Summary of Study ST003308
This data is available at the NIH Common Fund's National Metabolomics Data Repository (NMDR) website, the Metabolomics Workbench, https://www.metabolomicsworkbench.org, where it has been assigned Project ID PR002058. The data can be accessed directly via it's Project DOI: 10.21228/M8KZ5Q This work is supported by NIH grant, U2C- DK119886.
See: https://www.metabolomicsworkbench.org/about/howtocite.php
This study contains a large results data set and is not available in the mwTab file. It is only available for download via FTP as data file(s) here.
Study ID | ST003308 |
Study Title | An untargeted metabolic profiling strategy for the dissection of the oat (Avena sativa L.) plant innate immune response to various Pseudomonas syringae pathovars |
Study Type | Plant Metabolomics |
Study Summary | One of the most important characteristics that plants utilise to successfully defend themselves is the ability to rapidly identify potential threats in the surrounding environment. Plants rely on the perception of microbe-derived molecular pattern chemicals for this recognition, which initiates a number of induced defence reactions that ultimately increase plant resistance. The metabolome acts as a metabolic fingerprint of the biochemical activities that take place in a biological system under particular conditions and therefore provides a functional readout of the cellular mechanisms involved in a biological system. In this study, an untargeted metabolomics approach was applied to decipher the biochemical processes involved in oat plant defence responses to inoculation with various pathovars of Pseudomonas syringae (pathogenic and non-pathogenic on oat) such as P. syringae pv. coronafaciens (Ps-c), -pv. tabaci (Ps-t), -pv. tomato DC3000 (DC3000) and -pv. tomato DC3000 hrcC mutant (hrcC−) and thereby identify signatory markers that are involved in host or nonhost defence responses. At the seedling growth stage, metabolic alterations in the Dunnart oat cultivar (tolerant to Ps-c) in response to inoculation with the respective Pseudomonas syringae pathovars were examined. Following inoculation, plants were monitored for symptom development and harvested at 2-, 4- and 6 d.p.i.. Methanolic metabolite extracts were prepared, and ultra-high-performance liquid chromatography (UHPLC) connected to a qTOF high-definition mass spectrometer was used to analyse the extracts. Chemometric modelling and multivariate statistical analysis revealed host- and time-related metabolic alterations that point to host and nonhost interactions in response to bacterial inoculation/infection. Metabolic profiles from further multivariate data analyses revealed a range of metabolite classes involved in the respective defence responses, including phenolic amides, saponins, phenolic acids, flavonoids, fatty acids, amino acids and alkaloids. The findings in this study allowed the elucidation of metabolic changes involved in oat defence responses to a range of pathovars of Pseudomonas syringae and ultimately contributed to a more comprehensive view of the oat plant metabolism under biotic stress during host vs nonhost interactions. Note: Initial optimisation tests revealed that the majority of extractable metabolites ionised better in the ESI (–) mode; thus, only these data sets are provided. |
Institute | University of Johannesburg |
Department | Biochemistry |
Laboratory | Plant Metabolomics |
Last Name | Pretorius |
First Name | Chanel |
Address | Corner Kingsway and University Road, Auckland Park, Johannesburg, 2092 |
chanelpretorius5@outlook.com | |
Phone | 0660328667 |
Submit Date | 2024-07-04 |
Raw Data Available | Yes |
Raw Data File Type(s) | raw(Waters) |
Analysis Type Detail | LC-MS |
Release Date | 2024-07-30 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR002058 |
Project DOI: | doi: 10.21228/M8KZ5Q |
Project Title: | An untargeted metabolic profiling strategy for the dissection of the oat (Avena sativa L.) plant innate immune response to various Pseudomonas syringae pathovars |
Project Type: | Untargeted MS |
Project Summary: | One of the most important characteristics that plants utilise to successfully defend themselves is the ability to rapidly identify potential threats in the surrounding environment. Plants rely on the perception of microbe-derived molecular pattern chemicals for this recognition, which initiates a number of induced defence reactions that ultimately increase plant resistance. The metabolome acts as a metabolic fingerprint of the biochemical activities that take place in a biological system under particular conditions and therefore provides a functional readout of the cellular mechanisms involved in a biological system. In this study, an untargeted metabolomics approach was applied to decipher the biochemical processes involved in oat plant defence responses to inoculation with various pathovars of Pseudomonas syringae (pathogenic and non-pathogenic on oat) such as P. syringae pv. coronafaciens (Ps-c), -pv. tabaci (Ps-t), -pv. tomato DC3000 (DC3000) and -pv. tomato DC3000 hrcC mutant (hrcC−) and thereby identify signatory markers that are involved in host or nonhost defence responses. At the seedling growth stage, metabolic alterations in the Dunnart oat cultivar (tolerant to Ps-c) in response to inoculation with the respective Pseudomonas syringae pathovars were examined. Following inoculation, plants were monitored for symptom development and harvested at 2-, 4- and 6 d.p.i.. Methanolic metabolite extracts were prepared, and ultra-high-performance liquid chromatography (UHPLC) connected to a qTOF high-definition mass spectrometer was used to analyse the extracts. Chemometric modelling and multivariate statistical analysis revealed host- and time-related metabolic alterations that point to host and nonhost interactions in response to bacterial inoculation/infection. Metabolic profiles from further multivariate data analyses revealed a range of metabolite classes involved in the respective defence responses, including phenolic amides, saponins, phenolic acids, flavonoids, fatty acids, amino acids and alkaloids. The findings in this study allowed the elucidation of metabolic changes involved in oat defence responses to a range of pathovars of Pseudomonas syringae and ultimately contributed to a more comprehensive view of the oat plant metabolism under biotic stress during host vs nonhost interactions. |
Institute: | University of Johannesburg |
Department: | Biochemistry |
Laboratory: | Plant Metabolomics |
Last Name: | Pretorius |
First Name: | Chanel |
Address: | Cnr Barry Hertzog and Napier Road, Richmond, Johannesburg |
Email: | chanelpretorius5@outlook.com |
Phone: | 0660328667 |
Subject:
Subject ID: | SU003429 |
Subject Type: | Plant |
Subject Species: | Avena sativa L. |
Taxonomy ID: | 4498 |
Factors:
Subject type: Plant; Subject species: Avena sativa L. (Factor headings shown in green)
mb_sample_id | local_sample_id | Sample source | Treatment | Days post inoculation |
---|---|---|---|---|
SA358699 | DUNHCDAY2B1R3b | Dunnart oat cultivar | Control | 2 dpi |
SA358700 | DUNHCDAY2B1R1b | Dunnart oat cultivar | Control | 2 dpi |
SA358701 | DUNHCDAY2B2R1b | Dunnart oat cultivar | Control | 2 dpi |
SA358702 | DUNHCDAY2B2R2b | Dunnart oat cultivar | Control | 2 dpi |
SA358703 | DUNHCDAY2B2R3b | Dunnart oat cultivar | Control | 2 dpi |
SA358704 | DUNHCDAY2B3R1b | Dunnart oat cultivar | Control | 2 dpi |
SA358705 | DUNHCDAY2B3R2b | Dunnart oat cultivar | Control | 2 dpi |
SA358706 | DUNHCDAY2B3R3b | Dunnart oat cultivar | Control | 2 dpi |
SA358707 | DUNHCDAY2B1R2b | Dunnart oat cultivar | Control | 2 dpi |
SA358708 | DUNHCDAY4B3R1b | Dunnart oat cultivar | Control | 4 dpi |
SA358709 | DUNHCDAY4B2R2b | Dunnart oat cultivar | Control | 4 dpi |
SA358710 | DUNHCDAY4B1R1b | Dunnart oat cultivar | Control | 4 dpi |
SA358711 | DUNHCDAY4B1R3b | Dunnart oat cultivar | Control | 4 dpi |
SA358712 | DUNHCDAY4B2R1b | Dunnart oat cultivar | Control | 4 dpi |
SA358713 | DUNHCDAY4B1R2b | Dunnart oat cultivar | Control | 4 dpi |
SA358714 | DUNHCDAY4B2R3b | Dunnart oat cultivar | Control | 4 dpi |
SA358715 | DUNHCDAY4B3R2b | Dunnart oat cultivar | Control | 4 dpi |
SA358716 | DUNHCDAY4B3R3b | Dunnart oat cultivar | Control | 4 dpi |
SA358717 | DUNHCDAY6B1R3b | Dunnart oat cultivar | Control | 6 dpi |
SA358718 | DUNHCDAY6B1R1b | Dunnart oat cultivar | Control | 6 dpi |
SA358719 | DUNHCDAY6B2R1b | Dunnart oat cultivar | Control | 6 dpi |
SA358720 | DUNHCDAY6B2R2b | Dunnart oat cultivar | Control | 6 dpi |
SA358721 | DUNHCDAY6B2R3b | Dunnart oat cultivar | Control | 6 dpi |
SA358722 | DUNHCDAY6B3R1b | Dunnart oat cultivar | Control | 6 dpi |
SA358723 | DUNHCDAY6B3R2b | Dunnart oat cultivar | Control | 6 dpi |
SA358724 | DUNHCDAY6B3R3b | Dunnart oat cultivar | Control | 6 dpi |
SA358725 | DUNHCDAY6B1R2b | Dunnart oat cultivar | Control | 6 dpi |
SA358726 | DUNDC3000DAY2B1R2b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358727 | DUNDC3000DAY2B1R1b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358728 | DUNDC3000DAY2B3R3b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358729 | DUNDC3000DAY2B2R3b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358730 | DUNDC3000DAY2B3R2b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358731 | DUNDC3000DAY2B3R1b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358732 | DUNDC3000DAY2B1R3b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358733 | DUNDC3000DAY2B2R2b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358734 | DUNDC3000DAY2B2R1b | Dunnart oat cultivar | DC3000 | 2 dpi |
SA358735 | DUNDC3000DAY4B1R1b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358736 | DUNDC3000DAY4B3R3b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358737 | DUNDC3000DAY4B3R2b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358738 | DUNDC3000DAY4B3R1b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358739 | DUNDC3000DAY4B2R3b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358740 | DUNDC3000DAY4B2R2b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358741 | DUNDC3000DAY4B2R1b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358742 | DUNDC3000DAY4B1R3b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358743 | DUNDC3000DAY4B1R2b | Dunnart oat cultivar | DC3000 | 4 dpi |
SA358744 | DUNDC3000DAY6B3R2b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358745 | DUNDC3000DAY6B3R3b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358746 | DUNDC3000DAY6B1R1b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358747 | DUNDC3000DAY6B1R3b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358748 | DUNDC3000DAY6B2R1b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358749 | DUNDC3000DAY6B2R2b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358750 | DUNDC3000DAY6B2R3b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358751 | DUNDC3000DAY6B3R1b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358752 | DUNDC3000DAY6B1R2b | Dunnart oat cultivar | DC3000 | 6 dpi |
SA358753 | DUNHRCCDAY2B3R1b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358754 | DUNHRCCDAY2B3R3b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358755 | DUNHRCCDAY2B3R2b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358756 | DUNHRCCDAY2B2R1b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358757 | DUNHRCCDAY2B2R3b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358758 | DUNHRCCDAY2B2R2b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358759 | DUNHRCCDAY2B1R3b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358760 | DUNHRCCDAY2B1R2b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358761 | DUNHRCCDAY2B1R1b | Dunnart oat cultivar | HrcC mutant | 2 dpi |
SA358762 | DUNHRCCDAY4B3R3b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358763 | DUNHRCCDAY4B3R2b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358764 | DUNHRCCDAY4B3R1b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358765 | DUNHRCCDAY4B2R3b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358766 | DUNHRCCDAY4B2R2b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358767 | DUNHRCCDAY4B1R3b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358768 | DUNHRCCDAY4B1R2b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358769 | DUNHRCCDAY4B1R1b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358770 | DUNHRCCDAY4B2R1b | Dunnart oat cultivar | HrcC mutant | 4 dpi |
SA358771 | DUNHRCCDAY6B3R1b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358772 | DUNHRCCDAY6B3R3b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358773 | DUNHRCCDAY6B3R2b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358774 | DUNHRCCDAY6B2R2b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358775 | DUNHRCCDAY6B2R3b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358776 | DUNHRCCDAY6B2R1b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358777 | DUNHRCCDAY6B1R3b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358778 | DUNHRCCDAY6B1R2b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358779 | DUNHRCCDAY6B1R1b | Dunnart oat cultivar | HrcC mutant | 6 dpi |
SA358780 | DUNPSCDAY2B3R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358781 | DUNPSCDAY2B3R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358782 | DUNPSCDAY2B3R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358783 | DUNPSCDAY2B1R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358784 | DUNPSCDAY2B2R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358785 | DUNPSCDAY2B2R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358786 | DUNPSCDAY2B1R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358787 | DUNPSCDAY2B2R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358788 | DUNPSCDAY2B1R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 2 dpi |
SA358789 | DUNPSCDAY4B1R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358790 | DUNPSCDAY4B1R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358791 | DUNPSCDAY4B1R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358792 | DUNPSCDAY4B2R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358793 | DUNPSCDAY4B2R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358794 | DUNPSCDAY4B3R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358795 | DUNPSCDAY4B3R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358796 | DUNPSCDAY4B3R3b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358797 | DUNPSCDAY4B2R2b | Dunnart oat cultivar | Pseudomonas coronafaciens | 4 dpi |
SA358798 | DUNPSCDAY6B3R1b | Dunnart oat cultivar | Pseudomonas coronafaciens | 6 dpi |
Collection:
Collection ID: | CO003422 |
Collection Summary: | At the three-leaf growth stage the leaves were treated by spraying with the Ps-c, Ps-t, DC3000 and hrcC− bacterial suspensions (prepared in PBS with 0.1 % Tween 20), diluted to OD600 ≈0.3. The leaves were then harvested at 2, 4 and 6 days post inoculation (d.p.i.). The leaf material was quenched with liquid nitrogen before being crushed into powder with a mortar and pestle. The samples were weighed (1 g) suspended in 80% cold (4 °C) aqueous analytical grade methanol at a 1:10 m/v ratio. |
Sample Type: | Leaves |
Treatment:
Treatment ID: | TR003438 |
Treatment Summary: | The leaves were treated by spraying with the Ps-c, Ps-t, DC3000 and hrcC− bacterial suspensions (prepared in PBS with 0.1 % Tween 20), diluted to OD600 ≈0.3. The vehicle control (VC) plants were sprayed with a solution free of the bacteria and the healthy control (HC) groups were untreated (i.e., not sprayed with either solution), all grown under normal growth conditions. |
Sample Preparation:
Sampleprep ID: | SP003436 |
Sampleprep Summary: | The harvested leaf material was quenched with liquid nitrogen before being crushed into powder with a mortar and pestle. The samples were weighed (1 g) suspended in 80% cold (4 °C) aqueous analytical grade methanol (Romil's Chemistry, Cambridge, UK).at a 1:10 m/v ratio. The mixture was then homogenised with a probe sonicator (Bandelin Sonopuls, Berlin, Germany) at 55% power for 10 seconds per sample. To avoid cross-contamination, equipment was cleansed between each sample. The homogenates were centrifuged at 5100 x g for 20 min at 4 °C in a benchtop centrifuge after which the supernatants were kept and concentrated by evaporating the methanol under vacuum to approximately 1 mL using a rotary evaporator set to 55 °C. The concentrated samples were transferred to 2 mL microcentrifuge tubes and dried in a centrifugal evaporator under vacuum. The dried extracts were then reconstituted by dissolving in 500 μL of 50% aqueous methanol (MilliQ deionised water and LC-grade methanol (Romil, Cambridge, UK). The samples were subsequently filtered through nylon syringe filters (0.22 μm) into chromatography vials fitted with 500 μL inserts, capped, and kept at 4 °C until analysis. |
Combined analysis:
Analysis ID | AN005420 |
---|---|
Analysis type | MS |
Chromatography type | Reversed phase |
Chromatography system | Waters Acquity |
Column | Waters ACQUITY UPLC HSS T3 (150 x 2.1mm,1.8um) |
MS Type | ESI |
MS instrument type | QTOF |
MS instrument name | Waters Synapt G1 |
Ion Mode | NEGATIVE |
Units | m/z |
Chromatography:
Chromatography ID: | CH004109 |
Chromatography Summary: | The run was set to 30 min per injection with an elution gradient carried out via a binary solvent system consisting of 0.1% aqueous formic acid with 2.5% isopropanol (solvent A) and 0.1% formic acid in acetonitrile with isopropanol (Romil, Cambridge, UK; solvent B) at a flow rate of 0.4 mL/min. Concave chromatography gradient carried out via binary solvent system. |
Instrument Name: | Waters Acquity |
Column Name: | Waters ACQUITY UPLC HSS T3 (150 x 2.1mm,1.8um) |
Column Temperature: | 60 |
Flow Gradient: | The initial conditions were 95% A and 5% B and held for 1 min. A gradient was applied to change the chromatographic conditions to 10% A and 90% B at 25 min; and changed to 5% A and 95% B at 25.10 min. These conditions were held for 2 min and then changed to the initial conditions at 28 min. The analytical column was allowed to equilibrate for 2 min before each subsequent injection. |
Flow Rate: | 0.4 mL/min |
Solvent A: | 97.5% MilliQ water/2.5% isopropanol; 0.1% formic acid |
Solvent B: | 97,5% acetonitrile/2.5% isopropanol; 0.1% formic acid |
Chromatography Type: | Reversed phase |
MS:
MS ID: | MS005146 |
Analysis ID: | AN005420 |
Instrument Name: | Waters Synapt G1 |
Instrument Type: | QTOF |
MS Type: | ESI |
MS Comments: | A high definition SYNAPT G1 quadrupole time-of-flight (qTOF) mass spectrometry system (Waters Corporation, Manchester, UK) was coupled to the UHPLC chromatography system to detect metabolites and acquire data in both positive and negative electrospray ionisation (ESI) operation modes. The controlling software was MassLynx XSTM (Waters, Manchester, UK). A reference calibrant, leucine encephalin (554.2615 Da) was used as the ‘lockmass’ calibrant and allowed for typical mass accuracies between 1 to 3 mDa. The respective capillary and sampling cone voltages were set as 2.5 kV and 30 V. The desolvation temperature used was 450 °C, with the source temperature set to 120 °C, cone gas flow was set to 50 L/h, and the desolvation gas flow set to 550 L/h. An m/z range of 50–1200 was set with a scan time of 0.1 s. The desolvation-, collision- and cone gas used at a flow rate of 700 L/h was high-purity nitrogen. Data was acquired using five different collision energies (MSE), ramping from 0-50 eV to cause fragmentation of the initial ions to ensure that information regarding the fragmentation of the respective compounds could be obtained for downstream structural elucidation and metabolite annotation. |
Ion Mode: | NEGATIVE |