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    Multiplatform Plant Metabolomics Analysis Protocol for Arabidopsis thaliana

    Akila Wijerathna Yapa, Gabriele Netzel, Venea Dara Daygon, Terra Stark

    Published: 2024-06-26 DOI: 10.17504/protocols.io.n92ld8pn9v5b/v1
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    Abstract

    In the pursuit of comprehensive metabolomic profiling, a multiplatform analysis protocol has been developed for Arabidopsis thaliana , utilizing an array of analytical techniques to quantify a diverse set of intracellular metabolites. This protocol encompasses methods for the extraction and purification of metabolites, followed by their analysis using high-performance liquid chromatography (HPLC) for amino acids, liquid chromatography-tandem mass spectrometry (LC-MS/MS) for central carbon metabolism, and gas chromatography-tandem mass spectrometry (GC-MS/MS) for open profiling of amino acids, organic acids, sugars, and fatty acids. Each method is meticulously designed to ensure precise quantification and identification of metabolites critical for understanding the metabolic networks in Arabidopsis thaliana . This protocol not only outlines the steps for metabolite extraction and analysis but also details the preparation of reagents and solutions, instrumental settings, and the analytical conditions required for optimal detection and quantification. The integration of these platforms provides a robust framework for metabolic studies, contributing significantly to the field of plant metabolomics by enabling detailed metabolic profiling with high accuracy and reproducibility.

    Steps

    1. Extraction and Purification of Intracellular Metabolites

    1.

    Weigh approximately 25 mg of freeze-dried Arabidopsis thaliana tissues into bead beating tubes. Record the exact weights. Keep samples frozen. °C

    2.

    Add approximately 200 μl of 0.5 mm silica glass beads to each sample. Prechill the bead beater (OMNI Bead Ruptor Elite NE486LUA) to -1°C with ethanol and dry ice.

    3.

    Extract tissue samples in the bead beater using the following settings:

    • Speed: 7.00 m/s
    • Pulses: 3 x 45 sec
    • Interval: 30 sec between pulses
    4.

    Add 1 ml methanol to the ground samples. Vortex mix.

    5.

    Add 0.4 ml chloroform to the samples. Vortex mix. Sonicate in an ice bath for 10 min. ALiquot 500 μl of samples for GC-MS open profiling (Step 23).

    6.

    Add 500 μl MQ water with 500 nM AZT. Vortex mix.

    7.

    Centrifuge at 16,000 RCF for 5 minutes at 4°C. Transfer approximately 1 ml of the aqueous layer to new 2 ml Eppendorf tubes, avoiding the interface layer containing proteins.

    8.

    Evaporate methanol in the samples using a vacuum concentrator until about 400 μl of liquid (water fraction) remains. This step ensures low levels of methanol in preparation for freeze drying.

    9.

    Freeze dry the samples overnight.

    10.

    Reconstitute in 200 μl of 2% acetonitrile solution (5x concentrated).

    11.

    Let stand for 10 minutes on ice. Centrifuge at 16,000 RCF at 4°Cfor 5 minutes, then transfer 200 μl into HPLC glass vial insert. Samples can be used directly for LCMS and HPLC analysis, or stored at -80°Cfreezer.

    Schematic diagram of Multiplatform Plant Metabolomics Analysis Protocol for Arabidopsis thaliana1. Extraction and Purification of Intracellular Metabolites2. HPLC — Amino Acid Analysis3. LC-MS/MS — Central Carbon Metabolism (CCM)4. GC-MS/MS — Open profiling—amino acids, organic acids, sugars, fatty acids
    Schematic diagram of Multiplatform Plant Metabolomics Analysis Protocol for Arabidopsis thaliana1. Extraction and Purification of Intracellular Metabolites2. HPLC — Amino Acid Analysis3. LC-MS/MS — Central Carbon Metabolism (CCM)4. GC-MS/MS — Open profiling—amino acids, organic acids, sugars, fatty acids

    2. HPLC — Amino Acid Analysis

    12.

    25 µL of crude solution of samples are added to 25 µL of 1 mM internal standards.

    13.

    Instrumentation

    Instrument: : Thermo Scientific Vanquish Core UHPLC with FLD detector

    Column: Agilent Zorbax Extend C-18 column 3.5 um, 4.6 x 150 mm (PN: 763953-902)

    Guard Column: Phenomenex SecurityGuard Gemini C18 (PN: AJO-7597)

    Detector FLD 1: OPA-derivatised amino acids detected at 340ex and 450emnm

    Detector FLD 2: FMOC-derivatised amino acids detected at 260ex and 325emnm

    Thermo Scientific Vanquish Core UHPLC with FLD detector
    Thermo Scientific Vanquish Core UHPLC with FLD detector
    14.

    Derivatisation

    Aliquot FMOC reagent, OPA reagent, Borate buffer, Iodoacetic acid and phase A into HPLC vials. Take note of the position in the HPLC autosampler. Derivatisation is performed as previously published [Valgepea et al 2017]. The following steps are programmed in a high-performance autosampler.

    14.1.

    1 µL of sample (which has been diluted 1:1 with internal standard), is added into 3 µL of 0.5% (v/v) 3-mercaptopropionic acid (Sigma M5801) in borate buffer (0.4 N, pH 10.2, Agilent PN: 5061-3339), mixed and incubated for 20 s at 4°C, to reduce free cystines.

    14.2.

    To alkylate reduced cysteines, 1 µL of 120 mM iodoacetic acid (Sigma, I4386) in 140 mM NaOH is added, mixed and incubated for 20 s at 4°C.

    14.3.

    1.5 µL of OPA reagent is then added to derivatise primary amino acids. The reaction was mixed and incubated for 20s at 4°C

    14.4.

    FMOC reagent (1 µL) is added, mixed and incubated for 20 s at 4°C to derivatise the secondary amino acids.

    14.5.

    The pH is then lowered by adding 50 µL of phase A (pH 7). The whole 57.5 µL are then injected to the UHPLC.

    15.

    UHPLC parameters

    The UHPLC gradient :

    AB
    phase B concentration (%)Time (min)
    2 – 30%0 – 14
    30 – 25%14.1 – 15
    40 – 45%15.1 – 18
    50 – 60%18.1 – 20
    100%20.1 – 25
    2%25.1 – 27

    Column Temperature: 37 ºC

    Flow rate: 1.8 mL/min

    16.

    Derivatised amino acids are monitored using a fluorescence detector. OPA-derivatised amino acids were detected at 340ex and 450em nm from 1-18 min, and FMOC-derivatised amino acids at 260ex and 325emnm from 18-21 min.

    17.

    Quantifications are based on standard curves derived from serial dilutions of a mixed amino acid standard. The upper and lower limits of quantification are 1000 and 1.95 µM, respectively. Chromatograms are integrated using Chromeleon software.

    Chromatogram
    Chromatogram

    3. LC-MS/MS — Central Carbon Metabolism (CCM)

    18.

    Data acquisition was performed using negative ionization mode, and all analyses were executed on a Shimadzu 8060 LC-MS/MS system.

    Instrument : Shimadzu 8060 LC MS-MS

    Column: Phenomenex Gemini NX-C18 3µm x 150mm x 2mm (Part No. 00F-4453-B0) fitted with

    Phenomenex SecurityGuard column Gemini-NX C18 4 x 2.0mm ID (AJ0-8367).

    Shimadzu 8060 LC MS-MS System
    Shimadzu 8060 LC MS-MS System
    19.

    CCM method compound list

    The Central Carbohydrate Metabolic Network. Metabolites targeted in LC-MS/MS in this protocol are underlined.
    The Central Carbohydrate Metabolic Network. Metabolites targeted in LC-MS/MS in this protocol are underlined.

    Multiple reaction monitoring (MRM) transitions (Q1/Q3) List for identification and quantification of CCMs.

    ABCDEF
    Q1 Quantifier ionQualifier ionPrecursor CE
    Compound Namem/z(1)m/z(2)Ref.(1) m/z(2)Target Collision EnergyRT (min)
    2-Keto-3-Deoxy-6-Phosphogluconate257.297.0578.816.925.797
    3- Phospho-D-Glycerate18596.9578.9515.624.751
    3-Dehydroquinic Acid189.05171.2109.0513.26.801
    3-Dehydroshikimic Acid171.05109.05127.119.78.627
    3-Hydroxybutyrate103.3594113.39.295
    3-Hydroxybutyrate Coenzyme A852.15408.05158.8540.236.5
    6-Phosphogluconic Acid275.196.978.951724.39
    α-Ketoglutarate145.210157.111.923.349
    Acetoacetyl Coenzyme A850.15766.1158.8528.937
    Acetolactate131.2587.1542.059.716.646
    Acetyl Coenzyme A807.9408.1461.137.238.372
    Acetylphosphate139.278.86320.820.589
    Aconitic Acid173.185.05129.1513.225.982
    Adenosine Diphosphate426134.1159.123.425.84
    Adenosine Diphosphate741.95620408.0517.624.711
    Adenosine Monophosphate346.057996.9524.717.662
    Adenosine Triphosphate505.9158.95408.0530.635.585
    Adipic Acid145.25101.0583.151521.075
    Anthranilic Acid136.2592.16516.622.283
    Azidothymidine (Internal standard)266.1223.254211.315.887
    Citrate19187.05111.0518.225.437
    Coenzyme A766408.05419.136.237.604
    Creatine Phosphate210.05799721.721.911
    Cytidine Monophosphate322.1596.957921.611.485
    Cytidine Triphosphate482159.1384.130.134.235
    D-Erythrose 4-Phosphate199.196.957910.312.129
    Dihydroxyacetone Phosphate169.2977910.712.734
    D-Ribose 5-Phosphate229.1977913.88.969
    D-Ribulose 5-Phosphate229.1977911.611.163
    D-Xylulose 5-Phosphate229.1977911.610.806
    Flavin Adenine Dinucleotide784.15437.1346.128.430.44
    Flavin Adenine Mononucleotide454.99778.8526.424.281
    Fructose 1,6-Bisphosphate339.196.95792225.161
    Fructose 6-Phosphate25996.9579.0516.89.345
    Fumarate115.271.052711.424.3
    Glucose 1-Phosphate25979.05241.1523.19.93
    Glucose 6-Phosphate259.196.978.918.18.195
    Glyceraldehyde 3-Phosphate169.196.978.9109.075
    Glycerol 3-Phosphate171.179.0596.8523.39.695
    Glycolic Acid75.347.0544.9514.26.514
    Guanosine Diphosphate442344.1159.0520.524.96
    Guanosine Monophosphate362.0579.05211.1524.515.234
    Guanosine Triphosphate522159.142433.435.019
    Isocitrate191.173173.221.925.633
    Lactate89.34345.0514.48.684
    Malate133.2115.1711622.114
    Malonyl Coenzyme A852808.140826.120.1
    Nicotinamide Adenine Dinucleotide (Oxidised)662.1540.15273.0515.914.168
    Nicotinamide Adenine Dinucleotide (Reduced)664408.1397.132.826.152
    Nicotinamide Adenine Dinucleotide Phosphate (Reduced)744159622.15335.308
    Para-Amino Benzoic Acid136.0592NA15.513.471
    Phenylpyruvate163.359110111.739.974
    Phosphoenolpyruvate167.3578.962.921.825.169
    Propionyl Coenzyme A821.95408158.934.437
    Pyruvate87.24331.6512.513.161
    Ribulose 1,5-Bisphosphate308.99778.821.625.017
    Sedoheptulose 7-Phosphate28996.9578.9NA9.269
    Shikimate-3-Phosphate25396.9578.9517.123.763
    Shikimic Acid173.0593.05111.0521.65.864
    Succinate117.257398.9514.319.499
    Succinate D6 (Internal standard)12176.9102.11419.438
    Succinyl-Coenzyme A866426.1339.237.238.5
    Uridine Diphosphate403159.1111.0526.225.04
    Uridine Diphosphate Glucuronic Acid578.95403323.123.634.754
    Uridine Diphosphate N-Acetylglucosamine606.05385.05159.12824.437
    Uridine Monophosphate323.0596.9579.052314.326
    Uridine Triphosphate482.95159385.0527.435.445
    20.

    MS/MS Settings

    • Acquisition settings: negative ionisation mode
    • Nebulizing Gas flow: 3 L/min
    • Heating gas flow: 10 L/min
    • Drying gas flow: 10 L/min
    • Interface temperature: 300°C
    • Desolvation line temperature: 250°C
    21.

    LC gradient protocol

    AB
    Time phase B (%)
    82
    2220
    3227
    4750
    4898
    5498
    602
    LC Gradient
    LC Gradient
    22.

    An injection volume of 5 µL was utilized for each sample, with a flow rate maintained at 0.3 mL/min throughout the procedure. The phases consisted of Phase A: 7.5 mM Tritbutylamine adjusted with acetic acid to a pH of 4.95, and Phase B: 100% acetonitrile. The chromatographic gradient was established as follows: from 0 to 8 minutes, 2% B; 8 to 22 minutes, a gradient increase from 2% to 20% B; 22 to 32 minutes, further increased to 27% B; 32 to 47 minutes, elevated to 50% B; a sharp rise to 98% B at 47 to 48 minutes, held constant at 98% B until 54 minutes, and then reduced back to 2% B from 54 to 60 minutes.

    • Total analysis time: 60 min
    • Flow: 0.3 mL /min
    • Injection volume: 5ul
    • Oven temperature: 45°C

    4. GC-MS/MS — Open profiling—amino acids, organic acids, sugars, fatty acids

    23.

    To the 500uL samples prepared by DD and AP, add 5uL of 500uM 13C sorbitol. Vortex

    24.

    Dry aliquots of this extract, by adding 10µl aliquots into a glass insert and drying in a speed vacuum.

    25.

    Before analysis, perform a final quick dry down by adding 25µl methanol as samples must be completely dry before derivatising with methoxyamine and BSTFA + 1%TMCS.

    26.

    Derivatise with methoxyamine (meox) (30mg/ml in pyridine) and BSTFA + 1%TMCS.

    27.

    Add 25ul meox solution and incubate at 37°C for 2 hours. Centrifuge for 10 seconds.

    28.

    Add 25uL BSTFA+ 1%TMCS reagent and incubate at 37°C for 30 minutes. Leave at room temperature for 2 hours before injecting in GCMS system.

    29.

    GC-MS analysis was performed on a Shimadzu GC/MS-TQ8050 NX system.  1 µL of derivatised sample was injected into the GC inlet set at 280°C in split mode of 1:10. Chromatographic separation was achieved using an Agilent DB-5 ms capillary column (30 m × 0.25 mm × 1 µm). Oven conditions were set at 100°C starting temperature, held for 4 min, then ramped at 10 °C/min to 320°C and held for 11 min. Helium was used as the carrier gas at a flow rate of 1 mL/min.

    Shimadzu GC/MS-TQ8050 NX system
    Shimadzu GC/MS-TQ8050 NX system
    30.

    Compounds were fragmented by electron impact (EI) ionization and analysed in full scan and MRM mode using the Shimadzu Smart Metabolites Database.  (http://www.shimadzu.com/an/gcms/metabolites/index.html) http://www.shimadzu.com/an/gcms/metabolites/index.html) 

    31.

    A high-quality matrix was manually curated using the Shimadzu LabSolutions Insight GCMS program (v.3.7 SP3, Shimadzu Corporation), where metabolite targets were removed from the dataset if they were not present in all samples.

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