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Title: Exploring the determinants of organic matter bioavailability through substrate-explicit thermodynamic modeling

Journal Article · · Frontiers in Water

Microbial decomposition of organic matter (OM) in river corridors is a major driver of nutrient and energy cycles in natural ecosystems. Recent advances in omics technologies enabled high-throughput generation of molecular data that could be used to inform biogeochemical models. With ultrahigh-resolution OM data becoming more readily available, in particular, the substrate-explicit thermodynamic modeling (SXTM) has emerged as a promising approach due to its ability to predict OM degradation and respiration rates from chemical formulae of compounds. This model implicitly assumes that all detected organic compounds are bioavailable, and that aerobic respiration is driven solely by thermodynamics. Despite promising demonstrations in previous studies, these assumptions may not be universally valid because OM degradation is a complex process governed by multiple factors. To identify key drivers of OM respiration, we performed a comprehensive analysis of diverse river systems using Fourier-transform ion cyclotron resonance mass spectrometry OM data and associated respiration measurements collected by the Worldwide Hydrobiogeochemistry Observation Network for Dynamic River Systems (WHONDRS) consortium. In support of our argument, we found that the incorporation of all compounds detected in the samples into the SXTM resulted in a poor correlation between the predicted and measured respiration rates. The data-model consistency was significantly improved by the selective use of a small subset (i.e., only about 5%) of organic compounds identified using an optimization method. Through a subsequent comparative analysis of the subset of compounds (which we presume as bioavailable) against the full set of compounds, we identified three major traits that potentially determine OM bioavailability, including: (1) thermodynamic favorability of aerobic respiration, (2) the number of C atoms contained in compounds, and (2) carbon/nitrogen (C/N) ratio. We found that all three factors serve as “filters” in that the compounds with undesirable properties in any of these traits are strictly excluded from the bioavailable fraction. This work highlights the importance of accounting for the complex interplay among multiple key traits to increase the predictive power of biogeochemical and ecosystem models.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE; USDOE Office of Science (SC), Biological and Environmental Research (BER). Earth & Environmental Systems Science (EESS)
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1988106
Alternate ID(s):
OSTI ID: 2000729
Report Number(s):
PNNL-SA-184205; 1169701
Journal Information:
Frontiers in Water, Journal Name: Frontiers in Water Vol. 5; ISSN 2624-9375
Publisher:
Frontiers Media SACopyright Statement
Country of Publication:
Switzerland
Language:
English

References (34)

The Ocean's Food Web, A Changing Paradigm journal September 1974
An ultrahigh-resolution mass spectrometry index to estimate natural organic matter lability: FTICRMS organic matter molecular lability index journal November 2015
Multiple models and experiments underscore large uncertainty in soil carbon dynamics journal October 2018
Bacterial growth efficiency on natural dissolved organic matter journal September 1993
Microbial carbon limitation: The need for integrating microorganisms into our understanding of ecosystem carbon cycling journal April 2020
Regulation-Structured Dynamic Metabolic Model Provides a Potential Mechanism for Delayed Enzyme Response in Denitrification Process journal September 2017
Use of elemental composition to predict bioavailability of dissolved organic matter in a Georgia river journal June 1997
Microbial and Environmental Processes Shape the Link between Organic Matter Functional Traits and Composition journal June 2022
Unravelling the sources and bioavailability of dissolved organic matter in lotic aquatic ecosystems journal January 1999
Dynamic relationships between microbial biomass, respiration, inorganic nutrients and enzyme activities: informing enzyme-based decomposition models journal January 2013
Dissolved organic compounds with synchronous dynamics share chemical properties and origin journal September 2021
Carbon Limitation Leads to Thermodynamic Regulation of Aerobic Metabolism journal May 2020
Variability in ectohydrolytic enzyme activities of pelagic marine bacteria and its significance for substrate processing in the sea journal January 1996
A cross-system analysis of labile dissolved organic carbon journal January 1995
A Generalized Method for Thermodynamic State Analysis of Environmental Systems journal January 2010
A black box mathematical model to calculate auto- and heterotrophic biomass yields based on Gibbs energy dissipation journal December 1992
Organic Geochemistry of Natural Waters book January 1985
Persistence of dissolved organic matter in lakes related to its molecular characteristics journal May 2015
Conceptualizing soil organic matter into particulate and mineral‐associated forms to address global change in the 21st century journal November 2019
Dynamic Metabolic Modeling of Denitrifying Bacterial Growth: The Cybernetic Approach journal July 2015
Using Community Science to Reveal the Global Chemogeography of River Metabolomes journal December 2020
Mathematical Modeling of Microbial Community Dynamics: A Methodological Review journal October 2014
Building Predictive Models for Diverse Microbial Communities in Soil book February 2017
WHONDRS: a Community Resource for Studying Dynamic River Corridors journal October 2018
Explicitly representing soil microbial processes in Earth system models: Soil microbes in earth system models journal October 2015
Persistence of soil organic matter as an ecosystem property journal October 2011
Controls of bioavailability and biodegradability of dissolved organic matter in soils journal May 2003
A thermodynamic theory of microbial growth journal February 2014
Representing Organic Matter Thermodynamics in Biogeochemical Reactions via Substrate-Explicit Modeling journal October 2020
Iron redox effects on photosensitive phosphorus release from dissolved humic materials journal July 1990
Thermodynamic electron equivalents model for bacterial yield prediction: Modifications and comparative evaluations journal January 2007
A framework for representing microbial decomposition in coupled climate models journal August 2011
Genetic diversity in Sargasso Sea bacterioplankton journal May 1990
Influences of organic carbon speciation on hyporheic corridor biogeochemistry and microbial ecology journal February 2018