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Challenges in integrating dissolved organic matter chemodiversity into kinetic models of soil respiration

Journal Article · · Soil Biology and Biochemistry
 [1];  [1];  [1];  [1];  [2]
  1. Pacific Northwest National Laboratory (PNNL), Richland, WA (United States). Environmental Molecular Sciences Laboratory (EMSL)
  2. Pacific Northwest National Laboratory (PNNL), Richland, WA (United States). Environmental Molecular Sciences Laboratory (EMSL); Washington State Univ., Pullman, WA (United States)
The chemodiversity of dissolved organic matter (DOM) in soil has been proposed to influence the microbial metabolism and fate of belowground organic carbon (C). However, integrating DOM chemistry into soil C cycle models to improve predictions of C stocks and fluxes—beyond simply considering DOM pool size—remains a challenge. While recent research suggests that incorporating DOM chemodiversity into models can improve predictions of microbial respiration, there is still a lack of mechanistic understanding describing how DOM chemodiversity affects microbial metabolism and soil respiration. Here, we evaluated whether DOM chemodiversity was a determinant of soil respiration using paired measurements of high-resolution DOM chemistry, obtained from Fourier transform ion cyclotron resonance mass spectrometry (FTICR-MS), and potential soil respiration rates from across the United States (U.S.), all data provided by the Molecular Observation Network. Our objectives were to (1) assess statistical relationships between DOM chemodiversity and microbial respiration, and (2) evaluate the ability of kinetic models to leverage DOM chemistry to explain empirical relationships found in statistical models. Statistical regressions revealed that DOM chemodiversity (alpha diversity) was nonlinearly related to potential soil respiration rates, both independently and through its interactions with DOM and total C concentrations. In soils with relatively high DOM but low total C concentrations, potential soil respiration rates were negatively correlated with DOM alpha diversity, whereas in soils with relatively low DOM and high total C concentrations showed the opposite trend. However, when metabolic transition theory kinetic models were modified to include chemodiversity, their performance was comparable to traditional Monod kinetics approaches, which simulate respiration rates as a function of DOM concentration. The inability to account for nonlinearities in DOM chemodiversity–respiration relationships highlight an opportunity to advance substrate uptake kinetics by establishing causal links between DOM chemodiversity, microbial metabolism trade-offs, and potential interactions under varied environmental conditions.
Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Joint Genome Institute (JGI); USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC02-05CH11231; AC05-76RL01830
OSTI ID:
3000088
Report Number(s):
PNNL-SA--206445
Journal Information:
Soil Biology and Biochemistry, Journal Name: Soil Biology and Biochemistry Vol. 211; ISSN 0038-0717
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (69)

Evaluating soil biogeochemistry parameterizations in Earth system models with observations: Soil Biogeochemistry in ESMs journal March 2014
Lignin lags, leads, or limits the decomposition of litter and soil organic carbon journal July 2020
Dissolved organic matter concentration, molecular composition, and functional groups in contrasting management practices of peatlands journal September 2021
How relevant is recalcitrance for the stabilization of organic matter in soils? journal February 2008
The Millennial model: in search of measurable pools and transformations for modeling soil carbon in the new century journal December 2017
DOM composition alters ecosystem function during microbial processing of isolated sources journal January 2019
Ecological stoichiometry as a foundation for omics-enabled biogeochemical models of soil organic matter decomposition journal November 2021
Changes in properties of soil-derived dissolved organic matter induced by biodegradation journal August 2003
Equifinality, sloppiness, and emergent structures of mechanistic soil biogeochemical models journal December 2019
Degradation of natural organic matter: A thermodynamic analysis journal April 2011
Modification of the RothC model for simulations of soil organic C dynamics in dryland regions journal June 2013
Recalcitrant components accumulation in dissolved organic matter decreases microbial metabolic quotient of red soil under long-term manuring journal July 2024
Fate of lignins in soils: A review journal August 2010
Differences in soluble organic carbon chemistry in pore waters sampled from different pore size domains journal April 2017
Quantifying microbial metabolism in soils using calorespirometry — A bioenergetics perspective journal September 2020
Molecular weight of dissolved organic matter determines its interactions with microbes and its assembly processes in soils journal September 2023
Chemodiversity controls microbial assimilation of soil organic carbon: A theoretical model journal December 2023
Thermodynamic control on the decomposition of organic matter across different electron acceptors journal June 2024
Organic Matter Degradation across Ecosystem Boundaries: The Need for a Unified Conceptualization journal February 2021
Resource aromaticity affects bacterial community successions in response to different sources of dissolved organic matter journal February 2021
Chemodiversity of riverine dissolved organic matter: Effects of local environments and watershed characteristics journal February 2024
Chemodiversity of Soil Dissolved Organic Matter journal April 2020
Soil Organic Matter Characterization by Fourier Transform Ion Cyclotron Resonance Mass Spectrometry (FTICR MS): A Critical Review of Sample Preparation, Analysis, and Data Interpretation journal July 2021
Reducing Reagents Induce Molecular Artifacts in the Extraction of Soil Organic Matter journal October 2020
Molecular Nature of Mineral-Organic Associations within Redox-Active Mountainous Floodplain Sediments journal August 2023
Lignin Preservation and Microbial Carbohydrate Metabolism in Permafrost Soils journal January 2022
Scaling High‐Resolution Soil Organic Matter Composition to Improve Predictions of Potential Soil Respiration Across the Continental United States journal February 2025
A thermodynamic theory of microbial growth journal February 2014
Experimental insights into the importance of aquatic bacterial community composition to the degradation of dissolved organic matter journal August 2015
Microbial catabolic activities are naturally selected by metabolic energy harvest rate journal July 2015
Ecoenzymatic stoichiometry of microbial organic nutrient acquisition in soil and sediment journal December 2009
Persistence of soil organic matter as an ecosystem property journal October 2011
The contentious nature of soil organic matter journal November 2015
Mineral protection of soil carbon counteracted by root exudates journal March 2015
Thermodynamically controlled preservation of organic carbon in floodplains journal May 2017
Microbial substrate preference dictated by energy demand rather than supply journal July 2017
Defining trait-based microbial strategies with consequences for soil carbon cycling under climate change journal September 2019
Particulate organic matter as a functional soil component for persistent soil organic carbon journal July 2021
Universal microbial reworking of dissolved organic matter along environmental gradients journal January 2024
Persistence of soil organic carbon caused by functional complexity journal July 2020
Molecular trade-offs in soil organic carbon composition at continental scale journal September 2020
Predictions of rhizosphere microbiome dynamics with a genome-informed and trait-based energy budget model journal February 2024
Insights from Microbial Transition State Theory on Monod’s Affinity Constant journal March 2020
Intracellular pathways for lignin catabolism in white-rot fungi journal February 2021
Decomposition decreases molecular diversity and ecosystem similarity of soil organic matter journal June 2023
A Generalized Method for Thermodynamic State Analysis of Environmental Systems journal January 2010
The ecology of heterogeneity: soil bacterial communities and C dynamics journal March 2020
Minireview: demystifying microbial reaction energetics journal July 2019
Pathways of mineral‐associated soil organic matter formation: Integrating the role of plant carbon source, chemistry, and point of entry journal November 2018
Modelling optimal ligninolytic activity during plant litter decomposition journal February 2024
Interdependence of Cell Growth and Gene Expression: Origins and Consequences journal November 2010
Chemodiversity in freshwater health journal March 2024
Enzymatic "Combustion": The Microbial Degradation of Lignin journal October 1987
MetaboDirect: an analytical pipeline for the processing of FT-ICR MS-based metabolomic data journal February 2023
modelsummary: Data and Model Summaries in R journal January 2022
Development of microbial-enzyme-mediated decomposition model parameters through steady-state and dynamic analyses journal January 2013
An Automated Laboratory Method for Measuring CO2 Emissions from Soils journal January 2018
Relation between Soil Order and Sorption of Dissolved Organic Carbon in Temperate Subsoils journal January 2012
Basidiomycota Fungi and ROS: Genomic Perspective on Key Enzymes Involved in Generation and Mitigation of Reactive Oxygen Species journal March 2022
Representing Organic Matter Thermodynamics in Biogeochemical Reactions via Substrate-Explicit Modeling journal October 2020
Interacting Bioenergetic and Stoichiometric Controls on Microbial Growth journal May 2022
Riverine organic matter functional diversity increases with catchment size journal July 2023
Exploring the determinants of organic matter bioavailability through substrate-explicit thermodynamic modeling journal July 2023
One thousand soils for molecular understanding of belowground carbon cycling journal April 2023
Integrating microbial physiology and physio-chemical principles in soils with the MIcrobial-MIneral Carbon Stabilization (MIMICS) model journal January 2014
Unifying soil organic matter formation and persistence frameworks: the MEMS model journal January 2019
Mechanisms of soil organic carbon and nitrogen stabilization in mineral-associated organic matter – insights from modeling in phase space journal September 2024
ORCHIDEE-SOM: modeling soil organic carbon (SOC) and dissolved organic carbon (DOC) dynamics along vertical soil profiles in Europe journal January 2018
Jena Soil Model (JSM v1.0; revision 1934): a microbial soil organic carbon model integrated with nitrogen and phosphorus processes journal January 2020