Transcriptional profiling of Medicago truncatulameristematic root cells
© Holmes et al; licensee BioMed Central Ltd. 2008
Received: 15 June 2007
Accepted: 27 February 2008
Published: 27 February 2008
The root apical meristem of crop and model legume Medicago truncatula is a significantly different stem cell system to that of the widely studied model plant species Arabidopsis thaliana. In this study we used the Affymetrix Medicago GeneChip® to compare the transcriptomes of meristem and non-meristematic root to identify root meristem specific candidate genes.
Using mRNA from root meristem and non-meristem we were able to identify 324 and 363 transcripts differentially expressed from the two regions. With bioinformatics tools developed to functionally annotate the Medicago genome array we could identify significant changes in metabolism, signalling and the differentially expression of 55 transcription factors in meristematic and non-meristematic roots.
This is the first comprehensive analysis of M. truncatula root meristem cells using this genome array. This data will facilitate the mapping of regulatory and metabolic networks involved in the open root meristem of M. truncatula and provides candidates for functional analysis.
The root and shoot apical meristems (RAM and SAM) are established during embryogenesis and serve as a source of stem cells for plant growth and organogenesis . The RAM produces all the tissues of the primary root by a highly defined pattern of cell divisions . Cells produced by the meristem, known as initials, undergo proliferative cell divisions as they are added to files of different cell types and their fate is determined by positional information [3, 4]. The stem cell niche in the root is maintained by a small group of cells called the quiescent centre (QC) [5, 6], the QC inhibits the division of surrounding cells and is generated and maintained by the accumulation of auxin via the PIN auxin efflux carriers; in Arabidopsis the genes PLETHORA1, PLETHORA2, SCARECROW and SHORT ROOT are known to be necessary for QC formation [6–9]. The interplay of auxin and cytokinin controls the size of the RAM, with the action of cytokinin implicated in controlling the exit of cells from the root meristem [10, 11].
Several studies that characterise gene expression in the cells of the root meristem have been published. Studies in Arabidopsis have used green fluorescent protein-labelled cell types and cell sorting to characterise gene expression by microarray, for specific cell types and in different zones of root development [12–14]. A root tissue specific gene expression study has also been carried out in maize (Zea mays) where the proximal meristem, QC and root cap were microdissected and gene expression was measured on Affymetrix rice genome arrays . However the root of model legume Medicago truncatula presents a notably different system for study of root development to that of Arabidopsis thaliana or maize. At a cellular level, the root of M. truncatula has a significantly different RAM to that of Arabidopsis. Most legume roots, unlike the Arabidopsis root have a basic-open root meristem . The difference between open and closed meristems is significant; in the open RAM, initials are not apparent indicating possible variations in the regulation cell division and differentiation between the two types of RAM. Hamamoto et al.  have shown that roots with an open meristem produce individual living border cells and more border cells than those with a closed meristem. Border cells are important for mycorrhizal and microbial interactions including the legume-rhizobia symbiosis  and environmental sensing.
In terms of root organogenesis, the most obvious difference between M. truncatula and other model plants and is the ability of M. truncatula to form indeterminate root nodules in association with rhizobia. Nodulation shares several aspects of lateral root organogenesis with the advantage that it is inducible and the site of organogenesis is predictable. Root organogenesis is also inducible in M. truncatula in tissue culture with the addition of auxin 1-naphthaleneacetic acid (NAA) to the tissue culture media. Root formation in culture is irreversible after 7 days on NAA  and does not require ethylene perception . Thus, the morphological differences between the M. truncatula root and that of other model species and interest in the species as a model for root and nodule development led us to conduct the research we present here.
Results and discussion
The M. truncatularoot meristem
To characterise the transcriptomes of the meristematic and non-meristematic root of the M. truncatula we extracted RNA from the meristem and non-meristematic zones from the roots of three independently grown sets of plants four days after germination. The three biological replicates were analysed using the Affymetrix Medicago genome array. An average of 51% (26,9610 probe sets) of the over 52, 000 plant gene probes of the Medicago Genome Array GeneChip produced 'present' calls when hybridised with biotin-labelled cRNA from M. truncatula roots consistent with early reports . Following normalisation with GCRMA, we identified 324 transcripts that are greater that 2.0 fold over-expressed in the meristem and 363 that are over-expressed in the non-meristem. The full data set has been deposited in the Gene Expression Omnibus database as accession GSE8115; the normalised data set is available in additional file 1.
Although our meristem sample is comprised of multiple cells types, including stem cells, elongating and differentiating cells and some differentiated cell types, proteome and transcriptome data suggests that the material contains a significant proportion of stem cells. Previously we have shown with proteomic analysis that the root meristem accumulates significantly more actin and tubulin than non-meristematic tissues, consistent with cell proliferation in the meristem . The array data also shows that the transcript of the ortholog of the M. sativa cyclin A2, Medsa;cycA2;2 (Mtr.44839.1.S1_at) is expressed greater than 2 fold in our meristematic root section. Cyclin A2 is important in the transition to DNA synthesis and replication phases of the cell cycle and is destroyed as the cell moves into mitosis, in M. sativa Medsa;cycA2;2 2 is restricted to proliferating cells designated to meristem formation during developmental programs; and expression of the gene is directly activated by auxin [23, 24]. Presence of the cyclin A2 transcript at a high level therefore serves as a good indicator of stem cell activity in our root meristem section.
Comparison of qRT-PCR and microarray results for selected genes
For all probe sets, the expression ratios displayed the same pattern of expression as the array data. Low abundance transcripts that were not differentially expressed at 2.0 fold (Mtr.32712.1.S1_at and Mtr.20966.1.S1_at) were also shown to be significantly expressed by qRT-PCR. Although the qRT-PCR and microarray expression ratios were numerically different with qRT-PCR showing larger fold changes in transcript expression, the data sets were correlated with a Pearson correlation co-efficient of 0.704 (n = 10). Experimental reasons for these differences have been reviewed by Morey et al . These results help to confirm the general accuracy of the microarray data we present here.
Functional classification of differentially expressed probe sets
The Medicago genome array does not incorporate the entire M. truncatula genome, it was created based on an incomplete genome sequence and a ESTs from the Medicago truncatula Gene Index (MtGI). Over the course of the experiment we have noted the inclusion of probe sets for International Medicago Genome Annotation Group (IMGAG) gene predictions and the corresponding EST leading to a duplication of data, and the absence of some consensus ESTs from MtGI available at the time the chip was made (data not shown). Annotation of the probe sets on the Genome array also varies widely in quality.
Metabolic differences in meristem and non-meristematic root
E.C numbers in genome array pathway
No. E.C. numbers expressed >2.0 fold
Starch and sucrose metabolism
Stilbene, coumarine and lignin biosynthesis
Pentose and glucuronate interconversions
Penicillins & cephalosporins biosynthesis
Stilbene, coumarine & lignin biosynthesis
Ascorbate and aldarate metabolism
Indole and ipecac alkaloid biosynthesis
We also annotated the chip by comparing the data set with the Arabidopsis Gene Family Information database maintained by the Arabidopsis Information Resource . As of April 2007 the database contained 996 gene families and 8,331 genes. Using BLAST, we were able to classify 3159 Medicago probe sets into these families. Sixty-nine and 71 of the differentially expressed probe sets from the meristem and non-meristem respectively were classified in the gene families; no families were significantly over-represented in either section (additional file 2). Finally, transcription factors (TF) on the Genome array were predicted by homology relationship based on the Database of Arabidopsis Transcription Factors (DATF) . This analysis showed that 2932 probe sets on the Genome array have sequence homology to described plant TFs (additional file 3).
Carbohydrate metabolism and cell wall biosynthesis
The most notable metabolic difference between the meristem and non-meristematic root is carbon metabolism, carbon is fixed in the non-meristematic root and sugars are metabolised in the meristem. PathExpress shows that transcripts of enzymes from the pathway of carbon metabolism are significantly over-expressed in the non-meristematic root; they include glyceraldehyde-3-phosphate dehydrogenase (NADP+) (Mtr.22603.1.S1_at, Mtr.52116.1.S1_at, Mtr.47901.1.S1_x_at), fructose 1,6-diphosphate phosphatase (Mtr.37533.1.S1_at), sedoheptulose 1,7-diphosphatase (Mtr.40432.1.S1_at), RuBisCO small subunit (Mtr.12203.1.S1_at, Mtr.19517.1.S1_at, Mtr.12202.1.S1_at, Mtr.19516.1.S1_at), 5-phosphoribulose kinase (Mtr.10464.1.S1_at) and phosphoenolpyruvate carboxylase (Mtr.8683.1.S1_at). PathExpress analysis also shows that transcripts of sugar metabolism enzymes are over-expressed in the meristem, they include ADP glucose pyrophosphorylase (Mtr.22751.1.S1_at), cellulose 1,4-beta-cellobiosidase (Mtr.45092.1.S1_at), beta-glucosidase (Mtr.35316.1.S1_at), cellulose synthase (UDP-forming) (Mtr.5728.1.S1_at, Mtr.35544.1.S1_at), polygalacturonase (Mtr.45925.1.S1_s_at, Mtr.18904.1.S1_at), pectinesterase (Mtr.28556.1.S1_at, Mtr.4467.1.S1_at), glucan endo-1,3-beta-D-glucosidase (Mtr.18873.1.S1_at, Mtr.44762.1.S1_s_at, Mtr.13666.1.S1_at, Mtr.44304.1.S1_at), diphosphoinositol-polyphosphate diphosphatase (Mtr.43946.1.S1_at).
Beyond basic cellular energy needs, at least two processes in the root meristem have significant energy requirements. Gravitropism requires the accumulation of starch in the root cap, a component of our root meristem sample, in organelles known as statocytes. Arabidopsis plants that lack or have reduced accumulation of starch in the root have reduced response to gravity ; gravity signalling by statocytes and other signal transduction pathways leads the redistribution of auxin in the root cap in response to gravity . Another sink for sugar metabolised in the meristem is cell wall biosynthesis and modification, for a recent review of the biosynthesis of plant cell wall polysaccharides see Lerouxel et al. . PathExpress analysis shows that enzymes implicated in the biosynthesis of stilbene, coumarine and lignin are significantly over-represented in both root sections; however in both instances the enzymes implicated are multiple isoforms of heme peroxidase, cytochrome P450 containing monooxygenases and beta-glucosidase. These enzymes contain common catalytic domains and could be involved in numerous cellular processes where reactive oxygen species are generated and detoxified, such as ascorbate and aldarate metabolism and pentose and glucuronate interconversions where they also are over-represented in the non-meristematic root in the PathExpress classification. More specifically related to cell wall biosynthesis cellulose synthase is up-regulated in the meristematic root. Cell wall plasticity is also required in dividing and elongating cells [34, 35], we also find transcripts of cell wall modifying pectinesterases, polygalacturonases and expansins (Mtr.20976.1.S1_at, Mtr.22752.1.S1_s_at, Mtr.47780.1.S1_at, Mtr.9830.1.S1_at) are significantly more abundant in the meristematic root.
Neither RAM, nor SAM are photosynthetic, thus their status and carbohydrate sinks is notable. Pien et al  have linked carbohydrate metabolism with the earliest phase of commitment by meristem cells to form a leaf. They showed that meristem cells express ADP glucose pyrophosphorylase transcripts and accumulate starch with an increased frequency in the region of cells forming the leaf primordium. Based on their data they also propose that sugars may regulate the expression of genes within the meristem which encode enzymes that can function to influence sugar metabolism. Our meristem transcript data shows that expression of ADP glucose pyrophosphorylase over 2 fold and sucrose synthase over 1.5 fold. Data from gus-sucrose synthase reporter in M. truncatula demonstrates the expression of sucrose synthase in the root and nodule meristems and in cells activated to divide through association with rhizobia and endomycorrhiza . The role of sugar in the modification of gene expression and its relationship with auxin in the RAM may be worthy of further investigation.
Flavonoids are important for some aspects of root and nodule development in M. truncatula, the analysis of an RNAi-knockdown of chalcone synthase, the enzyme that catalyzes the first committed step of the flavonoid pathway, showed that the plant can maintain active root and lateral root meristems in the absence of endogenous flavonoids but cannot initiate nodules . This work also showed that flavonoid-deficient roots have an increased rate of polar auxin transport (PAT) and implicated flavonoids as a regulator of auxin transport, consistent with their reported role as endogenous auxin transport inhibitors [39, 40].
Our data suggests a role for flavonoids and their derivatives in the non-meristematic root, where PathExpress shows that the flavonoid biosynthesis pathway is significantly over-represented. Isoflavone reductase (Mtr.24228.1.S1_at) is greater than 2.0 fold over-expressed in the non-meristematic root, where lateral roots are formed and symbiosis may be established with rhizobia; we have also shown the significant accumulation of this protein in the non-meristem . Isoflavones have been shown to inhibit root formation in vitro in M. truncatula , their production is induced during nitrogen deficiency , and they are required for the establishment of symbiosis with rhizobia . Flavonoid 3', 5'-hydroxylase (Mtr.44207.1.S1_at) and dihydrokaempferol 4-reductase (Mtr.31382.1.S1_at) both contribute to the production of anthocyanins and are also highly expressed in the non-meristematic root. Analysis of the anthocyanninless2 mutant of Arabidopsis implicates the tissue-specific accumulation of anthocyanins in sub epidermal tissues of the root in the maintenance of root organisation . The relationship between anthocyanin deposition and polar auxin transport in the root has not been tested.
Hormones and cell to cell communication
In our analysis of plant gene families we could identify probe sets that indicated that there are significant differences in cell to cell communication and response to hormones in the meristem and non-meristematic root. Auxin transport in the RAM is by a system of auxin efflux carrier proteins from the PIN family, has been well described in M. truncatula . PIN proteins are localised in an asymmetric distribution on either the basal or apical side of cells where they control PAT , their expression and reorganisation is also essential for creating localised auxin gradients which are required for many aspects of plant development. In the M. truncatula root, MtPIN2 is expressed in the root, our data also showed the expression of this gene (Mtr.45124.1.S1_at), specifically up-regulated in the root meristem, consistent with the reported localisation of the AtPIN2 protein, where its localisation directs auxin flow from the root tip into the elongation zone and is crucial in mediating the gravitropic response . Our array data, confirmed by qRT-PCR, also shows that MtPIN9 (Mtr.49764.1.S1_at) is preferentially expressed in the non-meristematic root. Multidrug resistance/P-glycoprotein-type ABC transporters also function as auxin efflux carriers, our data shows the over-expression of three homologous transcripts (Mtr.23681.1.S1_x_at, Mtr.23679.1.S1_x_at, Mtr.43342.1.S1_at) in the non-meristem with strong C-terminal protein sequence similarity with Arabidopsis Multidrug Resistance-Like1 (MDR1) and MDR4, two transporters recently shown to mediate acropetal and basipetal auxin transport proximal to the meristem respectively .
Cytokinin also contributes to the establishment and maintenance of the RAM, and recently it has been shown that cytokinin controls the rate of meristematic cell differentiation determining the size of the RAM through a two-component receptor histidine kinase-transcription factor signalling pathway . In the RAM cytokinin is detected by ARABIDOPSIS HISTIDINE KINASE 3, which leads to the expression of ARABIDOPSIS RESPONSE REGULATOR transcription factors. In our root meristem section we were able to detect the accumulation of a probe set orthologous to ARABIDOPSIS HISTIDINE KINASE 5 (Mtr.30157.1.S1_at); AHK5 has been shown to be expressed in the elongating root where it acts as a negative regulator in the signaling pathway in which ethylene and abscisic acid inhibit root elongation through ethylene receptor ETR1 .
Receptor-like kinases (RLKs) have been implicated in numerous developmental signalling pathways in plant development. We see significant differential expression of three RLKs in the meristem (Mtr.5784.1.S1_at, Mtr.1137.1.S1_s_at, Mtr.413.1.S1_at) and one in the non-meristem (Mtr.50901.1.S1_at). Mtr.1137.1.S1_s_at is an ortholog of CLAVATA1, the leucine-rich RLK responsible for specification of the SAM through interaction with the CLAVATA3 peptide. A CLAVATA-like pathway has been implicated in RAM maintenance, root specific RLKs have been identified in Arabidopsis with the peptide CLAVATA3/ESR-RELATED 19 (CLE19) a possible ligand, but due to redundancy within this large family of kinases the pathway has not yet been fully described [50, 51].
In the microarray data we identified several putative peptide hormone transcript highly expressed in the root meristem. The probe set (Mtr.16722.1.S1_at), expression confirmed by qRT-PCR (Table 1) has strong protein sequence similarity to the Arabidopsis gene DEVIL 19, a member of the DVL gene family. Some DVL peptides have been in shown to inhibit cell proliferation during leaf development [52, 53], their receptor is unknown. We also find transcripts homologous to Rapid Alkalization Factors (RALF) expressed highly in the meristem (Mtr.18300.1.S1_at and Mtr.35639.1.S1_s_at); RALFs have been shown to act as peptide hormones in tobacco and Arabidopsis . These peptides may have a role in M. truncatula meristem maintenance.
Number of probe sets
> 2 fold over-expressed in meristem
>2 fold over-expressed in non-meristem
FiveAP2/EREPB domain containing TFs expressed in the meristematic root, including BABY BOOM1 (BBM) (Mtr.21627.1.S1_at) and two with described Arabidopsis orthologs. Mtr.23155.1.S1_at is an ortholog to PLETHORA1 and Mtr.45360.1.S1_at is an ortholog of Arabidopsis ANTIGUMENTA-LIKE 5. Tandem AP2 domain transcription factors are strongly associated with plant development, and PLETHORA and BABY BOOM with root development where they have recently been shown to be dose-dependent regulators of root stem cell identity and maintenance . The accumulation of these transcripts in the Medicago root meristem and absence of expression in the differentiated root is consistent with these findings.
Auxin is key regulator of plant gene expression and the AUX/IAA and ARF TFs are important regulators of auxin response. AUX/IAA TFs repress the expression of auxin activated genes until they are degraded by the SCFTIR1 E3 ubiquitin ligase complex in the presence of IAA. ARFs can activate or repress transcription in the presence of auxin by binding to auxin-response elements. Two AUX/IAA transcripts are highly expressed in the meristem, Mtr.22904.1.S1.at and Mtr.16803.1.S1.at that are orthologous to Arabidopsis IAA33 and IAA30 respectively; neither has a described functional role in roots, but IAA30 is expressed in the root QC and during embryo maturation [12, 56]. Two ARFs are highly expressed in RAM of M. truncatula, Mtr.13650.1.S1_at and Mtr.39233.S1_at share similarity with the open reading frames of Arabidopsis ARF8 and ARF10 respectively. In Arabidopsis ARF 8 has been shown to be involved in controlling the level of free IAA via a negative feedback loop by regulating the expression of IAA conjugating GH3 enzymes . ARF10 has been shown to restrict the size of the stem cell niche in the distil root causing the differentiation of root cap cells, it is regulated by both IAA and miR160 .
Transcription factors with no similarity to those with a described role in meristems were also screened including two basic helix-loop-helix domain containing genes (Mtr.49495.1.S1_at, Mtr.24270.1.S1_s_at), a PLATZ domain (Mtr.46508.1.S1_at) and AT HOOK domain (Mtr.20966.1.S1_at) TFs; PLATZ and AT HOOK containing TFs have not previously been shown to be expressed in plant stem cells. Quantitative RT-PCR confirmed that all these TFs accumulate significantly in the meristem (Table 1).
Although no TF families are significantly over-represented in the non-meristem, it is of interest that two GRAS domain TFs are significantly expressed in this section. Several GRAS domain containing TFs are known to have roles in the root, the best characterized are the Arabidopsis GRAS genes SCARECROW (SCR) which in combination with SHORT ROOT are required for the specification of the QC and endodermis , two GRAS domain containing TFs have also been shown to be required for the establishment of nodulation in Lotus japonicus . Our analysis showed the accumulation of GRAS transcript (Mtr.1484.1.S1_at) in the non-meristem. It is an ortholog of Arabidopsis gene LATERAL SUPPRESSOR (LAS); LAS has been show to suppress the formation of auxiliary meristems in Arabidopsis shoots, the mRNA was shown to also accumulate in roots but the effect of the mutation on lateral root development was not described . It may have a role in inhibition of lateral root initiation.
We have described differences between the root meristem and non-meristematic transcriptomes. Notably they include significant variations in carbon and flavonoid metabolism, auxin and cytokinin signalling, cell to cell communication and gene regulation. This data will facilitate the mapping of regulatory and metabolic networks involved in root meristem establishment and maintenance, and may lead to a better understanding of root stem cells in M. truncatula and other species with open meristem organisation where different mechanisms must operate to control meristem size and cell fate than those that operate in Arabidopsis.
Seeds of M. truncatula accession A17 were scarified, surface-sterilised with 6% hypochlorite solution and washed 7 times with sterile distilled water. Seeds were germinated on nitrogen-free Fåhraeus medium on Petri plates in the dark for 24 to 30 hours. To provide intact primary roots for sectioning, germinated seeds that lacked any visible signs of microbial contamination were transferred to new Petri plates, 14 to 16 seedlings per plate, and grown for a further 3 days in a growth chamber until the roots had reached a length of 3 to 4 cm and before lateral roots emerged. At least 150 plants were required per RNA extraction.
Plates were kept vertically and the bottom half of each plate was sealed with Nescofilm R. Light was kept from the roots by the insertion of a black sheet between the plates during incubation. An aluminium foil spacer was placed under the lid of the Petri dish to allow gas exchange. Plates were incubated in a growth chamber at 20°C over a 16 hour photoperiod and a photon flux density of 100 mmol m-2 s-1 and 86% relative humidity.
To compare meristematic and non-meristematic root tissues, root sections were harvested from 3 day old plants. Tissue 3 mm from the root tip which contains meristematic cells and a further 1 cm section from the root containing non-meristematic cells were collected. All harvested plant materials were immediately frozen in liquid nitrogen and stored at -80°C.
For structural analysis, roots were fixed in phosphate buffer and glutaraldehyde, taken through an ethanol dehydration series then embedded in araldite . Sections 1.5 μM thick were cut using a Leica Ultracut, stained with toluidine blue and viewed using a Zeiss Axioskop.
RNA isolation, hybridization and data pre-processing
Total RNA was extracted and purified from plant tissues using the Qiagen RNeasy plant mini kit (Qiagen, Valencia, CA, USA). Total RNA was quantified using a NanoDrop ND-1000 Spectrophotometer; RNA with an absorbance A260/A280ratio > 2.0 was quality tested using the Agilent 2100 Bioanalyzer.
Preparation of cRNA, hybridization, and scanning of the Test3 arrays and Medicago GeneChip® were performed according to the manufacturer's protocol (Affymetrix, Santa Clara, CA, USA) (at the Biomolecular Resource Facility, JCSMR, ANU). Briefly, double-stranded cDNA was synthesized from 5 to 8 μg of each RNA sample via oligo T7-(dT)24 primer-mediated reverse transcription. Biotin-labelled cRNA was generated using the Enzo BioArray kit (Affymetrix), purified using RNeasy spin columns (Qiagen), and then quantified by spectrophotometer. Fifteen to 20 μg of each biotin-labelled fragmented cRNA sample was used to prepare 300 μL of hybridization mixture. Aliquots of each sample (100 μL) were hybridized onto Test3 arrays to check the quality of the samples prior to hybridization (200 μL) onto the Medicago genome arrays. The arrays were washed with optimized wash protocols, stained with strepdavidin/phycoerythrin followed by antibody amplification, and scanned with the Agilent GeneArray Scanner (Affymetrix).
To remove certain systematic biases from the microarray, the raw Affymetrix data (.cel files) were normalized with the GCRMA (GC content – Robust Multi-Array Average) algorithm (ver. 2.2.0) including quantile normalization and variance stabilisation , using the affy package of the bioconductor software . The normalized average of the replicates was then log transformed in base 2 to reduce the proportional relationship between random error and signal intensity. Differentially expressed probe sets were identified by evaluating the log2 ratio between the two conditions associated to a standard t-test . All probe sets that differed by more than a two-fold difference with a t-test p ≤ 0.05 were considered to be differentially expressed.
Genome array data analysis
Functional categories significantly associated (p ≤ 0.05, adjusted using the Bonferroni correction) with the up- and down-regulated sequences were identified using GeneBins, a database that provides a hierarchical functional classification modelled on the KEGG ontology  of probe set sequences represented on Affymetrix arrays . We used PathExpress , a web-based tool based on the KEGG Ligand database , to detect whether probe sets associated with a metabolic pathway or sub-pathway were statistically over-represented in the differentially expressed sets of sequences (p ≤ 0.05).
In addition, probe sets of the Affymetrix Medicago genome array were assigned to gene families described in the TAIR database (Rhee et al., 2003) and to transcription factor families provided by the Database of Arabidopsis Transcription Factors  based on their sequence similarity with Arabidopsis thaliana proteins. BLASTXx  was used to find the best match (E ≤ 10-8) for the sequences representing each probe set (i.e. sequences derived from the most 5' to the most 3' probe in the public UniGene cluster). The differentially expressed sets of sequences were compared to the composition of each gene family to identify if a certain category was statistically over-represented. For each test, a P-value, representing the probability that the intersection of the list of up- or down-regulated probe sets with the list of probe sets belonging to the given gene family occurs by chance, was calculated using the hypergeometric distribution .
Sequences of interest were analysed using BLAST and multiple sequence alignments to identify genes and proteins with sequence similarity from Arabidopsis. To identify orthologs in Arabidopsis AffyTrees was used [72, 73], AffyTrees automatically detects sequence orthologs based on phylogenetic trees.
Quantitative Real-Time PCR
Total RNA was isolated from three biological repeats of tissue harvested from M. truncatula as described above using the Qiagen RNeasy MINI kit (Qiagen). The RNeasy kit protocol was modified to incorporate a DNase treatment using the DNase spin columns (Qiagen). cDNA synthesis was performed with SuperScript™ III reverse transcriptase (Invitrogen) using 2 μg total RNA for each sample using oligo (dT18) primers. For the no reverse transcriptase control, water was added instead of SuperScript III. For the real-time reverse transcription polymerase chain reaction (RT-PCR), gene specific primers were designed using Primer Express software (Applied Biosystems, Foster City, CA, USA) and ordered from Sigma Genosys. The PCR was carried out in a total volume of 10 μL containing 0.3 μM of each primer, 1 × SYBR green PCR master mix (Applied Biosystems). Reactions were amplified as follows: 95°C for 10 min, then 40 cycles of 95°C for 15 sec, 60°C for 1.5 min. Amplifications were performed in 384-well clear optical reaction plates (Applied Biosystems) with an ABI PRISM 7900 Sequence Detection System (at the Biomolecular Resource Facility, JCSMR, ANU) using version SDS 2.2.2 software (Applied Biosystems) to analyse raw data. The absence of genomic DNA and non-specific by-products of the PCR amplification was confirmed by analysis of dissociation curves and agarose gel electrophoresis using 3% agarose gels stained with 0.5 μg mL-1 ethidium bromide. Normalisation was done as described by Searle et al. ; against the MtUBQ10 gene by calculating differences between the CT of the target gene and the CT of Ubiquitin 10 and relative gene expression levels were calculated.
The transcripts whose expression levels were verified by quantitative RT-PCR were as follows:
Mtr.20966.1.S1_at (AT HOOK), FP, 5'-TCG AGT AAT CGG AGG TGC TGT T-3', RP, 5'-ATG AAG CTC CCC ACT ACA ATT TG-3'.
Mtr.16722.1.S1_at (DVL like), FP, 5'-TCA AAA CTT GAA GTA CAA GCA AGG A-3', RP, 5'-CAC AAC GAC GAA CGA TGT AGA GA-3'.
Mtr.46508.1.S1_at (PLATZ), FP, 5'-TTG CAC TAG TAT TTG TCC TCA TTG C-3', RP, 5'-TGA TAA ACA TAA CGA CGA ACT TGA AGA-3'.
Mtr.32712.1.S1_at (LOB), FP, 5'-TTG CAC TAG TAT TTG TCC TCA TTG C-3', RP, 5'-AGG GCA TTC CTC AGC ACA TC-3'.
Mtr.49764.1.S1_at (MtPIN9), FP, 5'-CCA CTC TTC GCC TTC GAG TT-3', RP, 5'-TGT CCG CGC CTA TAA ATA AGA AGT-3'.
Mtr.49495.1.S1_at (bHLH), FP, 5'-GTC TCC AAG TTG CAG CAA CTT CT-3', RP, 5'-GCA ATA CCC TCG AAG CTG AAA-3'.
Mtr.21627.1.S1_at (AP2/EREBP), FP, 5'-TTG TTG CAT GAA TAG ATG ATT TGA GA-3', RP, 5'-CCT TCT TCA AGA TAC ATG CCA ATG-3'.
Mtr.24270.1.S1_s_at (bHLH), FP, 5'-GAC CAA AGC TGC CAT AGC TGA T-3', RP, 5'-GTC CTG GTC TTG TCC TAG TGA GAA TT-3'.
Mtr.39218.1.S1_at (GIF), FP, 5'-GAG GAA GGG ACA CGC AGT TC-3', RP, 5'-TCT TGT CTC TCA CTC TGC AAC GTT-3'.
Mtr.50542.1.S1_at (GFR), FP, 5'-AGG CAC TGA CAT CAA GTC AAC AA-3', RP, 5'-CTA GCC AGG AAT CTG TGT TCT TTG-3'.
The internal control gene was UBQ10 (TC100142), FP, 5'-GAA CTT GTT GCA TGG GTC TTG A-3', RP, 5'-CAT TAA GTT TGA CAA AGA GAA AGA GAC AGA-3'.
qRT-PCR for each gene was done on three biological replicates with duplicates for each biological replicate and no RT control. The relative transcript level was determined for each sample, normalised using the UBQ10 cDNA level, and averaged over three replicates and log transformed in base 2 to reduce the proportional relationship between random error and signal intensity. Significant variation from the internal control was determined using a t-test where p ≤ 0.05 was considered to be differentially expressed.
This research is supported by a grant from the Australian Research Council Centre of Excellence Program (CE0348212). PH was supported by an Australian Postgraduate Award. We thank Lily Shen from the ANU Electron Microscopy Unit for assistance with microscopy.
- Scheres B, Wolkenfelt H, Willemsen V, Terlouw M, Lawson E, Dean C, Weisbeek P: Embryonic origin of the Arabidopsis primary root and root meristem initials. Development. 1994, 120 (9): 2475-2487. [http://dev.biologists.org/cgi/content/abstract/120/9/2475]Google Scholar
- Weigel D, Jurgens G: Stem cells that make stems. Nature. 2002, 415 (6873): 751-754.PubMedView ArticleGoogle Scholar
- van den Berg C, Willemsen V, Hage W, Weisbeek P, Scheres B: Cell Fate in the Arabidopsis Root-Meristem Determined by Directional Signaling. Nature. 1995, 378: 62-65. 10.1038/378062a0.PubMedView ArticleGoogle Scholar
- van den Berg C, Weisbeek P, Scheres B: Cell fate and cell differentiation status in the Arabidopsis root. Planta. 1998, 205 (4): 483-491. 10.1007/s004250050347.PubMedView ArticleGoogle Scholar
- van den Berg C, Willemsen V, Hendriks G, Weisbeek P, Scheres B: Short-range control of cell differentiation in the Arabidopsis root meristem. Nature. 1997, 390: 287-289. 10.1038/36856.PubMedView ArticleGoogle Scholar
- Sabatini S, Heidstra R, Wildwater M, Scheres B: SCARECROW is involved in positioning the stem cell niche in the Arabidopsis root meristem. Genes Dev. 2003, 17 (3): 354-358. 10.1101/gad.252503.PubMedPubMed CentralView ArticleGoogle Scholar
- Blilou I, Xu J, Wildwater M, Willemsen V, Paponov I, Friml J, Heidstra R, Aida M, Palme K, Scheres B: The PIN auxin efflux facilitator network controls growth and patterning in Arabidopsis roots. Nature. 2005, 433 (7021): 39-44. 10.1038/nature03184.PubMedView ArticleGoogle Scholar
- Friml J, Vieten A, Sauer M, Weijers D, Schwarz H, Hamann T, Offringa R, Jurgens G: Efflux-dependent auxin gradients establish the apical-basal axis of Arabidopsis. Nature. 2003, 426 (6963): 147-153. 10.1038/nature02085.PubMedView ArticleGoogle Scholar
- Sabatini S, Beis D, Wolkenfelt H, Murfett J, Guilfoyle T, Malamy J, Benfey P, Leyser O, Bechtold N, Weisbeek P, Scheres B: An auxin-dependent distal organizer of pattern and polarity in the Arabidopsis root. Cell. 1999, 99 (5): 463-472. 10.1016/S0092-8674(00)81535-4.PubMedView ArticleGoogle Scholar
- Werner T, Motyka V, Laucou V, Smets R, Van Onckelen H, Schmulling T: Cytokinin-Deficient Transgenic Arabidopsis Plants Show Multiple Developmental Alterations Indicating Opposite Functions of Cytokinins in the Regulation of Shoot and Root Meristem Activity. Plant Cell. 2003, 15 (11): 2532-2550. 10.1105/tpc.014928.PubMedPubMed CentralView ArticleGoogle Scholar
- Beemster GTS, Baskin TI: STUNTED PLANT 1 Mediates Effects of Cytokinin, But Not of Auxin, on Cell Division and Expansion in the Root of Arabidopsis. Plant Physiol. 2000, 124 (4): 1718-1727. 10.1104/pp.124.4.1718.PubMedPubMed CentralView ArticleGoogle Scholar
- Nawy T, Lee JY, Colinas J, Wang JY, Thongrod SC, Malamy JE, Birnbaum K, Benfey PN: Transcriptional profile of the Arabidopsis root quiescent center. Plant Cell. 2005, 17 (7): 1908-1925. 10.1105/tpc.105.031724.PubMedPubMed CentralView ArticleGoogle Scholar
- Birnbaum K, Shasha DE, Wang JY, Jung JW, Lambert GM, Galbraith DW, Benfey PN: A gene expression map of the Arabidopsis root. Science. 2003, 302 (5652): 1956-1960. 10.1126/science.1090022.PubMedView ArticleGoogle Scholar
- Brady SM, Orlando DA, Lee JY, Wang JY, Koch J, Dinneny JR, Mace D, Ohler U, Benfey PN: A High-Resolution Root Spatiotemporal Map Reveals Dominant Expression Patterns. Science. 2007, 318 (5851): 801-806. 10.1126/science.1146265.PubMedView ArticleGoogle Scholar
- Jiang K, Zhang SB, Lee S, Tsai G, Kim K, Huang HY, Chilcott C, Zhu T, Feldman LJ: Transcription profile analyses identify genes and pathways central to root cap functions in maize. Plant Molecular Biology. 2006, 60 (3): 343-363. 10.1007/s11103-005-4209-4.PubMedView ArticleGoogle Scholar
- Groot EP, Doyle JA, Nichol SA, Rost TL: Phylogenetic distribution and evolution of root apical meristem organization in dicotyledonous angiosperms. International Journal of Plant Sciences. 2004, 165 (1): 97-105. 10.1086/380985.View ArticleGoogle Scholar
- Hamamoto L, Hawes MC, Rost TL: The Production and Release of Living Root Cap Border Cells is a Function of Root Apical Meristem Type in Dicotyledonous Angiosperm Plants. Ann Bot. 2006, 97 (5): 917-923. 10.1093/aob/mcj602.PubMedPubMed CentralView ArticleGoogle Scholar
- Zhu Y, Pierson III LS, Hawes MC: Induction of Microbial Genes for Pathogenesis and Symbiosis by Chemicals from Root Border Cells. Plant Physiol. 1997, 115 (4): 1691-1698. 10.1104/pp.115.4.1691.PubMedPubMed CentralView ArticleGoogle Scholar
- Imin N, Nizamidin M, Wu T, Rolfe BG: Factors involved in root formation in Medicago truncatula. Journal of Experimental Botany. 2007, 58 (3): 439-451. 10.1093/jxb/erl224.PubMedView ArticleGoogle Scholar
- Rose RJ, Wang XD, Nolan KE, Rolfe BG: Root meristems in Medicago truncatula tissue culture arise from vascular-derived procambial-like cells in a process regulated by ethylene. J Exp Bot. 2006, 57 (10): 2227-2235. 10.1093/jxb/erj187.PubMedView ArticleGoogle Scholar
- Holmes P, Farquharson R, Hall PJ, Rolfe BG: Proteomic Analysis of Root Meristems and the Effects of Acetohydroxyacid Synthase-Inhibiting Herbicides in the Root of Medicago Truncatula. J Proteome Res. 2006, 5 (9): 2309-2316. 10.1021/pr0600677.PubMedView ArticleGoogle Scholar
- Tesfaye M, Silverstein KAT, Bucciarelli B, Samac DA, Vance CP: The Affymetrix Medicago GeneChip® array is applicable for transcript analysis of alfalfa (Medicago sativa). Funct Plant Biol. 2006, 33 (8): 783-788. 10.1071/FP06065.View ArticleGoogle Scholar
- Kondorosi E, Redondo-Nieto M, Kondorosi A: Ubiquitin-Mediated Proteolysis. To Be in the Right Place at the Right Moment during Nodule Development. Plant Physiol. 2005, 137 (4): 1197-1204. 10.1104/pp.105.060004.PubMedPubMed CentralView ArticleGoogle Scholar
- Roudier F, Fedorova E, Lebris M, Lecomte P, Gyorgyey J, Vaubert D, Horvath G, Abad P, Kondorosi A, Kondorosi E: The Medicago Species A2-Type Cyclin Is Auxin Regulated and Involved in Meristem Formation But Dispensable for Endoreduplication-Associated Developmental Programs. Plant Physiol. 2003, 131 (3): 1091-1103. 10.1104/pp.102.011122.PubMedPubMed CentralView ArticleGoogle Scholar
- Morey JS, Ryan JC, Dolah FMV: Microarray validation: factors influencing correlation between oligonucleotide microarrays and real-time PCR. Biol Proced Online. 2006, 8: 175-193. 10.1251/bpo126.PubMedPubMed CentralView ArticleGoogle Scholar
- Goffard N, Weiller G: GeneBins: A database for classifying gene expression data. [http://bioinfoserver.rsbs.anu.edu.au/utils/GeneBins/]
- Thimm O, Blasing O, Gibon Y, Nagel A, Meyer S, Kruger P, Selbig J, Muller L, Rhee S, Stitt M: MAPMAN: a user-driven tool to display genomics data sets onto diagrams of metabolic pathways and other biological processes. Plant Journal. 2004, 37: 914-939. 10.1111/j.1365-313X.2004.02016.x.PubMedView ArticleGoogle Scholar
- Goffard N, Weiller G: PathExpress: A web-based tool to identify relevant pathways in gene expression data. [http://bioinfoserver.rsbs.anu.edu.au/utils/PathExpress/]
- TAIR: Arabidopsis Gene Family Information. [http://www.arabidopsis.org/browse/genefamily/index.jsp]
- Guo A, He K, Liu D, Bai S, Gu X, Wei L, Luo J: DATF: a database of Arabidopsis transcription factors. Bioinformatics. 2005, 21 (10): 2568-2569. 10.1093/bioinformatics/bti334.PubMedView ArticleGoogle Scholar
- Kiss JZ, Guisinger MM, Miller AJ, Stackhouse KS: Reduced Gravitropism in Hypocotyls of Starch-Deficient Mutants of Arabidopsis. Plant Cell Physiol. 1997, 38 (5): 518-525.PubMedView ArticleGoogle Scholar
- Perrin RM, Young LS, Narayana Murthy UM, Harrison BR, Wang Y, Will JL, Masson PH: Gravity Signal Transduction in Primary Roots. Ann Bot. 2005, 96 (5): 737-743. 10.1093/aob/mci227.PubMedPubMed CentralView ArticleGoogle Scholar
- Lerouxel O, Cavalier DM, Liepman AH, Keegstra K: Biosynthesis of plant cell wall polysaccharides -- a complex process. Current Opinion in Plant Biology. 2006, 9 (6): 621-630. 10.1016/j.pbi.2006.09.009.PubMedView ArticleGoogle Scholar
- Lamport DTA: Life behind cell walls: paradigm lost, paradigm regained. Cellular and Molecular Life Sciences. 2001, 58 (10): 1363-1385. 10.1007/PL00000782.PubMedView ArticleGoogle Scholar
- Blamey FPC: A role for pectin in the control of cell expansion. Soil Science and Plant Nutrition. 2003, 49 (6): 775-783.View ArticleGoogle Scholar
- Pien S, Wyrzykowska J, Fleming AJ: Novel marker genes for early leaf development indicate spatial regulation of carbohydrate metabolism within the epical meristem. Plant Journal. 2001, 25 (6): 663-674. 10.1046/j.1365-313x.2001.01002.x.PubMedView ArticleGoogle Scholar
- Hohnjec N, Perlick AM, Puhler A, Kuster H: The Medicago truncatula sucrose synthase gene MtSucS1 is activated both in the infected region of root nodules and in the cortex of roots colonized by arbuscular mycorrhizal fungi. Molecular Plant-Microbe Interactions. 2003, 16 (10): 903-915. 10.1094/MPMI.2003.16.10.903.PubMedView ArticleGoogle Scholar
- Wasson AP, Pellerone FI, Mathesius U: Silencing the flavonoid pathway in Medicago truncatula inhibits root nodule formation and prevents auxin transport regulation by rhizobia. Plant Cell. 2006, 18 (7): 1617-1629. 10.1105/tpc.105.038232.PubMedPubMed CentralView ArticleGoogle Scholar
- van Noorden GE, Kerim T, Goffard N, Wiblin R, Pellerone FI, Rolfe BG, Mathesius U: Overlap of Proteome Changes in Medicago truncatula in Response to Auxin and Sinorhizobium meliloti. Plant Physiol. 2007, 144 (2): 1115-1131. 10.1104/pp.107.099978.PubMedPubMed CentralView ArticleGoogle Scholar
- Peer WA, Bandyopadhyay A, Blakeslee JJ, Makam SN, Chen RJ, Masson PH, Murphy AS: Variation in Expression and Protein Localization of the PIN Family of Auxin Efflux Facilitator Proteins in Flavonoid Mutants with Altered Auxin Transport in Arabidopsis thaliana. Plant Cell. 2004, 16 (7): 1898-1911. 10.1105/tpc.021501.PubMedPubMed CentralView ArticleGoogle Scholar
- Coronado C, Zuanazzi JAS, Sallaud C, Quirion JC, Esnault R, Husson HP, Kondorosi A, Ratet P: Alfalfa Root Flavonoid Production Is Nitrogen Regulated. Plant Physiol. 1995, 108 (2): 533-542.PubMedPubMed CentralGoogle Scholar
- Subramanian S, Stacey G, Yu O: Endogenous isoflavones are essential for the establishment of symbiosis between soybean and Bradyrhizobium japonicum. The Plant Journal. 2006, 48 (2): 261-273. 10.1111/j.1365-313X.2006.02874.x.PubMedView ArticleGoogle Scholar
- Kubo H, Peeters AJM, Aarts MGM, Pereira A, Koornneef M: ANTHOCYANINLESS2, a Homeobox Gene Affecting Anthocyanin Distribution and Root Development in Arabidopsis. Plant Cell. 1999, 11 (7): 1217-1226. 10.1105/tpc.11.7.1217.PubMedPubMed CentralView ArticleGoogle Scholar
- Schnabel EL, Frugoli J: The PIN and LAX families of auxin transport genes in Medicago truncatula. Molecular Genetics and Genomics. 2004, 272 (4): 420-432. 10.1007/s00438-004-1057-x.PubMedView ArticleGoogle Scholar
- Gälweiler L, Guan C, Müller A, Wisman E, Mendgen K, Yephremov A, Palme K: Regulation of Polar Auxin Transport by AtPIN1 in Arabidopsis Vascular Tissue. Science. 1998, 282 (5397): 2226-2230. 10.1126/science.282.5397.2226.PubMedView ArticleGoogle Scholar
- Abas L, Benjamins R, Malenica N, Paciorek T, Wisniewska J, Moulinier-Anzola JC, Sieberer T, Friml J, Luschnig C: Intracellular trafficking and proteolysis of the Arabidopsis auxin-efflux facilitator PIN2 are involved in root gravitropism. Nature Cell Biology. 2006, 8 (3): 249-256. 10.1038/ncb1369.PubMedView ArticleGoogle Scholar
- Lewis DR, Miller ND, Splitt BL, Wu G, Spalding EP: Separating the Roles of Acropetal and Basipetal Auxin Transport on Gravitropism with Mutations in Two Arabidopsis Multidrug Resistance-Like ABC Transporter Genes. Plant Cell. 2007, 19: 1838-1850. 10.1105/tpc.107.051599.PubMedPubMed CentralView ArticleGoogle Scholar
- Dello Ioio R, Linhares FS, Scacchi E, Casamitjana-Martinez E, Heidstra R, Costantino P, Sabatini S: Cytokinins determine Arabidopsis root-meristem size by controlling cell differentiation. Current Biology. 2007, 17 (8): 678-682. 10.1016/j.cub.2007.02.047.PubMedView ArticleGoogle Scholar
- Iwama A, Yamashino T, Tanaka Y, Sakakibara H, Kakimoto T, Sato S, Kato T, Tabata S, Nagatani A, Mizuno T: AHK5 Histidine Kinase Regulates Root Elongation Through an ETR1-Dependent Abscisic Acid and Ethylene Signaling Pathway in Arabidopsis thaliana. Plant Cell Physiology. 2007, 48 (2): 375-380. 10.1093/pcp/pcl065.PubMedView ArticleGoogle Scholar
- Casamitjana-Martinez E: Receptor Kinase Signaling in Arabidopsis Root Meristem Maintenance. Department of Developmental Genetics volume Ph.D. Utrecht , University of Utrecht; 2003, 103-Google Scholar
- Casamitjana-Martinez E, Hofhuis HF, Xu J, Liu CM, Heidstra R, Scheres B: Root-Specific CLE19 Overexpression and the sol1/2: Suppressors Implicate a CLV-like Pathway in the Control of Arabidopsis Root Meristem Maintenance. Current Biology. 2003, 13 (16): 1435-1441. 10.1016/S0960-9822(03)00533-5.PubMedView ArticleGoogle Scholar
- Narita NN, Moore S, Horiguchi G, Kubo M, Demura T, Fukuda H, Goodrich J, Tsukaya H: Overexpression of a novel small peptide ROTUNDIFOLIA4 decreases cell proliferation and alters leaf shape in Arabidopsis thaliana. Plant Journal. 2004, 38 (4): 699-713. 10.1111/j.1365-313X.2004.02078.x.PubMedView ArticleGoogle Scholar
- Wen J, Lease KA, Walker JC: DVL, a novel class of small polypeptides: overexpression alters Arabidopsis development. Plant J. 2004, 37 (5): 668-677. 10.1111/j.1365-313X.2003.01994.x.PubMedView ArticleGoogle Scholar
- Pearce G, Moura DS, Stratmann J, Ryan CA: RALF, a 5-kDa ubiquitous polypeptide in plants, arrests root growth and development. P Nat Acad Sci USA. 2001, 98 (22): 12843-12847. 10.1073/pnas.201416998.View ArticleGoogle Scholar
- Galinha C, Hofhuis H, Luijten M, Willemsen V, Blilou I, Heidstra R, Scheres B: PLETHORA proteins as dose-dependent master regulators of Arabidopsis root development. in Nature volume 449 issue (7165) Nature Publishing Group;2007: 1053-1057. 10.1038/nature06206.PubMedView ArticleGoogle Scholar
- Braybrook SA, Stone SL, Park S, Bui AQ, Le BH, Fischer RL, Goldberg RB, Harada JJ: Genes directly regulated by LEAFY COTYLEDON2 provide insight into the control of embryo maturation and somatic embryogenesis. P Nat Acad Sci USA. 2006, 103 (9): 3468-3473. 10.1073/pnas.0511331103.View ArticleGoogle Scholar
- Tian C, Muto H, Higuchi K, Matamura T, Tatematsu K, Koshiba T, Yamamoto KT: Disruption and overexpression of auxin response factor 8 gene of Arabidopsis affect hypocotyl elongation and root growth habit, indicating its possible involvement in auxin homeostasis in light condition. Plant Journal. 2004, 40 (3): 333-343. 10.1111/j.1365-313X.2004.02220.x.PubMedView ArticleGoogle Scholar
- Wang JW, Wang LJ, Mao YB, Cai WJ, Xue HW, Chen XY: Control of Root Cap Formation by MicroRNA-Targeted Auxin Response Factors in Arabidopsis. Plant Cell. 2005, 17 (8): 2204-2216. 10.1105/tpc.105.033076.PubMedPubMed CentralView ArticleGoogle Scholar
- Cui H, Levesque MP, Vernoux T, Jung JW, Paquette AJ, Gallagher KL, Wang JY, Blilou I, Scheres B, Benfey PN: An Evolutionarily Conserved Mechanism Delimiting SHR Movement Defines a Single Layer of Endodermis in Plants. Science. 2007, 316 (5823): 421-425. 10.1126/science.1139531.PubMedView ArticleGoogle Scholar
- Heckmann AB, Lombardo F, Miwa H, Perry JA, Bunnewell S, Parniske M, Wang TL, Downie JA: Lotus japonicus nodulation requires two GRAS domain regulators, one of which is functionally conserved in a non-legume. Plant Physiology. 2006, 142 (4): 1739-1750. 10.1104/pp.106.089508.PubMedPubMed CentralView ArticleGoogle Scholar
- Greb T, Clarenz O, Schafer E, Muller D, Herrero R, Schmitz G, Theres K: Molecular analysis of the LATERAL SUPPRESSOR gene in Arabidopsis reveals a conserved control mechanism for axillary meristem formation. Genes Dev. 2003, 17 (9): 1175-1187. 10.1101/gad.260703.PubMedPubMed CentralView ArticleGoogle Scholar
- Hayat MA: Basic Techniques for Transmission Electron Microscopy . Academic Press; 1986Google Scholar
- Wu Z, Irizarry RA, Gentleman R, Murillo FM, Spencer F: A Model Based Background Adjustment for Oligonucleotide Expression Arrays. Technical Report John Hopkins University, Department of Biostatistics Working Papers, Baltimore, MD;. 2004Google Scholar
- Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JY, Zhang J: Bioconductor: open software development for computational biology and bioinformatics. Genome Biol. 2004, 5 (10): R80-10.1186/gb-2004-5-10-r80.PubMedPubMed CentralView ArticleGoogle Scholar
- Callow MJ, Dudoit S, Gong EL, Speed TP, Rubin EM: Microarray expression profiling identifies genes with altered expression in HDL-deficient mice. Genome Research. 2000, 10: 2022-2029. 10.1101/gr.10.12.2022.PubMedPubMed CentralView ArticleGoogle Scholar
- Kanehisa M, Goto S, Kawashima S, Okuno Y, Hattori M: The KEGG resource for deciphering the genome. Nucleic Acids Res. 2004, 32 (Database issue): D277-80. 10.1093/nar/gkh063.PubMedPubMed CentralView ArticleGoogle Scholar
- Goffard N, Weiller G: GeneBins: a database for classifying gene expression data, with application to plant genome arrays. BMC Bioinformatics. 2007, 8: 87-10.1186/1471-2105-8-87.PubMedPubMed CentralView ArticleGoogle Scholar
- Goffard N, Weiller G: PathExpress: a web-based tool to identify relevant pathways in gene expression data . Nucl Acids Res. 2007Google Scholar
- Goto S, Okuno Y, Hattori M, Nishioka T, Kanehisa M: LIGAND: database of chemical compounds and reactions in biological pathways. Nucleic Acids Res. 2002, 30 (1): 402-404. 10.1093/nar/30.1.402.PubMedPubMed CentralView ArticleGoogle Scholar
- Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ: Basic local alignment search tool. J Mol Biol. 1990, 215 (3): 403-410.PubMedView ArticleGoogle Scholar
- Cho RJ, Huang M, Campbell MJ, Dong H, Steinmetz L, Sapinoso L, Hampton G, Elledge SJ, Davis RW, Lockhart DJ: Transcriptional regulation and function during the human cell cycle. Nat Genet. 2001, 27 (1): 48-54. 10.1038/83751.PubMedView ArticleGoogle Scholar
- Frickey T, Benedito VA, Udvardi M, Weiller G: AffyTrees: facilitating comparative analysis of Affymetrix plant microarray chips. Plant Physiol. 2008, 146: 377-386. 10.1104/pp.107.109603.PubMedPubMed CentralView ArticleGoogle Scholar
- Frickey T, Weiller G: AffyTrees. [http://bioinfoserver.rsbs.anu.edu.au/utils/affytrees/]
- Searle IR, Men AE, Laniya TS, Buzas DM, Iturbe-Ormaetxe I, Carroll BJ, Gresshoff PM: Long-distance signaling in nodulation directed by a CLAVATA1-like receptor kinase. Science. 2003, 299 (5603): 109-112. 10.1126/science.1077937.PubMedView ArticleGoogle Scholar
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