Preprints
https://doi.org/10.5194/egusphere-2023-1492
https://doi.org/10.5194/egusphere-2023-1492
03 Aug 2023
 | 03 Aug 2023

Optimal enzyme allocation leads to the constrained enzyme hypothesis: The Soil Enzyme Steady Allocation Model (SESAM v3.1)

Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf

Abstract. Describing the coupling of nitrogen (N), phosphorus (P), and carbon (C) cycles of land ecosystems requires understanding microbial element use efficiencies of soil organic matter (SOM) decomposition. These efficiencies are studied by the soil enzyme steady allocation model (SESAM) at decadal scale. The model assumes that the soil microbial communities and their element use efficiencies develop towards an optimum where the growth of the entire community is maximized. Specifically, SESAM approximated this growth optimization by allocating resources to several SOM degrading enzymes proportional to the revenue of these enzymes, called the Relative approach. However, a rigorous mathematical treatment of this approximation has been lacking so far.

Therefore, in this study we derive explicit formulas of enzyme allocation that maximize total return from enzymatic processing, called the Optimal approach. Further, we derive another heuristic approach that prescribes the change of allocation without the need of deriving a formulation for the optimal allocation, called the Derivative approach. When comparing predictions across these approaches, we found that the Relative approach was a special case of the Optimal approach valid at sufficiently high microbial biomass. However, at low microbial biomass, it overestimated allocation to the enzymes having lower revenues compared to the Optimal approach. The Derivative-based allocation closely tracked the Optimal allocation.

The model finding that the Relative approach was a special case of the more rigorous Optimal approach together with observing the same patterns across optimization approaches increases our confidence into conclusions drawn from SESAM studies. Moreover, the new developments extend the range of conditions at which valid conclusions can be drawn. The new model finding that a smaller set of enzyme types was expressed at low microbial biomass led us to formulate the constrained enzyme hypothesis, which provides a complementary explanation why some substrates in soil are preserved over decades although often being decomposed within a few years in incubation experiments. This study shows how optimality considerations lead to simplified models, new insights and new hypotheses. It is another step in deriving a simple representation of an adaptive microbial community, which is required for coupled stoichiometric CNP dynamic models that are aimed to study decadal processes beyond ecosystem scale.

Journal article(s) based on this preprint

12 Apr 2024
Optimal enzyme allocation leads to the constrained enzyme hypothesis: the Soil Enzyme Steady Allocation Model (SESAM; v3.1)
Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf
Geosci. Model Dev., 17, 2705–2725, https://doi.org/10.5194/gmd-17-2705-2024,https://doi.org/10.5194/gmd-17-2705-2024, 2024
Short summary
Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2023-1492', Stefano Manzoni, 25 Aug 2023
  • RC2: 'Comment on egusphere-2023-1492', Sergey Blagodatsky, 25 Sep 2023
  • AC1: 'Comment on egusphere-2023-1492', Thomas Wutzler, 10 Oct 2023

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2023-1492', Stefano Manzoni, 25 Aug 2023
  • RC2: 'Comment on egusphere-2023-1492', Sergey Blagodatsky, 25 Sep 2023
  • AC1: 'Comment on egusphere-2023-1492', Thomas Wutzler, 10 Oct 2023

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
AR by Thomas Wutzler on behalf of the Authors (03 Nov 2023)
ED: Referee Nomination & Report Request started (25 Jan 2024) by Tomomichi Kato
RR by Stefano Manzoni (06 Feb 2024)
EF by Anna Mirena Feist-Polner (26 Jan 2024)  Manuscript   Author's response   Author's tracked changes 
ED: Publish subject to minor revisions (review by editor) (18 Feb 2024) by Tomomichi Kato
AR by Thomas Wutzler on behalf of the Authors (26 Feb 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (28 Feb 2024) by Tomomichi Kato
AR by Thomas Wutzler on behalf of the Authors (01 Mar 2024)  Author's response   Manuscript 

Journal article(s) based on this preprint

12 Apr 2024
Optimal enzyme allocation leads to the constrained enzyme hypothesis: the Soil Enzyme Steady Allocation Model (SESAM; v3.1)
Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf
Geosci. Model Dev., 17, 2705–2725, https://doi.org/10.5194/gmd-17-2705-2024,https://doi.org/10.5194/gmd-17-2705-2024, 2024
Short summary
Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf
Thomas Wutzler, Christian Reimers, Bernhard Ahrens, and Marion Schrumpf

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The requested preprint has a corresponding peer-reviewed final revised paper. You are encouraged to refer to the final revised version.

Short summary
Soil microbes provide a strong link for elemental fluxes in the earth system. The SESAM model applies an optimality assumption to model those linkages and their adaptation. We found that a previous heuristic description was a special case of a newly developed more rigorous description. The finding of new behavior at low microbial biomass led us formulate the constrained enzyme hypothesis. We now can better describe how microbial mediated linkages of elemental fluxes adapt across decades.