DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Root morphology and exudate availability are shaped by particle size and chemistry in Brachypodium distachyon

Abstract

Root morphology and exudation define a plants' sphere of influence in soils. In turn, soil characteristics influence plant growth, morphology, root microbiome, and rhizosphere chemistry. Collectively, all these parameters have significant implications on the major biogeochemical cycles, crop yield, and ecosystem health. However, how plants are shaped by the physiochemistry of soil particles is still not well understood. We explored how particle size and chemistry of growth substrates affect root morphology and exudation of a model grass. We grew Brachypodium distachyon in glass beads with various sizes (0.5, 1, 2, 3 mm), as well as in sand (0.005, 0.25, 4 mm) and in clay (4 mm) particles and in particle-free hydroponic medium. Plant morphology, root weight, and shoot weight were measured. We found that particle size significantly influenced root fresh weight and root length, whereas root number and shoot weight remained constant. Next, plant exudation profiles were analyzed with mass spectrometry imaging and liquid chromatography-mass spectrometry. Mass spectrometry imaging suggested that both, root length and number shape root exudation. Exudate profiles were comparable for plants growing in glass beads or sand with various particles sizes, but distinct for plants growing in clay for in situ exudate collection. Clay particles were found to sorbmore » 20% of compounds exuded by clay-grown plants, and 70% of compounds from a defined exudate medium. The sorbed compounds belonged to a range of chemical classes, among them nucleosides, organic acids, sugars, and amino acids. Some of the sorbed compounds could be desorbed by a rhizobacterium (Pseudomonas fluorescens WCS415), supporting its growth. This study demonstrates the effect of different characteristics of particles on root morphology, plant exudation and availability of nutrients to microorganisms. These findings further support the critical importance of the physiochemical properties of soils when investigating plant morphology, plant chemistry, and plant-microbe interactions.« less

Authors:
ORCiD logo [1];  [2];  [2];  [3];  [2];  [2];  [3]
  1. Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley CA USA, Department of Plant and Microbial Biology University of Zurich Zurich Switzerland
  2. Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley CA USA
  3. Environmental Genomics and Systems Biology Lawrence Berkeley National Laboratory Berkeley CA USA, Joint Genome Institute Lawrence Berkeley National Laboratory Berkeley CA USA
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER); National Science Foundation (NSF)
OSTI Identifier:
1635742
Alternate Identifier(s):
OSTI ID: 1635744; OSTI ID: 1756344
Grant/Contract Number:  
AC02-05CH11231; 1617020
Resource Type:
Published Article
Journal Name:
Plant Direct
Additional Journal Information:
Journal Name: Plant Direct Journal Volume: 4 Journal Issue: 7; Journal ID: ISSN 2475-4455
Publisher:
Wiley and American Society of Plant Biologists and Society for Experimental Biology
Country of Publication:
United Kingdom
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; Brachypodium distachyon; particle chemistry; particle size; Pseudomonas fluorescens; rhizosphere; root exudation; root morphology

Citation Formats

Sasse, Joelle, Kosina, Suzanne M., Raad, Markus, Jordan, Jacob S., Whiting, Katherine, Zhalnina, Kateryna, and Northen, Trent R. Root morphology and exudate availability are shaped by particle size and chemistry in Brachypodium distachyon. United Kingdom: N. p., 2020. Web. doi:10.1002/pld3.207.
Sasse, Joelle, Kosina, Suzanne M., Raad, Markus, Jordan, Jacob S., Whiting, Katherine, Zhalnina, Kateryna, & Northen, Trent R. Root morphology and exudate availability are shaped by particle size and chemistry in Brachypodium distachyon. United Kingdom. https://doi.org/10.1002/pld3.207
Sasse, Joelle, Kosina, Suzanne M., Raad, Markus, Jordan, Jacob S., Whiting, Katherine, Zhalnina, Kateryna, and Northen, Trent R. Thu . "Root morphology and exudate availability are shaped by particle size and chemistry in Brachypodium distachyon". United Kingdom. https://doi.org/10.1002/pld3.207.
@article{osti_1635742,
title = {Root morphology and exudate availability are shaped by particle size and chemistry in Brachypodium distachyon},
author = {Sasse, Joelle and Kosina, Suzanne M. and Raad, Markus and Jordan, Jacob S. and Whiting, Katherine and Zhalnina, Kateryna and Northen, Trent R.},
abstractNote = {Root morphology and exudation define a plants' sphere of influence in soils. In turn, soil characteristics influence plant growth, morphology, root microbiome, and rhizosphere chemistry. Collectively, all these parameters have significant implications on the major biogeochemical cycles, crop yield, and ecosystem health. However, how plants are shaped by the physiochemistry of soil particles is still not well understood. We explored how particle size and chemistry of growth substrates affect root morphology and exudation of a model grass. We grew Brachypodium distachyon in glass beads with various sizes (0.5, 1, 2, 3 mm), as well as in sand (0.005, 0.25, 4 mm) and in clay (4 mm) particles and in particle-free hydroponic medium. Plant morphology, root weight, and shoot weight were measured. We found that particle size significantly influenced root fresh weight and root length, whereas root number and shoot weight remained constant. Next, plant exudation profiles were analyzed with mass spectrometry imaging and liquid chromatography-mass spectrometry. Mass spectrometry imaging suggested that both, root length and number shape root exudation. Exudate profiles were comparable for plants growing in glass beads or sand with various particles sizes, but distinct for plants growing in clay for in situ exudate collection. Clay particles were found to sorb 20% of compounds exuded by clay-grown plants, and 70% of compounds from a defined exudate medium. The sorbed compounds belonged to a range of chemical classes, among them nucleosides, organic acids, sugars, and amino acids. Some of the sorbed compounds could be desorbed by a rhizobacterium (Pseudomonas fluorescens WCS415), supporting its growth. This study demonstrates the effect of different characteristics of particles on root morphology, plant exudation and availability of nutrients to microorganisms. These findings further support the critical importance of the physiochemical properties of soils when investigating plant morphology, plant chemistry, and plant-microbe interactions.},
doi = {10.1002/pld3.207},
journal = {Plant Direct},
number = 7,
volume = 4,
place = {United Kingdom},
year = {Thu Jul 02 00:00:00 EDT 2020},
month = {Thu Jul 02 00:00:00 EDT 2020}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1002/pld3.207

Citation Metrics:
Cited by: 16 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Rock fragments in soil support a different microbial community from the fine earth
journal, July 2004


Plant-in-chip: Microfluidic system for studying root growth and pathogenic interactions in Arabidopsis
journal, June 2011

  • Parashar, Archana; Pandey, Santosh
  • Applied Physics Letters, Vol. 98, Issue 26
  • DOI: 10.1063/1.3604788

The Mineralosphere Concept: Mineralogical Control of the Distribution and Function of Mineral-associated Bacterial Communities
journal, December 2015

  • Uroz, Stephane; Kelly, Laura Catherine; Turpault, Marie-Pierre
  • Trends in Microbiology, Vol. 23, Issue 12
  • DOI: 10.1016/j.tim.2015.10.004

Cluster roots – an underground adaptation for survival in extreme environments
journal, April 2002


A petunia ABC protein controls strigolactone-dependent symbiotic signalling and branching
journal, March 2012

  • Kretzschmar, Tobias; Kohlen, Wouter; Sasse, Joelle
  • Nature, Vol. 483, Issue 7389
  • DOI: 10.1038/nature10873

GLO-Roots: an imaging platform enabling multidimensional characterization of soil-grown root systems
journal, August 2015

  • Rellán-Álvarez, Rubén; Lobet, Guillaume; Lindner, Heike
  • eLife, Vol. 4
  • DOI: 10.7554/eLife.07597

Analysis of Metabolomics Datasets with High-Performance Computing and Metabolite Atlases
journal, July 2015


The RootChip: An Integrated Microfluidic Chip for Plant Science
journal, December 2011

  • Grossmann, Guido; Guo, Woei-Jiun; Ehrhardt, David W.
  • The Plant Cell, Vol. 23, Issue 12
  • DOI: 10.1105/tpc.111.092577

Competitive sorption of microbial metabolites on an iron oxide mineral
journal, November 2015


Live imaging of root–bacteria interactions in a microfluidics setup
journal, March 2017

  • Massalha, Hassan; Korenblum, Elisa; Malitsky, Sergey
  • Proceedings of the National Academy of Sciences, Vol. 114, Issue 17
  • DOI: 10.1073/pnas.1618584114

Pathways of mineral‐associated soil organic matter formation: Integrating the role of plant carbon source, chemistry, and point of entry
journal, November 2018

  • Sokol, Noah W.; Sanderman, Jonathan; Bradford, Mark A.
  • Global Change Biology, Vol. 25, Issue 1
  • DOI: 10.1111/gcb.14482

Mineral protection of soil carbon counteracted by root exudates
journal, March 2015

  • Keiluweit, Marco; Bougoure, Jeremy J.; Nico, Peter S.
  • Nature Climate Change, Vol. 5, Issue 6
  • DOI: 10.1038/nclimate2580

Carbon flow in the rhizosphere: carbon trading at the soil–root interface
journal, February 2009


Dynamic root exudate chemistry and microbial substrate preferences drive patterns in rhizosphere microbial community assembly
journal, March 2018


A Novel Image-Analysis Toolbox Enabling Quantitative Analysis of Root System Architecture
journal, July 2011

  • Lobet, Guillaume; Pagès, Loïc; Draye, Xavier
  • Plant Physiology, Vol. 157, Issue 1
  • DOI: 10.1104/pp.111.179895

Selective progressive response of soil microbial community to wild oat roots
journal, November 2008

  • DeAngelis, Kristen M.; Brodie, Eoin L.; DeSantis, Todd Z.
  • The ISME Journal, Vol. 3, Issue 2
  • DOI: 10.1038/ismej.2008.103

Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
journal, January 2019

  • Miller, Sarah B.; Heuberger, Adam L.; Broeckling, Corey D.
  • International Journal of Molecular Sciences, Vol. 20, Issue 2
  • DOI: 10.3390/ijms20020431

The effect of root exudates on root architecture in Arabidopsis thaliana
journal, January 2011

  • Caffaro, María M.; Vivanco, Jorge M.; Gutierrez Boem, Flavio H.
  • Plant Growth Regulation, Vol. 64, Issue 3
  • DOI: 10.1007/s10725-011-9564-3

Soil Structure and Organic Matter
journal, January 2000

  • Six, J.; Paustian, K.; Elliott, E. T.
  • Soil Science Society of America Journal, Vol. 64, Issue 2
  • DOI: 10.2136/sssaj2000.642681x

Role of the soil matrix and minerals in protecting natural organic materials against biological attack
journal, July 2000


OpenMSI: A High-Performance Web-Based Platform for Mass Spectrometry Imaging
journal, October 2013

  • Rübel, Oliver; Greiner, Annette; Cholia, Shreyas
  • Analytical Chemistry, Vol. 85, Issue 21
  • DOI: 10.1021/ac402540a

Dealing with the unknown: Metabolomics and Metabolite Atlases
journal, September 2010

  • Bowen, Benjamin P.; Northen, Trent R.
  • Journal of the American Society for Mass Spectrometry, Vol. 21, Issue 9
  • DOI: 10.1016/j.jasms.2010.04.003

Organic Acids, Sugars, and l -Tryptophane in Exudates of Vegetables Growing on Stonewool and Their Effects on Activities of Rhizosphere Bacteria
journal, March 2006

  • Kamilova, Faina; Kravchenko, Lev V.; Shaposhnikov, Alexander I.
  • Molecular Plant-Microbe Interactions, Vol. 19, Issue 3
  • DOI: 10.1094/MPMI-19-0250

Aggregate-associated soil organic matter as an ecosystem property and a measurement tool
journal, January 2014


Unlocking the Secrets of the Rhizosphere
journal, March 2016


ClassyFire: automated chemical classification with a comprehensive, computable taxonomy
journal, November 2016

  • Djoumbou Feunang, Yannick; Eisner, Roman; Knox, Craig
  • Journal of Cheminformatics, Vol. 8, Issue 1
  • DOI: 10.1186/s13321-016-0174-y

Proposed minimum reporting standards for chemical analysis: Chemical Analysis Working Group (CAWG) Metabolomics Standards Initiative (MSI)
journal, September 2007


Microbiome and Exudates of the Root and Rhizosphere of Brachypodium distachyon, a Model for Wheat
journal, October 2016


A mathematical model for pH patterns in the rhizospheres of growth zones: Model for pH around growth zones
journal, December 1999


Soil–plant transfer of trace elements—an environmental issue
journal, October 2004


Plant exudates improve the mechanical conditions for root penetration through compacted soils
journal, September 2017


Altering the mineral composition of soil causes a shift in microbial community structure: Mineral–microorganism interactions in soil
journal, September 2007


Alfalfa Root Exudates and Compounds which Promote or Inhibit Induction of Rhizobium meliloti Nodulation Genes
journal, October 1988


Characterization of AtALMT1 Expression in Aluminum-Inducible Malate Release and Its Role for Rhizotoxic Stress Tolerance in Arabidopsis
journal, September 2007

  • Kobayashi, Yuriko; Hoekenga, Owen A.; Itoh, Hirotaka
  • Plant Physiology, Vol. 145, Issue 3
  • DOI: 10.1104/pp.107.102335

The influence of mechanical impedance on the growth of maize roots
journal, February 1982


Influence of mechanical impedance on root exudation of maize seedlings at two development stages
journal, January 1995

  • Boeuf-Tremblay, V.; Plantureux, S.; Guckert, A.
  • Plant and Soil, Vol. 172, Issue 2
  • DOI: 10.1007/BF00011330

A history of research on the link between (micro)aggregates, soil biota, and soil organic matter dynamics
journal, September 2004


Environmental Control of Root System Biology
journal, April 2016


Root exudation and root development of lettuce (Lactuca sativa L. cv. Tizian) as affected by different soils
journal, January 2014


Untargeted soil metabolomics methods for analysis of extractable organic matter
journal, January 2015