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

Root exudation is an important plant process by which roots release small molecules into the rhizosphere that serve in overall plant functioning. Yet, there is a major gap in our knowledge in translating plant root exudation in artificial systems (i.e., hydroponics, sterile media) to crops, specific...

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Main Authors: Sarah B. Miller, Adam L. Heuberger, Corey D. Broeckling, Courtney E. Jahn
Format: Article
Language:English
Published: MDPI AG 2019-01-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:http://www.mdpi.com/1422-0067/20/2/431
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spelling doaj-faa65627dfdb409f9959a14552d4c9332020-11-25T02:12:26ZengMDPI AGInternational Journal of Molecular Sciences1422-00672019-01-0120243110.3390/ijms20020431ijms20020431Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum GenotypeSarah B. Miller0Adam L. Heuberger1Corey D. Broeckling2Courtney E. Jahn3Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO 80523, USAHorticulture and Landscape Architecture, Colorado State University, Colorado State University, Fort Collins, CO 80523, USAProteomics and Metabolomics Facility, Colorado State University, Colorado State University, Fort Collins, CO 80523, USABioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO 80523, USARoot exudation is an important plant process by which roots release small molecules into the rhizosphere that serve in overall plant functioning. Yet, there is a major gap in our knowledge in translating plant root exudation in artificial systems (i.e., hydroponics, sterile media) to crops, specifically for soils expected in field conditions. Sorghum (Sorghum bicolor L. Moench) root exudation was determined using both ultra-performance liquid chromatography and gas chromatography mass spectrometry-based non-targeted metabolomics to evaluate variation in exudate composition of two sorghum genotypes among three substrates (sand, clay, and soil). Above and belowground plant traits were measured to determine the interaction between sorghum genotype and belowground substrate. Plant growth and quantitative exudate composition were found to vary largely by substrate. Two types of changes to rhizosphere metabolites were observed: rhizosphere-enhanced metabolites (REMs) and rhizosphere-abated metabolites (RAMs). More REMs and RAMs were detected in sand and clay substrates compared to the soil substrate. This study demonstrates that belowground substrate influences the root exudate profile in sorghum, and that two sorghum genotypes exuded metabolites at different magnitudes. However, metabolite identification remains a major bottleneck in non-targeted metabolite profiling of the rhizosphere.http://www.mdpi.com/1422-0067/20/2/431GC-MS, LC-MS, metabolomics, root exudate, rhizosphere, sorghum
collection DOAJ
language English
format Article
sources DOAJ
author Sarah B. Miller
Adam L. Heuberger
Corey D. Broeckling
Courtney E. Jahn
spellingShingle Sarah B. Miller
Adam L. Heuberger
Corey D. Broeckling
Courtney E. Jahn
Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
International Journal of Molecular Sciences
GC-MS, LC-MS, metabolomics, root exudate, rhizosphere, sorghum
author_facet Sarah B. Miller
Adam L. Heuberger
Corey D. Broeckling
Courtney E. Jahn
author_sort Sarah B. Miller
title Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
title_short Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
title_full Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
title_fullStr Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
title_full_unstemmed Non-Targeted Metabolomics Reveals Sorghum Rhizosphere-Associated Exudates are Influenced by the Belowground Interaction of Substrate and Sorghum Genotype
title_sort non-targeted metabolomics reveals sorghum rhizosphere-associated exudates are influenced by the belowground interaction of substrate and sorghum genotype
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1422-0067
publishDate 2019-01-01
description Root exudation is an important plant process by which roots release small molecules into the rhizosphere that serve in overall plant functioning. Yet, there is a major gap in our knowledge in translating plant root exudation in artificial systems (i.e., hydroponics, sterile media) to crops, specifically for soils expected in field conditions. Sorghum (Sorghum bicolor L. Moench) root exudation was determined using both ultra-performance liquid chromatography and gas chromatography mass spectrometry-based non-targeted metabolomics to evaluate variation in exudate composition of two sorghum genotypes among three substrates (sand, clay, and soil). Above and belowground plant traits were measured to determine the interaction between sorghum genotype and belowground substrate. Plant growth and quantitative exudate composition were found to vary largely by substrate. Two types of changes to rhizosphere metabolites were observed: rhizosphere-enhanced metabolites (REMs) and rhizosphere-abated metabolites (RAMs). More REMs and RAMs were detected in sand and clay substrates compared to the soil substrate. This study demonstrates that belowground substrate influences the root exudate profile in sorghum, and that two sorghum genotypes exuded metabolites at different magnitudes. However, metabolite identification remains a major bottleneck in non-targeted metabolite profiling of the rhizosphere.
topic GC-MS, LC-MS, metabolomics, root exudate, rhizosphere, sorghum
url http://www.mdpi.com/1422-0067/20/2/431
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