Carla António’s research while affiliated with University of Lisbon and other places

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Publications (71)


Forest Tree Metabolomics Under a Changing Climate
  • Chapter

November 2023

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50 Reads

Ana Margarida Rodrigues

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Carla António



Biostimulation of Salicornia europaea L. crops with plant-growth-promoting bacteria in laboratory and field conditions: effects on growth and metabolite profile

February 2023

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119 Reads

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4 Citations

Journal of Applied Microbiology

Aim: The objective of the work was to assess the effect of biostimulation with selected plant growth-promoting bacteria on growth and metabolite profile of Salicornia europaea. Methods and results: S. europaea seeds were inoculated with different combinations of plant growth-promoting bacteria Brevibacterium casei EB3, Pseudomonas oryzihabitans RL18 and Bacillus aryabhattai SP20. Plants germinated from inoculated seeds were grown either in laboratory conditions or in a saline crop field. Fresh and dry weight were determined at the end of the experiment, for biomass quantification. The microbiological quality of fresh shoots for human consumption as salad greens was assessed, and the persistence of the inoculated strains in the plant rhizosphere was confirmed by next-generation sequencing (Illumina) of the 16S rDNA gene. The primary metabolite profile of biostimulated plants was characterized by GC-TOF-MS.In laboratory conditions, inoculation with the two strains B. casei EB3 and P. oryzihabitans RL18 caused the most significant increase in biomass production (fresh and dry weight), and caused a shift in the central metabolic pathways of inoculated plants towards amino acid biosynthesis. In the field experiment, no significant biostimulation effect was detected with any of the tested inoculants. Seed inoculation had no significant effect on the microbiological quality of the edible parts. The persistence of inoculants was confirmed in both experiments. Conclusions: Manipulation of the plant microbiome can trigger primary metabolic reconfiguration and modulate the plant metabolism while promoting plant growth.


Primary metabolite profiling of wild rocket Diplotaxis tenuifolia accessions with differential responses to downy mildew disease
  • Poster
  • File available

September 2022

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60 Reads

Wild rocket is a popular baby leaf-type crop in the Brassicaceae family, associated with an healthy Mediterranean diet style, grown in Southern Europe, the Middle East and in South-East Asia. However, the high susceptibility of wild rocket to the severe foliar downy mildew (DM) disease caused by the oomycete Hyaloperonospora sp. represents an increasing threat in rocket crop production and quality. The severe legislation adopted in Europe on the use and registration of new pesticides, and the consequent environmental concerns, imply the need to develop resistant varieties less dependent on chemicals. To better understand how central metabolism is affected by this pathogen, six accessions of wild rocket Diplotaxis tenuifolia from different origins and resistance responses to DM (i.e., resistant (R), partially-resistant (PR) and susceptible (S)) were selected for GC-TOF-MS primary metabolite profiling. The metabolic differences in these accessions can result from their direct or indirect involvement in resistance mechanisms. This information will be used for selection of new and improved varieties in future breeding programs.

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Experimental design for physiological, anatomical and primary metabolite profiling analyses in 22-month-old Pinus pinaster half-sib plants, up to 35 days after inoculation (DAI) with the pinewood nematode (PWN) Bursaphelenchus xylophilus. First, three manipulative treatments were applied (i.e., non-inoculated, mock-inoculated and PWN-inoculated). For PWN-inoculated plants, a symptomology score was established based on external symptoms development, ranging from 0 (no external symptoms, i.e., resistant plants) to 4 (76–100% external symptoms). At each sampling time point (14, 21, 28, and 35 DAI), PWN-inoculated plants were characterized as resistant or susceptible, according to the symptomology score and harvested as indicated.
Visual evaluation of external symptoms in 22-month-old Pinus pinaster half-sib plants after inoculation with the pinewood nematode (PWN) Bursaphelenchus xylophilus, up to 35 days after inoculation (DAI) and according to a symptomology score defined by the percentage of discolored and/or wilting needles, namely (A) 0 % (35 DAI), (B) 1–25 % (14 DAI), (C) 26–50 % (21 DAI), (D) 51–75 % (28 DAI), (E,F) 76–100 % (35 DAI). Scale bars = 5 cm.
Light micrographs of stem cross-sections from 22-month-old Pinus pinaster plants non-inoculated and 39 days after inoculation with the pinewood nematode (PWN) Bursaphelenchus xylophilus. (A,B) Non-inoculated control plant showing the characteristic anatomy of a pine stem with no signs of cell degradation, namely cortical resin ducts (CD), radial (RD) and axial resin ducts (AD) surrounded by intact epithelial cells. (C–F) PWN-inoculated resistant plant showing destruction of the epithelial cells of some cortical and axial resin ducts (DCD and DAD, respectively). Nematodes (N) were observed within cavities in the cortex (D) and the lumen of the axial resin ducts (E). (F) Detail of an intact (AD) and destroyed (DAD) axial resin duct. (G–J) PWN inoculated susceptible plant with 50 % external symptoms showing cavities formed by the degradation of cells in the cambial zone (CC) and destruction of the epithelial cells of the cortical (DCD) and axial (DAD) resin ducts. Nematodes (N) can be observed within cavities in the cambial region (H), cortex (I), and within the axial resin ducts (J). (K–M) PWN-inoculated susceptible plant with 100 % external symptoms. The pith tissue was completely destroyed (P), cavities in the cambium enlarged (CC) and nematodes (N) were observed in the pith area (K), cavities in the cambium (L) and axial resin ducts (M). Scale bars = 200 μm (A–D,G,H,K–M), 50 μm (E,F,I,J).
Variation of the relative water content (RWC, %) in needles of 22-month-old Pinus pinaster plants 14, 21, 28, and 35 days after inoculation (DAI) with the pinewood nematode Bursaphelenchus xylophilus. Bars represent the mean values ± SE from 15 independent measurements. One-way ANOVA (p < 0.05) followed by Tukey’s HSD test was performed for means comparison and different letters express significant differences between treatments: non-inoculated (healthy, H), mock-inoculated (wounded, W), resistant PWN-inoculated (IN_R), susceptible PWN-inoculated (IN_S).
Fast chlorophyll a fluorescence (ChlF) OJIP curves (log time scale) recorded in dark-adapted needles of 22-month-old Pinus pinaster plants at 14, 21, 28, and 35 days after inoculation (DAI) with the pinewood nematode Bursaphelenchus xylophilus. Fluorescence values are expressed as: (A) raw ChlF transient curves; (B) relative variable fluorescence double normalized between F0 and maximum fluorescence (Fm); (C) changes in O-P phase relative variable fluorescence intensity; (D) detail on changes in O-K phase relative variable fluorescence intensity; (E) detail on changes in O-K phase relative variable fluorescence intensity. Treatments were grouped in non-inoculated (healthy, H) mock-inoculated (wounded, W), susceptible PWN-inoculated plants (IN_S) and resistant PWN-inoculated plants (IN_R).

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Primary Metabolite Adjustments Associated With Pinewood Nematode Resistance in Pinus pinaster

November 2021

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293 Reads

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10 Citations

The pinewood nematode (PWN) Bursaphelenchus xylophilus is the causal agent of the pine wilt disease (PWD) and represents one of the major threats to conifer forests. The detection of the PWN in Portugal, associated with Pinus pinaster, increased the concern of its spread to European forests. Despite its susceptibility to PWD, genetic variability found among P. pinaster populations has been associated with heritable PWD resistance. Understanding the mechanisms underlying tree resistance constitutes a valuable resource for breeding programs toward more resilient forest plantations. This study investigated changes in anatomy, chlorophyll a fluorescence (ChlF), and primary metabolism in susceptible and resistant P. pinaster half-sib plants, after PWN inoculation. Susceptible plants showed a general shutdown of central metabolism, osmolyte accumulation, photosynthetic inhibition, and a decrease in the plant water status. The ChlF transient rise (OJIP curve) revealed the appearance of L- and K-bands, indicators of environmental stress. In contrast, resistant plants revealed a regulated defense response and were able to restrict PWN migration and cellular damage. Furthermore, the accumulation of γ-aminobutyric acid (GABA) and succinate suggested a role of these metabolites in PWD resistance and the possible activation of the GABA shunt. Altogether, these results provide new insights to the role of primary metabolism in PWD resistance and in the selection of resistant phenotypes for disease mitigation.


Defence‐related pathways, phytohormones and primary metabolism are key players in kiwifruit plant tolerance to Pseudomonas syringae pv. actinidiae

November 2021

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381 Reads

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22 Citations

Plant Cell and Environment

The reasons underlying the differential tolerance of Actinidia spp. to the pandemic pathogen Pseudomonas syringae pv. actinidiae (Psa) have not yet been elucidated. We hypothesised that differential plant-defence strategies linked to transcriptome regulation, phytohormones, and primary metabolism might be key, and that A. chinensis susceptibility results from an inefficient activation of defensive mechanisms and metabolic impairments shortly following infection. Here, 48 hours post-inoculation bacterial density was 10-fold higher in A. chinensis var. deliciosa than in A. arguta, accompanied by significant increases in glutamine, ornithine, jasmonic acid (JA) and salicylic acid (SA) (up to 3.2-fold). A. arguta showed decreased abscisic acid (ABA) (0.7-fold), no changes in primary metabolites, and 20 defence-related genes that were only differentially expressed in this species. These include GLOX1, FOX1, SN2 and RBOHA, which may contribute to its higher tolerance. Results suggest that A. chinensis' higher susceptibility to Psa is due to an inefficient activation of plant defences, with the involvement of ABA, JA and SA, leading to impairments in primary metabolism, particularly the ammonia assimilation cycle. A schematic overview on the interaction between Psa and genotypes with distinct tolerance is provided, highlighting the key transcriptomic and metabolomic aspects contributing to the different plant phenotypes after infection. This article is protected by copyright. All rights reserved.


Figure 2. Analysis of gas exchange measurements in C. glauca branchlets under the single and combined exposure to salt (0 and 400 mM NaCl) and temperature (26, 35 and 45 °C) conditions. (a) Net photosynthetic rate (Pn). (b) Stomatal conductance to water vapour rate (gs). (c) Transpiration rate (Tr). (d) Internal CO2 concentration (Ci). (e) Instantaneous water use efficiency (iWUE). (f) Leaf temperature. Bars represent the mean values ± SE from three to five independent measurements. Two-way ANOVA (p < 0.05) followed by Tukey´s HSD test was performed for means comparison and different letters express significant differences between [NaCl] for the same temperature (A, B) or between temperature for the same [NaCl] (c, d, e) with A and c representing the highest values.
Figure 5. Evaluation of antioxidant enzyme activities in C. glauca branchlets under the single and combined exposure to salt (0 and 400 mM NaCl) and temperature (26, 35 and 45 • C) conditions. (a) ascorbate peroxidase (APX). (b) cellular catalase (CAT). (c) glutathione reductase (GR). (d) superoxide dismutase (SOD). Bars represent the mean values ± SE from three to five independent measurements. Two-way ANOVA (p < 0.05) followed by Tukey's HSD test was for performed for means comparison and different letters express significant differences between [NaCl] for the same temperature (A, B) or between temperature for the same [NaCl] (c, d, e) with A and c representing the highest values.
Figure 7. Partial least square discriminant analysis (PLS-DA) score and loading plot in the branchlets of C. glauca plants under the single and combined exposure to salt (0 and 400 mM NaCl) and temperature (26, 35 and 45 °C) conditions.
Will Casuarina glauca Stress Resilience Be Maintained in the Face of Climate Change?

September 2021

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120 Reads

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6 Citations

Metabolites

Actinorhizal plants have been regarded as promising species in the current climate change context due to their high tolerance to a multitude of abiotic stresses. While combined salt-heat stress effects have been studied in crop species, their impact on the model actinorhizal plant, Casuarina glauca, has not yet been fully addressed. The effect of single salt (400 mM NaCl) and heat (control at 26/22 °C, supra optimal temperatures at 35/22 °C and 45/22 °C day/night) conditions on C. glauca branchlets was characterised at the physiological level, and stress-induced metabolite changes were characterised by mass spectrometry-based metabolomics. C. glauca could withstand single salt and heat conditions. However, the harshest stress condition (400 mM NaCl, 45 °C) revealed photosynthetic impairments due to mesophyll and membrane permeability limitations as well as major stress-specific differential responses in C and N metabolism. The increased activity of enzymatic ROS scavengers was, however, revealed to be sufficient to control the plant oxidative status. Although C. glauca could tolerate single salt and heat stresses, their negative interaction enhanced the effects of salt stress. Results demonstrated that C. glauca responses to combined salt-heat stress could be explained as a sum of the responses from each single applied stress.


Figure 1. Heatmap representing the changes in relative levels of primary metabolites in leaves of C. canephora cv. Conilon Clone 153 (CL153), grown under 380 (aCO2) or 700 (eCO2) ppm CO2, and three water availability levels (WW, well-watered; MWD, moderate water deficit; SWD, severe water deficit). Results indicate (a) single exposure to eCO2, (b) single exposure to each water deficit level under aCO2, (c) exposure to each water deficit level under eCO2, and (d) eCO2 effect within each water deficit level. Relative values (as means of three to six independent measurements) were normalized to the internal standard (ribitol) and the dry weight of the samples; false color imaging was
Figure 2. Heatmap representing the changes in relative levels of primary metabolites in leaves of Coffea arabica cv. Icatu (Icatu) grown under 380 (aCO2) or 700 (eCO2) ppm CO2, and three water availability levels (WW, well-watered; MWD, moderate water deficit; SWD, severe water deficit). Results indicate (a) single exposure to eCO2, (b) single exposure to each water deficit level under aCO2, (c) exposure to each water deficit level under eCO2, and (d) eCO2 effect within each water
Primary Metabolite Profile Changes in Coffea spp. Promoted by Single and Combined Exposure to Drought and Elevated CO2 Concentration

June 2021

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178 Reads

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22 Citations

Metabolites

Climate change scenarios pose major threats to many crops worldwide, including coffee. We explored the primary metabolite responses in two Coffea genotypes, C. canephora cv. Conilon Clone 153 and C. arabica cv. Icatu, grown at normal (aCO2) or elevated (eCO2) CO2 concentrations of 380 or 700 ppm, respectively, under well-watered (WW), moderate (MWD), or severe (SWD) water deficit conditions, in order to assess coffee responses to drought and how eCO2 can influence such responses. Primary metabolites were analyzed with a gas chromatography time-of-flight mass spectrometry metabolomics platform (GC-TOF-MS). A total of 48 primary metabolites were identified in both genotypes (23 amino acids and derivatives, 10 organic acids, 11 sugars, and 4 other metabolites), with differences recorded in both genotypes. Increased metabolite levels were observed in CL153 plants under single and combined conditions of aCO2 and drought (MWD and SWD), as opposed to the observed decreased levels under eCO2 in both drought conditions. In contrast, Icatu showed minor differences under MWD, and increased levels (especially amino acids) only under SWD at both CO2 concentration conditions, although with a tendency towards greater increases under eCO2. Altogether, CL153 demonstrated large impact under MWD, and seemed not to benefit from eCO2 in either MWD and SWD, in contrast with Icatu.


Figure 1. Weekly pine wilt disease (PWD) progression in Pinus pinaster half-sib plants after inoculation with the pinewood nematode (PWN) Bursaphelenchus xylophilus, according to a five-level symptomology score based on the % of needles being yellow or brown; namely, 0 (0%), 1 (1-25%), 2 (26-50%), 3 (51-75%), and 4 (76-100%).
Figure 2. Quantification of phytohormones in stem tissues of 2-year-old Pinus pinaster half-sib plants (ng/g), 24, 48 and 72 h after inoculation (HAI) with the pinewood nematode (PWN) Bursaphelenchus xylophilus; namely, (A) abscisic acid (ABA), (B) Gibberellic acid (GA), (C) jasmonic acid methyl ester (JA-ME), (D) salicylic acid (SA), (E) trans-zeatin riboside (ZeaR). Plant treatments include healthy non-inoculated (H), mock-inoculated/wounded (W), PWN-inoculated resistant (IN_R) and PWN-inoculated susceptible (IN_S). Each bar represents the mean ± SE (error bar) of five independent biological replicates. Different letters above error bar indicate significant differences calculated using Tukey HSD test for multiple comparisons (p < 0.05). Absolute levels for all phytohormones can be found in Table A1.
Method validation parameters of 14 target phytohormones (PH): concentration range (ng/mL) used for linearity determined both in solvent (methanol: H 2 O, 70:30, v/v) and in 1-year-old Pinus pinaster stem matrix, matrix effects (%), limit of detection (LOD), limit of quantification in solvent (LOQ S ) and in matrix (LOQ M ). For analyte abbreviations see Supplementary Table S1.
Cont.
Pinus pinaster Early Hormonal Defence Responses to Pinewood Nematode (Bursaphelenchus xylophilus) Infection

April 2021

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192 Reads

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15 Citations

Metabolites

The pinewood nematode (PWN) is the causal agent of pine wilt disease, a pathology that affects conifer forests, mainly Pinus spp. PWN infection can induce the expression of phytohormone-related genes; however, changes at the early phytohormone level have not yet been explored. Phytohormones are low-abundance metabolites, and thus, difficult to quantify. Moreover, most methodologies focus mainly on Arabidopsis or crop species. This work aimed to validate a fast (run time 6.6 min) liquid chromatography-triple quadrupole tandem mass spectrometry (LC-QqQ-MS/MS) analytical method to quantify 14 phytohormones in Pinus pinaster stem tissues. This method was further applied to evaluate, for the first time, early phytohormone changes in susceptible and resistant phenotypes of P. pinaster 24, 48 and 72 h after inoculation (HAI) with PWN. A significant increase in salicylic acid (SA, 48 and 72 HAI) and jasmonic acid methyl ester (JA-ME, 72 HAI) was observed in susceptible phenotypes. Results indicate that the higher susceptibility of P. pinaster to PWN infection might result from an inefficient trigger of hypersensitive responses, with the involvement of JA and SA pathways. This work provides an important update in forest research, and adds to the current knowledge of Pinus spp. defence responses to PWN infection.


Citations (44)


... The rhizosphere, the zone of soil surrounding and influenced by the plant roots, is the main source of PGPB [6,7]. Therefore, engineering the rhizosphere microbiome with selected inoculants is regarded as an expedited tool to redesign the plant microbiome, with the final purpose of mitigating stress effects, activating defenses against infection, and enhancing productivity [6][7][8]. This approach is the conceptual ground for the development of microbe-based plant protection products, such as microbial biostimulants, biofertilizers, and biocontrol agents [9][10][11]. ...

Reference:

Engineering the Rhizosphere Microbiome with Plant Growth Promoting Bacteria for Modulation of the Plant Metabolome
Biostimulation of Salicornia europaea L. crops with plant-growth-promoting bacteria in laboratory and field conditions: effects on growth and metabolite profile
  • Citing Article
  • February 2023

Journal of Applied Microbiology

... KOG analysis revealed enrichment in signal transduction mechanisms, amino acid and carbohydrate metabolism, and transport. These pathways suggest that PWNs rely on efficient nutrient acquisition and energy metabolism to fuel their growth and reproduction [30,31]. Additionally, signal transduction pathways likely enable PWNs to quickly adapt to environmental stressors and host defenses, ensuring their survival across different regions [27]. ...

Primary Metabolite Adjustments Associated With Pinewood Nematode Resistance in Pinus pinaster

... This 4-HCA-mediated equilibrium has implications for host health 26 . The genetic determination of Psa resistance in the resistant cultivar and genetic modifications in kiwi plant can affect phytohormones and metabolism, thus influencing the composition of the microbial community 27,28 . The growth of F55 in the medium supplemented with 'Hayward' root exudate was significantly higher compared to that supplemented with 'Hongyang' root exudate. ...

Defence‐related pathways, phytohormones and primary metabolism are key players in kiwifruit plant tolerance to Pseudomonas syringae pv. actinidiae

Plant Cell and Environment

... High temperature and salinity often pose a threat and thus far have been reported in several horticultural crops, including tomato, citrus, and Casuarina glauca. In general, Casuarina glauca is tolerant to salt or high-temperature stress alone but unable to cope when they happen simultaneously [40]. Concomitant high-temperature and salt stress conferred significant protection to tomato plants, as they alleviated the effect of single salt stress [41]. ...

Will Casuarina glauca Stress Resilience Be Maintained in the Face of Climate Change?

Metabolites

... Non-stomatal limitations can also occur under drought conditions in various species, demanding acclimation responses at photochemical, biochemical [30][31][32], and molecular levels. In Coffea spp., this includes a number of responses (commonly to several environmental stresses), among them the triggering/reinforcement of protective and antioxidant components associated with transcriptome, proteome, lipidome, and metabolome profiles changes [22,[33][34][35][36][37]. Environmental stress impacts can be accessed through in situ and nondestructive measurements, as in the case of the parameters derived from chlorophyll a fluorescence (non-stomatal indicators). ...

Primary Metabolite Profile Changes in Coffea spp. Promoted by Single and Combined Exposure to Drought and Elevated CO2 Concentration

Metabolites

... Different from susceptible P. pinaster, small changes were observed in the main metabolites of resistant plants, such as alanine, citrate, fructose, galactinol, glucose, glutamate, malate, myo-inositol, phenylalanine, and quinate [8]. And in the susceptible phenotype, significant increases in salicylic acid (SA) and methyl jasmonate (JA-ME) were observed, indicating that the higher susceptibility of pine trees to PWN infection may be due to the inefficient triggering of the hypersensitive response in which the JA and SA pathways are involved [9]. ...

Pinus pinaster Early Hormonal Defence Responses to Pinewood Nematode (Bursaphelenchus xylophilus) Infection

Metabolites

... Specifically, under mild to moderate drought stress, the changes in primary metabolites were not significant, but the levels of raffinose and myo-inositol increased while those of citrate and malate decreased. During severe drought, there is a significant elevation in the contents of most amino acids as well as in the levels of mannitol, fructose, and glucose, among other metabolites [110,111]. ...

Stem metabolism under drought stress – a paradox of increasing respiratory substrates and decreasing respiratory rates
  • Citing Article
  • June 2020

Physiologia Plantarum

... Cowpea Vigna unguiculata L. Walp is among the most important legume crops grown in many parts of the tropics of sub-Saharan Africa, Asia, as well as some parts of America. It is a nutritionally dense crop capable of abundant production under various and even unfavourable conditions of agroecology and climate and thus can be opted for in areas that experience ecological and climate unpredictability and volatility (Lonardi et al., 2019;Gomes et al., 2020;Gumede et al., 2022). The growth of the world population, the increased pressure on agricultural systems for sustainable food production, and the importance of the diversity of genetic resources as a new strategy for increasing food supply worldwide have generated serious attention to cowpea as a potential crop (Spriggs et al., 2018). ...

Drought response of cowpea (Vigna unguiculata (L.) Walp.) landraces at leaf physiological and metabolite profile levels
  • Citing Article
  • April 2020

Environmental and Experimental Botany

... A delayed hormone response in P. radiata compared to P. pinaster under F. circinatum challenge was also detected for GA 4 (Fig. 4C_GAs). In the metabolomics analysis of plant-pathogen interactions, the difficulty of discriminating between plant and pathogen metabolites poses a particular challenge [53]. Indeed, some fungiproduced hormones, such as ABA, GA and ET, are known to contribute to pathogenicity [54]. ...

Experimental Design and Sample Preparation in Forest Tree Metabolomics

Metabolites

... Wood is usually termed the secondary xylem and synthesized in many plant species including short-lived annual species and long-lived perennials [1]. As the product of cambial cell differentiation [2], wood is rich in various metabolites, including those involved in primary metabolism (e.g., amino acids, lipids and carbohydrates) and secondary metabolism (e.g., alkaloids, terpenoids, polyphenols and tannins), which play a prominent part in plant growth, development and defence against abiotic and biotic stresses [3][4][5][6][7][8][9][10]. Due to the inherent physical properties and chemical component, wood is widely used for raw material of papermaking, building, chemical industry and even foods [11,12]. ...

Mass spectrometry‐based forest tree metabolomics

Mass Spectrometry Reviews