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First published online December 31, 2008; 10.1104/pp.108.131805 Plant Physiology 149:1366-1386 (2009) © 2009 American Society of Plant Biologists OPEN ACCESS ARTICLE
An Integrated Genomics Approach to Define Niche Establishment by Rhodococcus fascians1,[C],[W],[OA]Department of Plant Systems Biology, Flanders Institute for Biotechnology, 9052 Ghent, Belgium (S.D., M.V., M.H., D.V.); Department of Plant Biotechnology and Genetics, Ghent University, 9052 Ghent, Belgium (S.D., M.V., M.H., D.V.); Max Planck Institute of Molecular Plant Physiology, University of Potsdam, 14476 Potsdam-Golm, Germany (S.T., A.R.F.); and Unité Mixte de Recherche en Génomique Végétale, Institut National de la Recherche Agronomique, 91057 Evry, France (S.E., J.-P.R.)
Rhodococcus fascians is a Gram-positive phytopathogen that induces shooty hyperplasia on its hosts through the secretion of cytokinins. Global transcriptomics using microarrays combined with profiling of primary metabolites on infected Arabidopsis (Arabidopsis thaliana) plants revealed that this actinomycete modulated pathways to convert its host into a niche. The transcript data demonstrated that R. fascians leaves a very characteristic mark on Arabidopsis with a pronounced cytokinin response illustrated by the activation of cytokinin perception, signal transduction, and homeostasis. The microarray data further suggested active suppression of an oxidative burst during the R. fascians pathology, and comparison with publicly available transcript data sets implied a central role for auxin in the prevention of plant defense activation. Gene Ontology categorization of the differentially expressed genes hinted at a significant impact of infection on the primary metabolism of the host, which was confirmed by subsequent metabolite profiling. The much higher levels of sugars and amino acids in infected plants are presumably accessed by the bacteria as carbon and nitrogen sources to support epiphytic and endophytic colonization. Hexoses, accumulating from a significantly increased invertase activity, possibly inhibited the expression of photosynthesis genes and photosynthetic activity in infected leaves. Altogether, these changes are indicative of sink development in symptomatic tissues. The metabolomics data furthermore point to the possible occurrence of secondary signaling during the interaction, which might contribute to symptom development. These data are placed in the context of regulation of bacterial virulence gene expression, suppression of defense, infection phenotype, and niche establishment.
Plants have evolved a remarkable level of developmental plasticity enabling them to deal with changes in their immediate surroundings throughout their life cycle. Environmental stress affects plants in their growth and development by imposing alterations in gene expression and, consequently, in physiology and metabolism. Pathogenic bacteria, fungi, viruses, oomycetes, nematodes, and insects can have a devastating effect on crop plants either at the survival or the yield level. Although the dynamic interaction between pathogen and host is complex and, at first sight, seemingly specific for each plant-pathogen combination, several biotrophic phytopathogens display related mechanisms to convert the plant into a suitable niche (Jameson, 2000
In contrast to necrotrophic pathogens, biotrophs rely on living tissues for survival and multiplication. To exploit the plant as a source of energy and assimilates, the first requirement is to avoid preformed and suppress induced defense mechanisms of the host. Typical defense responses include cell wall strengthening, production of phytoalexins and proteins with antimicrobial properties, and synthesis of stress signaling molecules, such as salicylic acid, jasmonic acid, ethylene, and reactive oxygen species (ROS; Hammond-Kosack and Jones, 1996
Upon infection with the Gram-positive, cytokinin-producing phytopathogen Rhodococcus fascians, the architecture of the plant is drastically changed (Crespi et al., 1992
Transcriptome Analysis Underlines the Key Role for Cytokinins in Symptom Development
Arabidopsis plants that are infected with the phytopathogenic actinomycete R. fascians display typical phenotypes, such as smaller and serrated leaves, activated axillary and de novo formed meristems, and usually very compact rosettes (Vereecke et al., 2000
Statistical analysis indicated that 3,422 genes showed a significant treatment x time point interaction effect (P < 0.001; false discovery rate [FDR] < 0.0015; see "Materials and Methods"), of which 120 and 161 were more than 2-fold up- or down-regulated, respectively, in at least one time point (Fig. 1C; Tables I and II ). The expression patterns obtained with the microarray hybridizations were confirmed for 10 genes randomly taken from the data set using quantitative reverse transcription (qRT)-PCR (Supplemental Fig. S1). The Gene Ontology (GO) annotation of the differentially expressed genes revealed that the major functional categories affected by R. fascians involved metabolism, response to (biotic/abiotic) stress, and transcription activity. Nevertheless, important modulations also occurred in the protein modification, transport, cell organization, and biogenesis categories (Fig. 2 ).
We examined the expression of all genes involved in cytokinin metabolism and the canonical cytokinin signaling pathway (Fig. 3 ). The expression of six A-type ARABIDOPSIS RESPONSE REGULATOR (ARR) genes, which are transcriptionally induced by cytokinins and mediate a feedback regulation of the cytokinin response (D'Agostino et al., 2000
The Genome-Wide Host Response toward R. fascians Infection Suggests a Highly Specialized Interaction
As the data presented above confirm the central role of cytokinins, we wondered how conserved the global transcriptional response upon R. fascians infection was when compared with cytokinin treatment and upon challenge with other pathogens. Therefore, biclustering analyses were done with the Genevestigator tool (Zimmermann et al., 2004
Detailed symptom analysis in tobacco and Arabidopsis did not point to a defense reaction of the plant in response to infection (de O Manes et al., 2001
Next, we analyzed the microarray data set for genes encoding (putative) pathogenesis-related proteins, such as (endo)glucanases, chitinases, proteinase inhibitor proteins, thionins, glutathione S-transferases, lipid transfer proteins, Phe ammonia lyases, and chalcone synthases known to function in defense (Jwa et al., 2006 To get a clue on which bacterial signal could be involved in defense suppression, we evaluated the expression of the differentially expressed stress-related genes upon D188 infection (Fig. 5A for Table II, Fig. 5B for Supplemental Table S1) in data sets obtained from other biotic interactions and cytokinin and auxin treatments. Interestingly, except for A. tumefaciens, expression of most genes was up-regulated in the selected biotic interactions (Fig. 5A). Unexpectedly, zeatin treatment activated the expression of almost all analyzed genes (Fig. 5), while auxin had either no effect or a repressing effect, implying that auxin secretion by R. fascians might be involved in defense avoidance.
R. fascians Reprograms the Host Primary Metabolism
GO annotation revealed that genes involved in metabolism constituted 11% and 12% of the down- and up-regulated genes, respectively. Moreover, BiNGO analysis of the down-regulated genes implied an impact on tricarboxylic acid (TCA) cycle intermediate metabolism and on (branched chain) amino acid and derivative catabolism (Supplemental Fig. S3). These transcript data suggested that infection might significantly modulate the primary metabolism of the plant. For a more comprehensive view, profiles of 38 primary metabolites were analyzed by gas chromatography-mass spectrometry (GC-MS) of extracts prepared from complete Arabidopsis shoots at 4, 7, 14, and 24 dpi treated as follows: mock inoculation with water, control infection with strain D188-5, or infection with strain D188. Although this study is focused on the differences between D188-5 and D188 infections, to correlate metabolic shifts with disease development, we noticed that for some metabolites D188-5 infection caused notable changes compared with mock-inoculated controls (indicated by # in Figs. 6, 10, and 11 and Supplemental Fig. S4), which could be correlated with a general reaction to bacterial colonization or with early flowering, which is a conserved developmental response on bacterial infection (Korves and Bergelson, 2003
R. fascians Infection Triggers Sink Development in Symptomatic Tissues During plant development, but also upon pathogen infections, source-to-sink transitions occur in tissues, with the conversion from a sugar-producing and -exporting status to a sugar-importing and -accumulating status as a result. Interestingly, throughout the experiment, the total sugar content of shoots was between 2.5- and 2.9-fold higher upon D188 infection than that of the mock-infected control. While Suc levels did not differ from 4 dpi onward, the concentrations of the hexoses Glc, Fru, and sorbose as well as of the disaccharide maltose and of the trisaccharide raffinose increased strongly (Fig. 6 ). For the sugar alcohols, galactinol accumulated in both D188- and D188-5-infected tissues, albeit with different kinetics, whereas erythritol levels only increased upon D188-5 infection. The profiles for glycerol and glycerol-3-phosphate were comparable for the three treatments, whereas the concentration of myoinositol was somewhat higher upon infection. The most striking difference was observed for the nonreducing disaccharide trehalose, which accumulated upon infection with strain D188-5 and strain D188 at 4 dpi between 64- and 42-fold, respectively. At 24 dpi, the level of trehalose strongly decreased in D188-5-infected tissue and was 5-fold higher in the D188-infected plants. The microarray data indeed showed that a trehalose phosphate synthetase gene, TPS1, encoding the first step of trehalose biosynthesis, was differentially up-regulated from 14 dpi onward (Table I). No differential expression was measured for trehalose-6-phosphate-phosphatase genes that mediate the final dephosphorylation step to trehalose. The specific increase in the hexose-Suc ratio only upon R. fascians D188 infection hinted at a possible involvement of invertases. In the microarray data set, no differentially expressed invertase genes were present; however, it could not be ruled out that this was caused by the different sampling for metabolome and transcriptome analysis. Therefore, we examined the expression pattern of cell wall (FRUCT1), cytoplasmic (FRUCT3 and FRUCT4), and vacuolar and chloroplastic invertase (INV-H and INV-E, respectively) genes in complete shoot tissues at 4, 7, 14, and 24 d after treatment by RT-PCR (Fig. 7A ). The expression of the cell wall invertase gene was already induced at 4 dpi by both bacterial infections (D188-5 and D188), but the induction was stronger and only persisted throughout the experiment upon infection with strain D188. A comparable, although less marked, pattern was obtained for FRUCT3, while FRUCT4 was not differentially expressed. For INV-H, no clear pattern was observed, although at 24 dpi the expression was highest in D188-infected plants. Finally, the INV-E expression profile resembled that of FRUCT1. These transcript profiles and the hexose metabolite data were confirmed by measuring invertase enzyme activities in infected and control shoot material. Indeed, for all three invertase types, the enzyme activities were significantly higher upon D188 infection. In agreement with the RT-PCR data, a differential activity could also be measured for the cell wall-bound invertase in D188-5-infected tissue (Fig. 7B).
Photosynthesis upon D188 Infection: Reduced Activity and Enhanced Competition
Hexoses presumably down-regulate photosynthetic activity and photosynthesis gene expression and thus influence the source/sink status of the plant tissues (Biemelt and Sonnewald, 2006
The Fv/Fm, a measure of the intrinsic efficiency of PSII, was also significantly lower upon D188 infection (Fig. 8D), indicating photoinhibition. The qN was specifically higher when Y(II) was reduced (Fig. 8E). Y(NPQ) reflects nonphotochemical quenching by heat (thermal) dissipation of excitation energy in the antenna system. Y(NO), representing nonregulated energy dissipation due to PSII inactivity, Y(NPQ), and Y(II) added up to unity, and their distribution during the different treatments is given in Figure 8F. The decrease of Y(II) upon D188 infection was largely paralleled by an increase in Y(NO), indicating inhibition of photosynthesis.
The TCA cycle in the mitochondria is considered to be an integral part of the photosynthetic metabolism (Fernie et al., 2004 The bifunctional Rubisco enzyme also functions in the photorespiration process that is in competition with photosynthesis at the level of enzyme substrate (either O2 or CO2). In the complete differential transcript data set, photorespiration-related genes were initially down-regulated, but at 24 dpi, the expression was activated by strain D188, suggesting that photorespiration might be enhanced (Supplemental Table S2). At the metabolite level, Gly and Ser are intermediates in the formation of glycerate that will ultimately be redirected to the chloroplasts, where it is phosphorylated to 3-phosphoglycerate to reenter the Calvin cycle. Upon infection with D188, especially at the later time points of the interaction, Gly and Ser levels were significantly lower than those of the controls (Fig. 11 ); in contrast, glycerate levels were up to 7-fold higher upon D188 infection, implying a flux toward this metabolite and illustrating a possible enhancement of photorespiration.
Besides a photosynthesis-related function, the TCA cycle provides carbon skeletons for the biosynthesis of several other metabolites, such as amino acids and polyamines. The profiles of the detected amino acids indicated that the bacterial presence had a stimulating effect on the metabolic pathways, resulting in amino acid biosynthesis (Fig. 11). Nevertheless, infection with D188 generally resulted in a faster and stronger increase. The most pronounced differential accumulation was measured for Asn, Trp, Tyr, and Ala, whereas the Arg and Orn contents dropped considerably in D188-infected tissues. Interestingly, the latter are intermediates for polyamine biosynthesis. Indeed, putrescine levels strongly increased upon R. fascians D188 infection already at 4 dpi (Fig. 11).
The plant pathogenic actinomycete R. fascians is rather unique among the hyperplasia-inducing bacteria because it induces the formation of differentiated galls upon infection of its many hosts (Putnam and Miller, 2007
Through transcriptome analysis, we investigated the genome-wide molecular basis of symptom development. The overrepresentation of genes involved in cytokinin perception, signal transduction, and homeostasis supported the central role of these hormones in the pathology. However, the data set of genes 2-fold differentially expressed upon infection overlapped only minimally with publicly available microarray data sets that dealt with hormone treatments or biotic interactions. In other words, the R. fascians interaction leaves a very specific transcriptome fingerprint on Arabidopsis. The expression profiles of both up- and down-regulated genes resembled most those obtained from the interaction of A. tumefaciens and Arabidopsis. Interestingly, both bacteria induce galls on their host through elevated levels of cytokinins and auxins. Nevertheless, the mechanisms resulting in the hormone imbalance in the infected plant are completely different, and generally A. tumefaciens-induced tumors consist only of undifferentiated cells (Johnson et al., 1974
Remarkably, the expression of genes encoding several peroxidases, a copper amino oxidase, and catalase, superoxide dismutase, and L-ascorbate peroxidases was significantly down-regulated upon infection with the pathogenic strain D188. These proteins are either ROS-producing or ROS-scavenging enzymes, and they play a key role in plant defense against pathogen attack by mediating an oxidative burst (Lamb and Dixon, 1997
GO annotation of the differentially expressed genes clearly pointed toward a change in the primary metabolism, a finding that was confirmed by metabolic profiling of tissues infected with R. fascians D188 and D188-5. A schematic overview of these metabolic changes is given in Supplemental Figure S5. Intriguingly, bacterial infection in general had a measurable impact on the primary metabolism of the plant, although the alterations induced by the pathogenic strain were much stronger. Evaluation of the carbohydrates revealed that, whereas Suc levels did not change, Glc, Fru, raffinose, maltose, and sorbose accumulated from 4 dpi onward. Importantly, upon infection, invertase transcripts and activities were strongly enhanced, probably accounting for the observed increase in the hexose-Suc ratio and illustrating the establishment of a sink (Smeekens, 2000
Typically, source-to-sink transitions are accompanied by changes in photosynthetic capacity (Scholes et al., 1994
Amino acid levels had generally increased during symptom development, suggesting that R. fascians might use them as nitrogen sources. In vitro, auxin production by the bacterium is significantly induced when excess Trp is added to the medium (Vandeputte et al., 2005
Orn and Arg are also precursors of polyamine biosynthesis, and the polyamine putrescine accumulates to high levels during infection. This accumulation could be interpreted as a sign of reduced catabolism; polyamine degradation has recently been described as an important source for H2O2 production (Walters, 2003 In conclusion, the transcript and metabolite data presented here allow us to propose a model for the initiation of the interaction between R. fascians and Arabidopsis and the subsequent niche establishment. Epiphytic colonization triggers minor metabolic changes in the plant through the production of very low levels of morphogens and, eventually, other bacterial effectors. Importantly, early Trp accumulation might feed into the auxin biosynthetic pathway of R. fascians, which might down-regulate plant defense, permitting elaborate epiphytic and endophytic colonization. The metabolic modifications include a decrease in Arg and Orn and an increase in pyruvate and succinate levels, together allowing the synthesis of the bacterial autoregulatory compound. Consequently, bacterial cytokinin biosynthesis is strongly triggered, which significantly affects the transcriptome and metabolome of the plant. Secondary signals, such as polyamines and trehalose, involved in plant development accumulate and amplify the developmental alterations that are initiated by the bacterial cytokinins. The symptomatic tissue converts into a sink through the activation of invertases, leading to an increase in carbon source levels. The simultaneous buildup of amino acids and eventually of specialized photorespiration-derived metabolites ultimately results in the establishment of a rich niche for R. fascians.
Plant Material, Sampling, and Infection Conditions
Arabidopsis (Arabidopsis thaliana ecotype C24) was used throughout and was obtained from the European Arabidopsis Stock Centre (N906). ARR5:GUS, CKX5:GUS, and CKX6:GUS lines were obtained from T. Schmülling (Freie Universität Berlin). The seeds were sterilized by submergence for 2 min in 70% (v/v) ethanol, subsequently for 12 min in 5% (w/v) NaOCl supplemented with 0.1% (v/v) polyoxyethylenesorbitan 20, and rinsed at least five times with sterile water. The seeds were germinated and grown on half-strength Murashige and Skoog medium in a growth chamber under a 16-h/8-h light/dark photoperiod at 21°C ± 2°C. GUS staining was done as described previously (Depuydt et al., 2008
The Rhodococcus fascians strains used were the pathogenic strain D188, containing the linear virulence plasmid pFiD188, and its plasmid-free nonpathogenic derivative D188-5 (Desomer et al., 1988
RNA was extracted using the RNease Plant Mini Kit (Qiagen) according to the manufacturer's instructions. For each time point-treatment combination, RNA was extracted from a pool of 50 plants. These RNA preparations were DNase treated and purified through NH4Ac (5 M) precipitation. Samples were quality controlled and quantified with a NanoDrop Spectrophotometer (Isogen). Samples were labeled with either Cy3 or Cy5 dye.
Samples were hybridized to the CATMA Arabidopsis arrays (Crowe et al., 2003
The raw expression data, comprising the logarithm of median feature pixel intensity at wavelengths 653 nm (Cy5) and 532 nm (Cy3), were uploaded into GenStat (Payne and Arnold, 2002
All procedures comply with the MIAME (for minimum information about a microarray experiment) standards for array data (Brazma et al., 2001
For qRT-PCR analysis, 2 µg of RNA was reverse transcribed into cDNA synthesis with the SuperScript Reverse Transcriptase Kit (Invitrogen), subsequently diluted 50 times, and stored at –20°C until further use. RT-PCR was done on cDNA derived from complete shoot material to investigate invertase and photosynthetic gene expression. The cell wall (FRUCT1 and FRUCT2) and vacuolar (FRUCT3 and FRUCT4) invertases were amplified in 25 cycles with primers described by Tymowska-Lalanne and Kreis (1998)
The primary metabolite profiles of complete shoots of mock-inoculated controls and plants infected with R. fascians D188-5 and D188 were compared in six independent biological replicates at 0, 4, 7, 14, and 24 dpi. To extract soluble metabolites for GC-MS analysis, 100 mg of ground shoot material was extracted in 1.4 mL of 100% (v/v) methanol together with 60 µL of an internal standard (0.2% [w/v] ribitol in water). The mixture was heated for 15 min at 70°C with vigorous mixing. After centrifugation, 750 µL of chloroform and 1.5 mL of water were added to the supernatant and vortexed for 30 s. The phases were separated by centrifugation, and aliquots of the methanol/water phase (containing the polar metabolites) were taken and reduced to dryness in a SpeedVac concentrator. Samples were dissolved in 40 µL of 20 mg mL–1 methoxyamine hydrochloride in pyridine for 2 h at 37°C to protect the carbonyl moieties. Next, 10 µL of a retention time standard mixture (0.029% [v/v] n-dodecane, n-pentadecane, n-nonadecane, n-docosane, n-octacosane, n-dotracontane, and n-hexatriacontane dissolved in pyridine) was added. Acidic protons were derivatized by treatment with 70 µL of N-methyl-N-(trimethylsilyl)trifluoracetamide for 30 min at 37°C. The GC-MS profiling method was largely as described previously (Lisec et al., 2006
Chlorophyll fluorescence parameters were measured with an Imaging-PAM Chlorophyll Fluorometer (Walz). Mock-inoculated controls and R. fascians-infected plants (strains D188 and D188-5) were compared in their photosynthetic capacity at 4, 7, 14, and 21 dpi. At least 15 areas of interest, over which the values of the selected fluorescence parameters were averaged, were marked for each condition of each parameter, and their average was used for downstream analysis. With the Imaging-PAM, the current fluorescence yield (Ft) was continuously measured. After determining the dark-level fluorescence yield (Ft = F0), for which the plants were dark adapted for 15 min, an 800-ms saturating pulse was applied to determine the maximum fluorescence (Fm). The maximum quantum yield of PSII photochemistry, Fv/Fm = (Fm – F0)/Fm, was then automatically calculated by the ImagingWin software (Walz). In the presence of actinic illumination, the current fluorescence yield (Ft = F) and the maximum light-adapted fluorescence (Fm') were determined, from which the effective PSII quantum yield [Y(II) = (Fm' – Ft)/Fm'] was automatically derived. The coefficient of nonphotochemical quenching, qN = (Fm – Fm')/(Fm' – F0'), with F0' estimated according to Oxborough and Baker (1997)
The samples were analyzed by scanning electron microscopy with a table-top microscope TM-1000 (Hitachi) without sample processing. Images were taken with the accompanying software.
To assay the activities of the cytosolic, vacuolar, and cell wall invertases, the extraction was carried out as described (Wright et al., 1998
The following materials are available in the online version of this article.
We thank Koen Goethals and Rosemary Loria for fruitful discussions, Thomas Schmülling for ARR5:GUS, CKX5:GUS, and CKX6:GUS seeds, Elisabeth Stes for DAB staining, Annick De Keyser for technical assistance, and Martine De Cock for help in preparing the manuscript. Received October 28, 2008; accepted December 25, 2008; published December 31, 2008.
1 This work was supported by the Bijzonder Onderzoeksfonds of Ghent University and the European Molecular Biology Organization (predoctoral and short-term fellowships, respectively, to S.D.). The author responsible for distribution of materials integral to the findings presented in this article in accordance with the policy described in the Instructions for Authors (www.plantphysiol.org) is: Danny Vereecke (danny.vereecke{at}psb.ugent.be).
[C] Some figures in this article are displayed in color online but in black and white in the print edition.
[W] The online version of this article contains Web-only data.
[OA] Open Access articles can be viewed online without a subscription. www.plantphysiol.org/cgi/doi/10.1104/pp.108.131805 * Corresponding author; e-mail marcelle.holsters{at}psb.ugent.be.
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