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Metaproteomics reveals insights into microbial structure, interactions, and dynamic regulation in defined communities as they respond to environmental disturbance

Journal Article · · BMC Microbiology

Abstract Background

Microbe-microbe interactions between members of the plant rhizosphere are important but remain poorly understood. A more comprehensive understanding of the molecular mechanisms used by microbes to cooperate, compete, and persist has been challenging because of the complexity of natural ecosystems and the limited control over environmental factors. One strategy to address this challenge relies on studying complexity in a progressive manner, by first building a detailed understanding of relatively simple subsets of the community and then achieving high predictive power through combining different building blocks (e.g., hosts, community members) for different environments. Herein, we coupled this reductionist approach with high-resolution mass spectrometry-based metaproteomics to study molecular mechanisms driving community assembly, adaptation, and functionality for a defined community of ten taxonomically diverse bacterial members of Populus deltoides rhizosphere co-cultured either in a complex or defined medium.

Results

Metaproteomics showed this defined community assembled into distinct microbiomes based on growth media that eventually exhibit composition and functional stability over time. The community grown in two different media showed variation in composition, yet both were dominated by only a few microbial strains. Proteome-wide interrogation provided detailed insights into the functional behavior of each dominant member as they adjust to changing community compositions and environments. The emergence and persistence of select microbes in these communities were driven by specialization in strategies including motility, antibiotic production, altered metabolism, and dormancy. Protein-level interrogation identified post-translational modifications that provided additional insights into regulatory mechanisms influencing microbial adaptation in the changing environments.

Conclusions

This study provides high-resolution proteome-level insights into our understanding of microbe-microbe interactions and highlights specialized biological processes carried out by specific members of assembled microbiomes to compete and persist in changing environmental conditions. Emergent properties observed in these lower complexity communities can then be re-evaluated as more complex systems are studied and, when a particular property becomes less relevant, higher-order interactions can be identified.

Sponsoring Organization:
USDOE
OSTI ID:
1829412
Alternate ID(s):
OSTI ID: 1835214
Journal Information:
BMC Microbiology, Journal Name: BMC Microbiology Journal Issue: 1 Vol. 21; ISSN 1471-2180
Publisher:
Springer Science + Business MediaCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (84)

Relatively rare root endophytic bacteria drive plant resource allocation patterns and tissue nutrient concentration in unpredictable ways journal October 2019
Protein Posttranslational Modifications: The Chemistry of Proteome Diversifications journal November 2005
What is the total number of protein molecules per cell volume? A call to rethink some published values: Insights & Perspectives journal September 2013
Unimod: Protein modifications for mass spectrometry journal June 2004
The methylproteome and the intracellular methylation network journal January 2012
β-Methylthio-aspartic acid: Identification of a novel posttranslational modification in ribosomal protein S12 from escherichia coli journal August 1996
Post-translational modification: nature's escape from genetic imprisonment and the basis for dynamic information encoding: Information encoding by post-translational modification
  • Prabakaran, Sudhakaran; Lippens, Guy; Steen, Hanno
  • Wiley Interdisciplinary Reviews: Systems Biology and Medicine, Vol. 4, Issue 6 https://doi.org/10.1002/wsbm.1185
journal August 2012
Translational regulation by modifications of the elongation factor Tu journal April 1999
Iron uptake and metabolism in pseudomonads journal March 2010
Microbial interactions in the rhizosphere: beneficial influences of plant growth-promoting rhizobacteria on nutrient acquisition process. A review journal January 2015
Antioxidant functions of carotenoids journal January 1989
An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein database journal November 1994
The carotenoids as anti-oxidants — a review journal December 1997
Loss of carotenoids from membranes of Pantoea sp. YR343 results in altered lipid composition and changes in membrane biophysical properties journal July 2019
Formation, characterization and modeling of emergent synthetic microbial communities journal January 2021
Incorporating dormancy in dynamic microbial community models journal September 2011
Relevance and Regulation of Cell Density journal March 2020
The rhizosphere microbiome and plant health journal August 2012
Characterization of the 70S Ribosome from Rhodopseudomonas p alustris Using an Integrated “Top-Down” and “Bottom-Up” Mass Spectrometric Approach journal August 2004
PeaksPTM: Mass Spectrometry-Based Identification of Peptides with Unspecified Modifications journal July 2011
Ribosomal Proteins of Deinococcus radiodurans : Their Solvent Accessibility and Reactivity journal March 2009
KBase: The United States Department of Energy Systems Biology Knowledgebase journal July 2018
Oxygenase-catalyzed ribosome hydroxylation occurs in prokaryotes and humans journal October 2012
Diverse and divergent protein post-translational modifications in two growth stages of a natural microbial community journal July 2014
The Perseus computational platform for comprehensive analysis of (prote)omics data journal June 2016
Semi-supervised learning for peptide identification from shotgun proteomics datasets journal October 2007
High-resolution structure of the Escherichia coli ribosome journal March 2015
Assessing species biomass contributions in microbial communities via metaproteomics journal November 2017
Ecology-guided prediction of cross-feeding interactions in the human gut microbiome journal February 2021
Population dynamics and transcriptomic responses of Pseudomonas aeruginosa in a complex laboratory microbial community journal January 2019
Modelling approaches for studying the microbiome journal July 2019
Protein post-translational modifications in bacteria journal September 2019
TagGraph reveals vast protein modification landscapes from large tandem mass spectrometry datasets journal April 2019
Genomic features of bacterial adaptation to plants journal December 2017
The Spo0A regulon of Bacillus subtilis: The Spo0A regulon journal November 2003
Diversity of siderophore-mediated iron uptake systems in fluorescent pseudomonads: not only pyoverdines journal December 2002
Content of elongation factor Tu in Escherichia coli. journal December 1975
Protein Aggregation Capture on Microparticles Enables Multipurpose Proteomics Sample Preparation* journal May 2019
DAnTE: a statistical tool for quantitative analysis of -omics data journal May 2008
Exploring the diversity of protein modifications: special bacterial phosphorylation systems journal February 2016
Rhizosphere Microbes as Essential Partners for Plant Stress Tolerance journal March 2013
antiSMASH 5.0: updates to the secondary metabolite genome mining pipeline journal April 2019
Current Review Siderophores in Microbial Interactions on Plant Surfaces journal January 1991
Chromosomal Insertion of Phenazine-1-Carboxylic Acid Biosynthetic Pathway Enhances Efficacy of Damping-off Disease Control by Pseudomonas fluorescens journal December 2000
Flagella-Driven Chemotaxis Towards Exudate Components Is an Important Trait for Tomato Root Colonization by Pseudomonas fluorescens journal November 2002
Functional microdomains in bacterial membranes journal August 2010
Whole proteome analysis of post-translational modifications: Applications of mass-spectrometry for proteogenomic annotation journal July 2007
Spore formation in B acillus subtilis: Bacillus subtilis sporulation journal December 2013
Methylation of proteins involved in translation: Ribosomal protein methylation journal July 2007
Methylation in vivo of elongation factor EF-Tu at lysine-56 decreases the rate of tRNA-dependent GTP hydrolysis journal November 1986
Increasing antagonistic interactions cause bacterial communities to collapse at high diversity: Antagonism and negative biodiversity effects journal March 2012
Phenazines are not essential for Pseudomonas chlororaphis  PA23 biocontrol of Sclerotinia sclerotiorum, but  do play a role in biofilm formation: Phenazines are not essential for Pseudomonas biocontrol journal January 2010
Recent progress in Bacillus subtilis sporulation journal January 2012
LuxR- and LuxI-Type Quorum-Sensing Circuits Are Prevalent in Members of the Populus deltoides Microbiome journal July 2013
Pirated Siderophores Promote Sporulation in Bacillus subtilis journal March 2017
Twenty-One Genome Sequences from Pseudomonas Species and 19 Genome Sequences from Diverse Bacteria Isolated from the Rhizosphere and Endosphere of Populus deltoides journal October 2012
Severity of the Streptomycin Resistance and Streptomycin Dependence Phenotypes of Ribosomal Protein S12 of Thermus thermophilus Depends on the Identity of Highly Conserved Amino Acid Residues journal May 2005
A new medium for the enumeration and subculture of bacteria from potable water. journal January 1985
Culture Medium for Enterobacteria journal January 1974
Elongation factor Tu is methylated in response to nutrient deprivation in Escherichia coli journal May 1991
Stochastic Assembly Leads to Alternative Communities with Distinct Functions in a Bioreactor Microbial Community journal March 2013
16S rRNA/rRNA Gene Ratios and Cell Activity Staining Reveal Consistent Patterns of Microbial Activity in Plant-Associated Soil journal April 2019
Exploration of the Biosynthetic Potential of the Populus Microbiome journal October 2018
Metaproteomics: Much More than Measuring Gene Expression in Microbial Communities journal May 2019
Bridging the Holistic-Reductionist Divide in Microbial Ecology journal February 2019
Cultivating the Bacterial Microbiota of Populus Roots journal June 2021
Microbial Carotenoids journal October 1972
Unrestrictive identification of post-translational modifications in the urine proteome without enrichment journal January 2013
Large-scale analysis of post-translational modifications in E. coli under glucose-limiting conditions journal April 2017
Post-translational modifications are enriched within protein functional groups important to bacterial adaptation within a deep-sea hydrothermal vent environment journal September 2016
More than just a gut feeling: constraint-based genome-scale metabolic models for predicting functions of human intestinal microbes journal July 2017
Nonribosomal peptides synthetases and their applications in industry journal August 2016
Compositional Lotka-Volterra describes microbial dynamics in the simplex journal May 2020
Strengths and Limitations of 16S rRNA Gene Amplicon Sequencing in Revealing Temporal Microbial Community Dynamics journal April 2014
A Carotenoid-Deficient Mutant in Pantoea sp. YR343, a Bacteria Isolated from the Rhizosphere of Populus deltoides, Is Defective in Root Colonization journal April 2016
Proteomic Stable Isotope Probing Reveals Biosynthesis Dynamics of Slow Growing Methane Based Microbial Communities journal April 2016
Elucidating Duramycin’s Bacterial Selectivity and Mode of Action on the Bacterial Cell Envelope journal February 2018
The Compound 2-Hexyl, 5-Propyl Resorcinol Has a Key Role in Biofilm Formation by the Biocontrol Rhizobacterium Pseudomonas chlororaphis PCL1606 journal February 2019
The Diverse Functional Roles of Elongation Factor Tu (EF-Tu) in Microbial Pathogenesis journal October 2019
Editorial: Above-belowground interactions involving plants, microbes and insects journal May 2015
Pseudomonas spp. as models for plant-microbe interactions journal September 2015
Friends or Foes—Microbial Interactions in Nature journal June 2021
Soil Metaproteomics for the Study of the Relationships Between Microorganisms and Plants: A Review of Extraction Protocols and Ecological Insights journal November 2020
Root bacterial endophytes alter plant phenotype, but not physiology journal January 2016

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