnap; Martin Hagemann; Aaron Kaplan
Journal:  Life (Basel)       Date:  2015-01-28

9.  Flux balance analysis of cyanobacterial metabolism: the metabolic network of Synechocystis sp. PCC 6803.

Authors:  Henning Knoop; Marianne Gründel; Yvonne Zilliges; Robert Lehmann; Sabrina Hoffmann; Wolfgang Lockau; Ralf Steuer
Journal:  PLoS Comput Biol       Date:  2013-06-27       Impact factor: 4.475

10.  Elucidating temporal resource allocation and diurnal dynamics in phototrophic metabolism using conditional FBA.

Authors:  Marco Rügen; Alexander Bockmayr; Ralf Steuer
Journal:  Sci Rep       Date:  2015-10-26       Impact factor: 4.379

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  3 in total

Review 1.  A metabolic modeling platform for the computation of microbial ecosystems in time and space (COMETS).

Authors:  Ilija Dukovski; Djordje Bajić; Jeremy M Chacón; Michael Quintin; Jean C C Vila; Snorre Sulheim; Alan R Pacheco; David B Bernstein; William J Riehl; Kirill S Korolev; Alvaro Sanchez; William R Harcombe; Daniel Segrè
Journal:  Nat Protoc       Date:  2021-10-11       Impact factor: 13.491

2.  The paradoxes hidden behind the Droop model highlighted by a metabolic approach.

Authors:  Caroline Baroukh; Francis Mairet; Olivier Bernard
Journal:  Front Plant Sci       Date:  2022-08-22       Impact factor: 6.627

3.  Basin-scale biogeography of marine phytoplankton reflects cellular-scale optimization of metabolism and physiology.

Authors:  John R Casey; Rene M Boiteau; Martin K M Engqvist; Zoe V Finkel; Gang Li; Justin Liefer; Christian L Müller; Nathalie Muñoz; Michael J Follows
Journal:  Sci Adv       Date:  2022-01-21       Impact factor: 14.136

  3 in total

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