Genetic analyses of plant symbiotic mutants has led to the identification of key genes involved in Rhizobium-legume communication as well as in development and function of nitrogen fixing root nodules. However, the impact of these genes in coordinating the transcriptional programs of nodule development has only been studied in limited and isolated studies. Here, we present an integrated genome-wide analysis of transcriptome landscapes in Lotus japonicus wild-type and symbiotic mutant plants. Encompassing five different organs, five stages of the sequentially developed determinate Lotus root nodules, and eight mutants impaired at different stages of the symbiotic interaction, our data set integrates an unprecedented combination of organ- or tissue-specific profiles with mutant transcript profiles. In total, 38 different conditions sampled under the same well-defined growth regimes were included. This comprehensive analysis unravelled new and unexpected patterns of transcriptional regulation during symbiosis and organ development. Contrary to expectations, none of the previously characterized nodulins were among the 37 genes specifically expressed in nodules. Another surprise was the extensive transcriptional response in whole root compared to the susceptible root zone where the cellular response is most pronounced. A large number of transcripts predicted to encode transcriptional regulators, receptors and proteins involved in signal transduction, as well as many genes with unknown function, were found to be regulated during nodule organogenesis and rhizobial infection. Combining wild type and mutant profiles of these transcripts demonstrates the activation of a complex genetic program that delineates symbiotic nitrogen fixation. The complete data set was organized into an indexed expression directory that is accessible from a resource database, and here we present selected examples of biological questions that can be addressed with this comprehensive and powerful gene expression data set.
Citation: Høgslund N, Radutoiu S, Krusell L, Voroshilova V, Hannah MA, Goffard N, et al. (2009) Dissection of Symbiosis and Organ Development by Integrated Transcriptome Analysis of Lotus japonicus Mutant and Wild-Type Plants. PLoS ONE 4(8): e6556. https://doi.org/10.1371/journal.pone.0006556
Editor: Nicholas James Provart, University of Toronto, Canada
Received: March 17, 2009; Accepted: June 18, 2009; Published: August 7, 2009
Copyright: © 2009 Høgslund et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: Danish National Research Foundation (Research Centre CARB), Danish Cancer Society, Danish Agency for Science Technology and Innovation- SJVF 2113-04-0018, Danish Agency for Nature and Univers- FNU-272-05-0023. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Legumes constitute the third largest family (Fabaceae) of flowering plants and they are second only to grasses in their economic and nutritional importance. Several legumes, including soybean, common bean and alfalfa, are major crops producing protein and oil for food and feed. A key trait of legumes is the competence for symbiotic nitrogen fixation, which is the result of an intimate relationship with a group of soil living bacteria collectively called rhizobia. Initial signal exchange between the symbiotic partners triggers a plant morphogenetic program leading to the formation of root nodules, inside which bacteria is hosted and which reduce gaseous nitrogen into ammonium. This eliminates the need for nitrogen fertilizer in crop legumes. Not only does the understanding of this mutualistic association hold the key to a better exploitation of a trait important in agriculture, it also provides insights into molecular processes controlling microbe recognition, pathogen defense and plant organogenesis. Providing impetus to legume research, Lotus japonicus and Medicago truncatula have been adopted as the principal model legumes. Their diploid genome, short life cycle, susceptibility to Agrobacterium transformation, and other favourable biological features distinguish Lotus and Medicago from the crop legumes, and these features are the foundations for implementation of the current genetics and genomics approaches.
One of the goals of research on symbiotic nitrogen fixation is to identify and assign a function to all genes acting in the pathways leading from bacterial recognition to development of a new plant organ, the nodule, and to determine how they interact. Legumes encode all functions necessary for nodule development, as demonstrated by the spontaneous development of nodules in certain legume mutants grown axenically , . Thus, by studying plant genes alone, the genetic disposition for root nodule development can be elucidated. In recent years, several symbiotic mutants impaired at different stages of nodulation and mycorrhization have been characterized, and key genes have been identified using genetic approaches (reviewed in ). Bacterial signals, called Nod-factors are perceived in Lotus by the NFR1 and NFR5 receptor kinases, and both receptors are required for the host plant to initiate infection and nodule organogenesis –. Further downstream, comparable gene products from Lotus and Medicago contribute to the signal transduction pathway shared with mycorrhizal fungi . SYMRK/NORK/DMI1, a leucine rich repeat receptor kinase , , CASTOR and POLLUX/DMI2, a putative cation channel(s) , , as well as the nucleoporins NUP133 and NUP85 ,  are all required for induction of calcium spiking, a rapid physiological response in root hairs detected after Nod-factor application . Calcium spiking is believed to be interpreted by a calcium calmodulin dependent kinase, CCAMK, which acts together with the CYCLOPS protein to mediate downstream responses , –. Putative transcriptional regulators NIN, NSP1, NSP2 and members of the ERF transcription factor (TF) family mediate bacterial infection at the root epidermis and nodule organogenesis in the root cortex –.
As a result of large-scale genome sequencing efforts, lists of genes with unknown function are expanding rapidly, and, consequently, there is a need to apply high-throughput approaches for rapid characterization of genes. Plant genomics tools have matured in the non-legume Arabidopsis, and array-based transcript profiling has become efficient and widely used. One major outcome is the expansion of data resources, like the AtGenExpress project, that hold gene expression information for almost all Arabidopsis genes.
More recently, large scale sequencing in legumes provided the information for array design and production, and several studies of rhizobial associations have been conducted using EST-based macro- and micro-arrays in both Medicago – and Lotus –. These studies have identified legume-specific genes, rhizobia-inoculation-responsive genes (early nodulins) and genes functioning in mature nodules (late nodulins).
The Lotus japonicus genome sequencing project  allowed the design of an Affymetrix GeneChip® containing more than 52,000 Lotus probe sets (collection of probes on the GeneChip® designed to represent a transcript), representing all known and predicted open reading frames (ORFs) in the available 315 Mb gene space. By coupling the power of nearly full genome coverage with organ-specific sampling we were able to unravel the transcriptional signatures caused by genetically arresting nodule development at different stages. We present these data as a web-accessible resource containing gene expression data covering several aspects of legume development and symbiotic biology.
Results and Discussion
The Lotus Transcript Profiling Resource
The Lotus japonicus GeneChip® contains 52,749 Lotus and 8,710 Mesorhizobium loti (M. loti) derived probe sets, each representing a known or predicted open reading frame (ORF) or miRNA. We used this platform to profile the transcriptome of roots, root nodules, stems, leaves and flowers and to identify Lotus genes defining the identity of the main legume organs. A special effort was devoted towards profiling the symbiotic interaction with the microsymbiont, M. loti, and development of root nodules. The determinate nature of root nodule development in Lotus lends itself to this approach since the developmental stages occur sequentially. Eight Lotus mutants arrested at different stages in the symbiotic process and a root nodule developmental time-series was profiled in order to define important regulatory checkpoints. To complement this approach we included a selection of tissues from shoot and root in order to evaluate Rhizobium-legume interactions and shoot-root communication, which is known to be essential for controlling nodule number . Finally, we measured the effect of four different treatments, nitrate, Nod-factor, inoculation with an M. loti nodC mutant, and inoculation with the M. loti wild-type on the transcriptome. To minimize biological variation, plants were grown under the same conditions and all samples from a particular condition/treatment were harvested at the same time of the day. To strengthen the universal validity of the results, biological replicates were obtained by growing all plants in three spatially and temporally separated batches, with all conditions represented in each batch. By setting up three experiments and three harvests, we ensured that all observed differences are reproducible between experiments, and not just between samples harvested in a single experiment, which is a commonly used strategy. Altogether, 38 sets of transcriptional profiles were obtained from roots, nodules, shoots, leaves, stems and flowers exposed to a variety of treatments (Table 1, Figure S1).
Annotation of the Lotus genome and thus the assignment of gene identification indices is not yet fully completed. When describing expression patterns, a gene or an “ID” (shorthand for “identifier”) therefore refers to a predicted transcript whose sequence guided the design of a Probe Set on the Lotus Affymetrix array. Unless otherwise stated, a False Discovery Rate (FDR) corrected p-value≤0.05 was used as the criterion for significance in all statistical analyses, in combination with an |M|≥1 filter, where M is the log2 ratio of average expression values from any two conditions.
A database holding raw and normalized expression data, together with information about sample generation and characteristics was created and is publicly available (http://www.brics.dk/cgi-compbio/Niels/index.cgi). This website also features a comprehensive set of tools for mining and presenting the data, such as a tool to visualize the expression profile of one or more genes across conditions, and a pattern matching tool that can be used to identify genes having similar expression profiles. The database is an open and flexible source for extracting and comparing transcript profiles (expression pattern of a transcript across conditions) according to individual research objectives. Furthermore, all gene expression data have been deposited in the ArrayExpress database (http://www.ebi.ac.uk/microarray-as/ae/).
Here we illustrate how this data set can be mined to extract biologically meaningful information using only a fraction of this very large data set.
Lotus transcriptional dynamics during nodule development and onset of symbiotic nitrogen fixation
To thoroughly uncover the root- and nodule- transcriptome regulation during the establishment of symbiotic nitrogen fixation, we used the Lotus whole genome array to identify the changes induced at the mRNA level by the microsymbiont M. loti. Four distinct developmental stages were chosen. The first stage was one day post inoculation (1 dpi), when early signalling events have been initiated; root hairs curl and entrap bacteria. The next stage was 3 dpi, when the infection process has been initiated, and the first infection threads are visible. At 7 dpi, nodule primordia are formed, and organogenesis is progressing, and at 21 dpi when most of the nodules are mature, symbiosome differentiation is complete and symbiotic nitrogen fixation established. In an attempt to capture the regulation processes in both nodules and the supporting roots we chose to profile transcripts of whole root systems carrying developing or fully developed nodules. First, the transcript profile of each developmental stage was compared to uninoculated roots, and only genes satisfying the previously mentioned criteria (M, FDR) in these contrasts were used in the subsequent comparisons presented here. In the time-course experiment a particular gene was considered stage(s)-specific if the above criteria were met only at that particular developmental stage(s).
The general picture that emerged from comparing uninoculated to inoculated/nodulated roots at the selected time-points was that positive and negative transcriptional regulation primarily occurred at 1 dpi (1015 IDs) and 21 dpi (2930 IDs). A smaller number of genes were stage-specifically regulated at 3 and 7 dpi, corresponding to 283 and 633 IDs, respectively. At 3 and 7 dpi, the majority of stage-specific genes were up-regulated (67% at 3 and 69% at 7 dpi), in contrast to 1 and 21 dpi where a more equal distribution of up-/down-regulated specific genes (44/56% at 1 dpi and 48/52% at 21 dpi) was observed (Figure S2). Surprisingly, only a small number of genes (48 IDs) were regulated throughout the entire developmental time-course. This group includes several nodulins, serpins, expansin, pectinestarases, endo-1,4-beta-D-glucanases and pectate lyase. Up-regulation of the latter enzymes involved in cell wall extension and loosening, is in good agreement with the general belief that modification of cell walls is important for nodule growth and expansion, for infection thread initiation and elongation towards the primordia, and for release of rhizobia into nodule cells. Several of these cell wall modifying genes were also found highly induced during the development of nematode syncytia –.
Several genes encoding putative transcriptional regulators (TFs), like Nin, Nsp1, a GRAS-type TF highly similar to Nsp2 (Nsp3), ARR8 and others (Myb-like, Wuschel-like homeobox, ERF-AP2 and CCAAT) were also found to be regulated during nodule development. Nin  maintained a high expression level from 1 to 21 dpi, while Nsp1  had the highest level at 1 dpi (4 fold up-regulated) followed by a slight decline in the level of induction (1.5 fold up-regulated at 21 dpi), which is in agreement with the previously reported expression pattern. In our data set, the Nsp2 gene was found to be strongly down-regulated (12 fold at 21 dpi), but no induction was observed at 1 or 7 dpi when the whole root was analyzed. However, looking in more detail at the root susceptible zone (SZ) 1 dpi, a slight up-regulation of Nsp2 was observed. Interestingly, Nsp3 was identified as significantly down-regulated throughout the time-course analysis indicating multiple functions of several GRAS-type TFs during nodule development and maintenance (Folder S1).
Induction of known nodulins including N21, N16, N26, N56 and leghemoglobin was confirmed. Several of these were up-regulated at all stages investigated (N16 and N26), whereas N21 and leghemoglobin were specifically up-regulated later, at 7 and 21 dpi during nodule development. The sulfate transporter gene, Sst1, was highly induced at 21 dpi supporting the reported induction between 7 and 14 dpi  (Folder S1).
One of the most prominent types of genes, that were down-regulated specifically at 1 dpi in Lotus, is encoding apyrase (3 IDs). Our experimental set-up did not cover the 3 and 6 hours after inoculation at which up-regulation of this gene was observed by Cohn et al. , but we do observe the down-regulation at 1 dpi previously observed by Navarro-Gochicoa et al. . Interestingly, given recent data on their involvement in growth, development and signalling this suggests a key role for the control of extracellular ATP during the establishment of symbiosis , .
Suppression of plant defense mechanisms during nodulation was previously reported , . Analysis of the defense related genes revealed down-regulation for several of them at 1 dpi indicating that M. loti is recognized as a beneficial microbe. This includes esterase/lipases, disease resistance response protein 206, and TMV resistance protein N, previously found to be involved in defense responses activated during pathogen infections , . However, some defense related genes were found up-regulated 1 day after inoculation including those encoding PR1 and thaumatin. Up-regulation of genes encoding serpins (cysteine protease inhibitors), which suppress cell-death , was observed at all nodule developmental stages. This implies, that during establishment and development of root symbiosis, cell death processes are inactivated, which might be important for accommodation of the bacterial symbiont within the plant cells (Folder S1).
Phytohormones are known to play an important role during root nodule development –. Application of exogenous ethylene or stimulation of ethylene biosynthesis suppresses nodulation, whereas application of ethylene biosynthesis inhibitors increases nodule number . Antagonism between Nod-factor and ethylene perception has also been shown . One day after application of rhizobia, a significant reduction of ethylene biosynthesis gene-transcripts was detected while transcript levels of the ethylene receptors, which negatively regulates ethylene mediated signalling pathways were found to increase. This effect was reversed at 7 dpi when an ethylene biosynthetic gene was strongly up-regulated along with TFs previously identified to be involved in the ethylene signalling pathway. These observations indicate that a tight regulation of ethylene biosynthesis and its signalling pathway is necessary for proper root nodule development and rhizobial infection.
Initiation of root nodule development involves de-differentiation of cortical cells resulting in cell proliferation and initiation of a new meristem, the root nodule primordium. The plant phytohormone cytokinin has been shown to play an important role in this process –. We found that several histidine kinase encoding genes (putative cytokinin receptors) were up-regulated at 3 and 7 dpi, when nodule primordia develop, and then down-regulated at 21 dpi when mature nodules developed. The earliest cytokinin-related response observed at 1 dpi was the induction of a cytokinin oxidase gene and a strong up-regulation of ARR8, which remained at high levels throughout the entire time-course. In Arabidopsis, it is hypothesized that ARR8 and ARR9 are key elements in the cytokinin regulation of lateral root development . We found homologs of ARR9 to be up-regulated at 21 dpi together with several other ARRs (ARR3 and 17, Folder S1). Their involvement in establishment of nitrogen-fixing symbiosis is an example of general plant developmental genes employed for root nodule development. Components of the brassinosteroid, abscisic acid, gibberellin, auxin and jasmonate signalling pathways were also identified in our time course data as being tightly regulated through-out nodule development, indicating a strong phytohormonal control of the process (Folder S1).
Previous transcriptomic studies performed on Lotus and other legume species showed regulation of metabolic pathways during symbiotic nitrogen fixation. Here, we found down-regulation of flavonoid biosynthesis genes, up-regulation of genes for carbohydrate metabolism and a strong up-regulation of genes for amino acid metabolism in mature nodules. Amino acid and ammonium exchange between the plant host and bacteria is important for symbiotic nitrogen fixation, and analyses of our data showed regulation of genes encoding proteins involved in glutamate and asparagine biosynthesis in 21 dpi nodules. Glutamine hydrolase involved in glutamine conversion to glutamate was highly up-regulated together with asparagine synthase and asparatate aminotransferase genes. A strong up-regulation of several peptide transporter genes was also detected, probably reflecting the importance of amino acid transport during nodule development and maintenance of symbiotic nitrogen fixation.
Root sectors undergo specific transcriptional reprogramming after M. loti inoculation
Legume roots are able to recognize rhizobia as symbionts and previous microscopic, and genetic studies performed on different legume species showed that the root sector containing elongating root hairs is the most responsive to the presence of Nod factor producing symbiotic bacteria (reviewed in ). We have used the term “susceptible zone (SZ)” for this root segment. In order to have a comprehensive view of Lotus whole root reactions to symbiotic bacteria, we analyzed the responses 24 hours after application of M. loti wild-type and M. loti nodC (mutant unable to produce Nod-factors). Furthermore, we have analyzed the transcriptional changes in the SZ upon application of purified Nod factors and Nod factor-producing bacteria. The transcript profile of the treated whole roots and SZs were compared to the corresponding untreated root sectors. Only genes, satisfying the significance criteria (M, FDR) in these contrasts were used for subsequent analysis. A particular gene was considered root sector and/or treatment-specific if the above criteria were met only at the specified condition(s).
An interesting feature was observed when the whole root gene expression was compared to the SZ in response to M. loti treatment. Although the SZ has the most prominent morphological reaction towards rhizobia, we found that the whole root was more responsive to inoculation than the SZ (638 IDs regulated in the whole root compared 357 in the SZ). Around 50% of M. loti regulated genes in the whole root were specific (288 IDs out of 638) (Folder S2). Their tendency was down-regulation, except for those predicted to be involved in energy, nucleotide and amino acids metabolic pathways which were generally found to be up-regulated (Figure 1A). To estimate the extend of dilution effects in this comparison we looked at transcript levels for the Nin and Enod40 genes that were previously shown to be specifically transcribed in the SZ. Both genes showed similar levels of transcriptional activity in the whole root and the SZ indicating a minimal impact from dilution.
Number of specific IDs down-regulated (white) and up-regulated (grey) at the whole root level (A) and in the SZ (B) 24 hours after M. loti inoculation. IDs are organized based on their KEGG annotation (metabolism of: 1.1-carbohydrate, 1.2- energy, 1.3- lipid, 1.4- nucleotide, 1.5- amino acid, 1.6- other amino acids, 1.7- glycan biosynthesis and metabolism, 1.9- cofactors and vitamins, 1.10- biosynthesis of secondary metabolites, and 1.11- xenobiotics biodegradation and metabolism) and their putative annotation (TF-transcription factor, R-receptor, K-kinase, D-defense, TR-transporter, U-unknown). Graph insets show the total number of probe sets down-regulated (blue) and up-regulated (red) in the analyzed tissues with the specific ones in brackets. C) Pattern of the IDs regulated by M. loti at the whole root level (FDR≤0.05 and |M|≥1) in the other analyzed tissues and treatment (R-whole root, SZ-susceptible zone, NF-Nod factor)
We found in the SZ less than 25% of the M. loti regulated genes to be specific (77 out of 357 IDs) (Folder S2), and most of them were up-regulated. This trend was clear for genes involved in regulation of metabolic pathways, while those implicated in signal transduction (TFs, receptors and kinases) were regulated in both directions (Figure 1B). This shows that symbiotic bacteria trigger distinct processes in Lotus root sectors differing in their developmental status or susceptibility.
Transcriptome analysis of Lotus roots exposed to M. loti nodC mutant revealed a very limited response. Genes corresponding to only 10 IDs were found significantly regulated, indicating that Nod-factor perception is a prerequisite for most of the subsequent transcriptional responses of the legume root (Figure 1C). On the other hand, Nod-factor treatment led to widespread changes in the Lotus transcriptome. Approximately 10% of all genes were regulated (5014 IDs, of which 4551 were specific) (Folder S2). Many of the genes, which were found affected by Nod-factor producing bacteria, were also regulated by the Nod-factor treatment (120 IDs for the SZ and 166 IDs for the whole root) (Folder S2).
Although limited morphological responses are observed on legume roots 24 hours post-inoculation, major changes occur at molecular and cellular levels . In order to understand how different gene classes previously implicated in the early symbiotic events participate in rhizobial induced signal transduction cascades, we identified TFs, receptors and kinases specifically regulated in response to M. loti in wild-type Lotus roots (Figure S3A to F). In the SZ, a specific set of TFs (8 IDs), receptors and kinases (8 IDs) were responding to rhizobia (Figure S3A and D). Besides these TFs regulated specifically by M. loti, an additional number (7 IDs) were found regulated in the SZ by Nod-factor application (Figure S3C). The identified TFs belong to different classes, and included Nsp2, which is part of the GRAS family. Lotus homologs of Arabidopsis TFs required for specification of meristem identity in the aerial parts (MYB17-chr5.CM0148.21 and AGL62- chr5.TM1466.3.1) were regulated in the SZ upon rhizobial inoculation. In addition, a homolog of ANR1 (chr2.CM0177.35.1), a nitrogen-dependent regulator of Arabidopsis lateral root development , was down-regulated in both rhizobial and Nod-factor treated roots.
Coordination of phytohormone signalling in particular legume root cell layers is required for nodule primordium initiation and nodule number regulation , . Our detailed transcriptome analysis of Lotus roots points towards a complex hormonal regulation, and genes predicted to encode proteins involved in ethylene, auxin, cytokinin, brassinosteroid, jasmonic acid, and abscisic acid signalling pathways, were regulated by M. loti or M. loti Nod-factor in the first 24 hours (Folder S2). Both upstream and downstream signalling components of cytokinin pathway were regulated showing that hormonal control feedback loops are set in place (Figure S3G and H). Differences in expression pattern of specific signalling components were found between the whole root and the SZ in the presence of. M. loti. The cytokinin receptor Lhk1, the downstream response regulator ARR3 and a cytokinin oxidase gene were up-regulated preferentially in the SZ, while the ARR8 was up-regulated in the whole root (Figure S3H). Different cyclin-dependent kinase genes were identified to be specifically up-regulated in the two samples; a type D5 in the SZ, and a type D3 in the whole root (Folder S2). The latter type of kinase was previously shown to be important for determining cell number in developing lateral organs . Taken together, these data indicate that mechanisms controlling nodule numbers (cortical cell division foci) may be established within 24 hours after inoculation.
Symbiotic mutants assist dissecting the sequence of M. loti induced transcriptome changes in Lotus roots
In order to understand the genetic regulation of gene expression during early symbiosis we profiled the SZ of four symbiotic Lotus mutants altered in the initial signalling process induced by M. loti: nfr1, nfr5, nup133 and nin. All four mutants display a non-nodulating, non-infected phenotype, however they differ in their degree of cellular, morphological and physiological responses. nin mutant plants, which are mutated in a putative TF, respond with calcium spiking and substantial root hair deformation . nup133 mutants are affected in one of the nucleopore components, lack calcium spiking, and display limited root hair deformations upon inoculation . nfr1 and nfr5 mutant plants, impaired in LysM receptor kinases, are insensitive to rhizobia or Nod-factor application , . In our analysis, the transcript profile of mutant and wild-type SZ at 1 dpi was compared to the corresponding uninoculated SZ and only genes that satisfied the criteria (M and FDR) in these contrasts were subsequently used for comparisons between different genotypes. A particular gene was considered genotype(s)-specific if the criteria were met only by the specified genotype(s).
None of the mutants had an M. loti induced transcriptome response similar to wild-type plants, showing that the affected genes control key steps in the early signalling pathway (Figure 2A). Nonetheless, of the four mutants, nin plants had a transcript profile most similar to wild-type. Around 40% of the genes (159 IDs), which had an altered expression in the wild-type, were regulated in the nin mutant (Figure 2A and Folder S3), and many of the signalling processes induced by M. loti in the wild-type were also induced in nin mutants (Figure 2B and Folder S3). During the first 24 hours of symbiosis, regulation of more than 75% of the genes that were repressed (63 out of 87 IDs), and over 50% of the genes that were induced (160 out of 301 IDs) in the wild-type depended on NIN. This adds to around 100 genes (122 IDs) found to be nin mutant specific, summing up to a total of over 300 genes (345 IDs) whose correct regulation depended on NIN (Folder S3). Ethylene and brassinosteroid signalling components were regulated upon inoculation in both nin and wild-type while for gibberellic acid and cytokinin signalling, only some of the components were regulated similarly in the two genotypes. None of the genes involved in auxin, abscisic acid or jasmonic acid signalling regulated in wild-type were identified in the nin mutant, suggesting that the Nin gene acts upstream of these M. loti induced hormonal pathways (Figure 2B). Of the TF-encoding genes regulated specifically by M. loti or Nod-factor in wild-type SZ (Figure S3A), two were also regulated in nin, suggesting a function upstream or independent of NIN. Both are predicted to encode helix-loop-helix TFs with unknown function in Arabidopsis. Interestingly, NIN was found not to control its own transcription, and among the two GRAS-type TFs, NSP1 and NSP2, which were previously shown to act upstream of NIN , Nsp2 up-regulation depended on an active Nin gene, while Nsp1 did not (Folder S3).
A) Pattern of the IDs significantly regulated by M.loti in the SZ of wild–type (wt) L. japonicus, in the nfr1, nfr5, nup133 and nin mutants. B) Number of IDs found to be down-regulated in nin (dark green) and wt (light green) and up-regulated in nin (dark red) and in wt (light red) upon M. loti inoculation sorted according to their annotation. C) Pattern of the IDs significantly regulated by M. loti in the SZ of wild-type, nfr1 and nin (only Ljwgs_065168.2_at). Their pattern in the nfr5 and nup133 mutants is presented along. An FDR corrected p-value≤0.05 and |M|≥1 filter were used as criteria for significance. TF-transcription factor, R-receptor, K-kinase, D-defense, CC-cell division, TR- transporters, N-nodulin, GIB-gibberellin, ET- ethylene, CY- cytokinin, A-auxin, ABA-abscisic acid, B-brassinosteroid, JA-jasmonic acid, U- unknown, CYP- cytochrome P450.
In the nfr5 and nup133 mutants the transcript changes in response to M. loti were virtually absent (Figure 2A). A single gene (ubiquitin-conjugating enzyme) was specifically down-regulated in the nfr5, and this regulation was also detected in the nfr1 mutant (see below). In nup133, two genes were specifically down-regulated, one encoding a protein with unknown function, the other a Sec5 protein, which in Arabidopsis is important for cell morphogenesis  (Folder S3). This indicates that root hair morphological changes induced by M. loti in nup133 occur independently of changes in transcript levels or that these were below the detection level at 1 dpi. The occasional nodule formation on the roots of this mutant might be a result of delayed transcriptional changes. These results show that the early changes in transcriptional activity upon M. loti inoculation depend on Nod-factor perception mediated by the NFR5 receptor and on molecular transport through nuclear pores (reviewed in ) or nucleoporin mediated transcriptional activation .
The nfr1 mutant was more responsive to M. loti inoculation compared to nfr5 and nup133. Almost 200 genes (194 IDs) responded to M. loti inoculation in nfr1. The majority of these genes (184 IDs) were specifically regulated in the nfr1 mutant and only 4 genes were also regulated in wild-type (Figure 2C and Folder S3).
Overall, analysis of root transcriptional responses to M. loti in these five genetic backgrounds revealed that regulation of the vast majority of genes (389 out of 393 IDs), in the wild-type SZ depends on both the Nfr1 and Nfr5 genes. Initiation of the signal cascade in response to Nod-factor is therefore most likely mediated by a receptor complex containing both NFR1 and NFR5 or by convergent signalling from two separate NFR1, NFR5 receptor complexes. The remaining four genes regulated in nfr1 mutants may be under control of NFR5 and indicate independent signalling from this receptor. Identification of many genes, which are specifically regulated in the nfr1 mutant in response to M. loti inoculation, may reflect an independent function that is altered in the absence of NFR1 or alternatively, that NFR1 may control this gene set independently. Altogether, these results are in accordance with the described morphological, physiological and symbiotic phenotypes of the nfr1, nfr5 and nup133 mutants , , , and our results show that transcriptional changes induced in L. japonicus SZ by M. loti were dependent on LysM receptor proteins and nucleoporins.
A cyclopean view of the symbiotic process
Cyclops stands out amongst Lotus mutants that develop uninfected nodule primordia. In this class of mutants, cyclops is the only one reported to be impaired in mycorrhizal colonization suggesting a more diverse role for the Cyclops gene. It has been discussed whether Cyclops, in addition to its role in mycorrhization and infection thread formation, is also involved in nodule organogenic pathway progression , . In order to have a better understanding of the processes (de)regulated in cyclops mutants, we profiled the whole root transcriptome at 21 dpi and compared it to uninoculated mutant root. A direct comparison of cyclops and wild-type at 21 dpi revealed large transcriptional differences between these genotypes (44 common IDs, out of which 19 were regulated in opposite directions in the two genotypes). Knowing that cyclops nodules at 21 dpi are delayed in development, and in order to have a better understanding of the processes (de)regulated in this mutant, we undertook an unconventional comparison of temporally different developmental stages. The 21 dpi cyclops roots were compared to wild-type 1, 3, 7 dpi roots aiming to identify a particular stage of symbiosis which matched the transcript profile of cyclops at 21 dpi (Folder S4). This analysis revealed that none of the wild-type transcript profiles from the three stages of symbiosis matched the profile of cyclops at 21 dpi. A small number of common IDs (Figure 3A) regulated in a similar fashion were identified in all comparisons (31 with wt 3 dpi, 28 with wt 7 dpi, 25 with wt 21 dpi and 16 with wt 1 dpi- Folder S4). The majority of regulated genes (163 out of 250 IDs) was specific for cyclops and were not found regulated in the wild-type inoculated roots at any time point analyzed.
A) Pattern of the genes regulated by M. loti in both cyclops and wild-type roots. B) Pattern of genes regulated by M. loti in cyclops whole roots and in the SZ of nin or wild-type. All comparisons were made between M. loti treated and uninoculated whole roots (wild-type in panel A and cyclops) or SZ (wild-type and nin in panel B), respectively. U-unclassified without homolog; N26-nodulin 26; NIN-nodule inception; TF-transcription factor; H-hydrolase; PEL-pectate lyase; EPI-endopeptidase inhibitor; PI-pectinesterase inhibitor; GTPB-GTP binding; T5-taxadienol acetyltransferase; HP-hypothetical protein.
Our analysis therefore showed that genetics and transcriptomics of cyclops converge; more genes are regulated by M. loti in nin than in cyclops when compared to wild-type. However, we identified Nin, N26, a GTP-binding protein, and a couple of enzymes involved in cell wall loosening (Figure 3B) among the genes (10 IDs), which were regulated by M. loti in both mutants and wild-type. In the absence of CYCLOPS, signalling through CCaMK may be partly uncoupled leading to restricted gene regulation. However, among the induced genes we identified Nin, which has been shown to be required for cortical cell divisions and nodule primordium formation . These results emphasize the role of CYCLOPS as a central coordinator of endosymbiosis, possibly through its interaction with CCaMK , and give the possibility for further in-depth analyses aiming to identify key components controlling infection and/or cortical cell division.
Impairment in nitrogen fixation leads to a senescent status at the transcript level
In order to understand how transcript regulation and nitrogen fixation relate to nodule development in the later stages, we analyzed the transcriptome of sen1 and sst1 mutants. The sen1 (sym11) mutants are arrested just before the onset of nitrogen fixation, they form white nodules with no measurable nitrogen fixation activity and they are nitrogen-starved . The sst1 (sym13) mutant plants develop small inefficient pink nodules that senescence prematurely. Nitrogen fixation is reduced up to 90% compared to wild-type resulting in plants with a nitrogen-deficient phenotype. The sst1 plants are mutated in a sulfate transporter gene which in wild-type is highly up-regulated between 7 and 14 dpi .
Firstly, the transcript profile of 14 and 21 dpi wild-type and 21 dpi mutant nodules was compared to the corresponding profile of uninoculated roots, and only genes, which satisfied the criteria (M, FDR) in these comparisons were further analyzed and presented below.
This analysis revealed an impressive number of genes (approximately 8000 IDs) that were differentially expressed in 21 days old nodules of the two mutants with a total of 6362 overlapping IDs, which indicates that many similar processes are initiated in the two genotypes. Out of these, more than 5000 were also found in the 14 and 21 dpi wild-type nodules. This large number of regulated genes shows that most of the cellular processes of wild-type nodules at 14 and 21 dpi are similarly regulated in the two mutants. The sen1 shared a larger number of regulated genes with wild-type 14 dpi nodules, than sst1. However, both mutants had a larger number of regulated genes in common with the wild-type nodules at 21 dpi, showing that nodulation of both mutants was arrested at a developmental stage closer to 21 days than to 14 days (Figure 4).
By contrast, a smaller number of genes (329 IDs) were identified to be both sen1 and sst1 specific (not detected in wild-type 14 or 21 dpi nodules). Annotation of these genes includes a large number of enzymes involved in degradation of proteins, lipids, cell wall and carbohydrates such as cysteine endopeptidases, aspartylproteases, serine carboxypeptidases, triacyl glycerol lipases, pectinases and glycosidases. Senescence and cell death related genes were also up-regulated including those encoding for Rhodanese and SPL11 proteins , . Numerous transporters belonging to several different categories including peptide, phosphate, and carbohydrate transporters were regulated in both mutants suggesting translocation of compounds from the degrading nodule to the rest of the plant. This might be an indication of a very similar physiological status of the two mutant nodules, which is in good agreement with the early senescent phenotype observed at 21 dpi, a process that in wild-type nodules is normally initiated several weeks later (Reviewed in ).
A detailed view of the sen1 transcriptome identified several genes (537 IDs), which were specifically regulated in this genotype. Genes encoding enzymes involved in starch and sucrose metabolism were frequently observed, which is in agreement with the known accumulation of starch granules in these early senescing nodules (15 out of 98 IDs involved in metabolism). Several transporters (23 IDs) were regulated in sen1 (18 out of 23 IDs were up-regulated), among them amino acid and peptide transporters that are known to be regulated in response to a variety of environmental and developmental signals (Reviewed in ). Previously, it was shown that nitrogen status of plants regulates the expression of amino acid transporters  indicating that induction of amino acid transporter genes in sen1 could be connected to the nitrogen-deficient phenotype and the observed early senescence, which involves nodule protein degradation and translocation of amino acids and peptides to the rest of the plant for recycling.
In a second analysis, the transcript profile of 21 dpi sen1 and sst1 nodules was compared to the corresponding profile of 21 dpi wild-type nodules in order to identify genes important for bacteriod differentiation and establishment of symbiotic nitrogen fixation.
Our whole genome analysis identified a large set of genes (987 IDs) specifically regulated in the sen1 mutant nodules and confirms the majority of the previous observations by Suganuma and co-workers, who identified a total of 93 genes differentially regulated in this mutant compared to wild-type using a cDNA macroarray based on approximately 18,000 nonredundant clones . Among these, our analysis shows that the largest difference compared to wild-type and sst1 nodule is the nodulin gene N21. The function of N21 is unknown, but it is induced around 7 dpi in wild-type. The white appearance of the sen1 mutant nodules indicate lack of leghemoglobin, or at least very low levels of the protein. Analysis of leghemoglobin transcript levels in both mutant nodules revealed a level comparable to wild-type, indicating that the reduced level of leghemoglobin protein detected by Western Blot in both mutants is due to translational or post-translational regulation rather than repression of gene expression , .
A smaller number of genes (254 IDs) were specifically altered in their expression in the sst1 mutant nodule when compared to wild-type nodule. These included several zinc transporters that were repressed in the mutant. The involvement of zinc transporters during the establishment of symbiotic nitrogen fixation was shown by the identification of a zinc transporter localized in the peribacteriod membrane of soybean . A tight connection between zinc and phosphorous uptake in plants has been observed, and a large requirement for phosphorous was demonstrated both during nodule development and establishment of nitrogen fixation under low nitrogen conditions .
The full data set for the sen1 and sst1 mutants is available from Folder S5, and profiles of individual genes can be extracted using the publicly available database.
Gene expression and organ identity
The mature nodule, root, leaf, stem and flower represent the five major organs included in our dataset. To explore the unique expression signatures of these organs, we identified marker genes that were expressed in each of these organs, but not in any of the others. Following the approach of Schmid et al. , we used a gcRMA expression value≥6 as a criterion for presence, in combination with a gcRMA expression value≤4 as a criterion for absence. A total of 770 markers were identified using this approach, and of these, 37 were found in nodules, 115 in roots, 116 in leaves, 37 in stems and 465 in flowers (Table S1)
The fact that relatively few genes were found to be nodule markers implies that most genes functioning in the mature nodule are also expressed elsewhere in the plant. 35% of the nodule-specific markers (13 IDs) were assigned to one or more of the four top-level KEGG bins (Figure S4 and Table S2), with a total of 18 assignments. The remaining 65% were unassigned with a homolog (11 IDs) or without a homolog at all (13 IDs). 40% of the nodule-specific markers (15 IDs) (Table S1) were found to be induced late in development, at 21 dpi, and only one was found to be induced earlier, at 7 dpi. Among the nodule markers, we identified transcripts showing homology to RNA-directed DNA polymerases (Ljwgs_129728.2 and TM0459.16), a DNA topoisomerase (Ljwgs_018687.1), a H+-transporting ATPase (Ljwgs_020539.2 and Ljwgs_022205.1), the AP2-domain containing TINY TF (Ljwgs_028899.1), and defense related genes (TM0533.24.1 and chr2.CM0020.37). No previously described nodulins appear to be expressed exclusively in nodules (Folder S6). In all organs, less than half of the marker genes were classified within KEGG, however the nodule was the organ with the largest fraction of genes showing no homology at all. At the other extreme was the flower and the stem with only 8% of markers (39 of 465 in the flower and 3 of 37 in the stem) showing no homology to annotated genes. The most prominent category of the KEGG bins was metabolism, which was especially pronounced in the root, where more than 80% of the categorized marker genes (39 out of 46) were assigned to this bin.
To investigate whether the organ marker gene products are associated with specific biological processes, cellular components or molecular functions, we summarized GO annotation available for 16 nodule, 68 root, 75 leaf, 28 stem and 329 flower markers (Table 2). In the nodule, 4 of the 16 markers are involved in responses to biotic or abiotic stimuli, and, in the root, 14 out of 68 markers are oxidoreductases. In both root and stem, a large fraction of markers are transcriptional regulators. Several categories are statistically over-represented in the leaf and flower. Most notably, several markers seem to be membrane associated in both organs. Also, 85 of 329 flower markers with a GO representation are hydrolases.
Looking at lower level classifications, four major groups can be distinguished within the markers, namely transcription factors, kinases, transporters and defense-related genes. Figure S5 shows a heat map of 179 markers distributed between these four major categories found by a keyword search in the Gene Ontology description of the best BLASTX hit of all markers (Table S2).
In addition to the organ marker genes, we identified a multitude of genes (6075 IDs) that were expressed at comparable levels (with a minimum expression of 6, and a range<1) in all five organs (Table S1). Interestingly, several genes show remarkably little variation across all tissues, treatments and genotypes (Table S3). Among these, we identified one gene (gi45348456) showing homology to Arabidopsis ubiquitin (UBQ9, AT5G37640.1) and another one (Ljwgs_018207.1) showing homology to a regulatory subunit of Protein Phosphatase 2A (PDF1, AT5G37640.7), which has been suggested as a superior reference gene for normalization of gene transcript levels in Arabidopsis . This list can serve as a starting point for testing new reference genes in Lotus.
Lotus acclimation to nitrate leads to major changes in the shoot transcript profile
Compared to the rhizobia-inoculated roots, acclimation to nitrate as nitrogen source leads to regulation of a limited number of genes in Lotus. Genes corresponding to only 230 IDs were found differently regulated in the nitrate-grown roots compared to untreated roots, and out of these only 90 were specific for the nitrate treatment and were not found in the pool of genes regulated in response to M. loti. These included homologs of nitrate, peptide- and phosphate-transporters that were previously found regulated in Arabidopsis in response to inorganic nitrogen (reviewed in ). Interestingly, nine of the genes that were regulated by inoculation with M. loti were regulated similarly in the nitrate grown roots. Among these, genes encoding an UDP-glycosyltransferase and ARR8 are found, indicating that cytokinin signalling may be important in both symbiotic and inorganic nitrogen plant nutrition (Figure 5A and Folder S7). Not surprisingly, nitrate-grown roots have more differentially expressed genes in common with the 21 dpi roots, compared to the other analyzed time points. These included genes for anthocyanidin synthase and a urea transporter, which were down-regulated, and a couple of transcriptional regulators and N21, which were up-regulated (Figure 5B).
A) The pattern of IDs found to be regulated by nitrate and M. loti inoculation (1 dpi to 21 dpi). B) The pattern of IDs regulated by nitrate and M. loti inoculation (21 dpi). C) Number of IDs down-regulated (green), up-regulated (red) or differently regulated (black) by nitrate in Lotus roots and shoots when compared to untreated corresponding tissues. (R-M. loti, N-nitrate) PTR-peptide transporter; PEROX-peroxidase; CDPK-calcium and calmodulin kinase; U-unknown; TXA-TXA synthase; LRR-leucine rich repeat protein; GT-UDP- glycosyltransferase; TF-transcription factor; ARR8-response regulator 8; OTR-ornithine transporter; OX-oxidoreductase; GLRX-glutaredoxin; UTR-urea transporter; CYP-Cytochrome P450; ATP-ATPase; LSYN-lupeol synthase; STR-sugar transporter; ZNF-zinc finger; LY-lyase; PK-protein kinase; LCAR-L-carbamoylase; N21-nodulin 21; GDP-glycerophosphoryl diester phosphodiesterase; G3PTR-G-3-P transporter; PP-phosphatase; TDE-tumor differently expressed; SRG-senescence related gene; PEPC-phosphoenolpyruvate carboxylase; VTR-vacuolar transporter; SPI-serine protease inhibitor).
Lotus plants grown for 3 weeks on nitrate, displayed the most dramatic change in the transcriptome of the shoot, compared to root. Genes corresponding to more than a thousand IDs were differently regulated in the aerial part of the plant by this growth condition, and among these, 90 were found affected in both roots and shoots (Figure 5C and Folder S7).
Materials and Methods
Plant material and experimental setup
Lotus japonicus (ecotype Gifu) and eight mutant plants (nfr1–2, nfr5–2, nup133–3, nin-2, cyclops (sym 6–2), sen1, sst1, har1–3) were used for our analyses. All mutants were obtained upon tissue culture of Gifu plants using a Ac/Ds tagging element . However, only nin-1 mutant plants were Ac tagged . The genetic variability in the Lotus tissue culture mutant collection is low. Retroelements with only two-fold copy number increase constitute a main cause of mutation in this material , . Nevertheless, mutant plants from the first backcross generation of nfr1–1 and cyclops were used as they were available. Tissues were primarily sampled from three-week old seedlings, and the symbiotic response was profiled across several genotypes and time points spanning the developmental process from early signalling to the onset of nitrogen fixation in mature nodules. All plants were grown under the same conditions and all samples from a particular condition/treatment were harvested at the same time of day. However, not all environmental factors, such as greenhouse light conditions and temperature fluctuations, are easily controlled. Therefore, we sought to randomize such influences by performing most experiments in triplicates from three spatially and temporally separated batches of plants, with all conditions represented in each batch.
Plant growth conditions and treatment
Seeds were prepared for germination by scarifying seed coats in concentrated sulfuric acid for 5 minutes and then sterilized by submersion in 10×diluted hypochlorite for approximately 12 minutes. Plants were grown in washed and sterilized Leca® (grain size 4–10 mm) and supplied with half-strength B&D medium . Plants on full nutrition were supplied with 5 mM NO3−. Nodulating and Nod factor treated plants were supplied with 1 mM NO3−. The photoperiod was 16 h light and 8 h dark. Inoculation with the Lotus japonicus symbiont, Mesorhizobium loti strain R7A, was performed by growing the bacterial culture to an OD600 of 0.211 and diluting it 100 times in half-strength B&D. Nod factor was isolated from the same rhizobial strain  and diluted to a final concentration of 10−7 M. For the 24 h Nod factor treatment, 21 days old Leca-grown plants were transferred to a new container with 100 ml of Nod factor liquid solution to ensure a full immersion of roots. At harvest, tissues were snap-frozen in liquid nitrogen and stored at −80°C. Root susceptible zones and nodules were excised immediately and stored in Eppendorf tubes.
Buffer containing 1% w/v SDS, 2% w/v polyvinylpyrrolidone (PVP), 10 mM DTT and 100 mM β-mercaptoethanol was added to samples already homogenized in liquid nitrogen, followed by addition of borate-buffer (20 mM Na-Borate, 30 mM EGTA, 5 mM EDTA, 1% w/v Na-Deoxycholate) pre-heated to 95°C. Nucleic acids were extracted with chloroform:isoamylalcohol (24∶1) and precipitated with isopropanol. After re-suspension in DEPC-treated H2O, RNA was precipitated in 2M LiCl overnight, washed twice with cold 70% ethanol, dried and re-suspended in DEPC H2O. Finally, all samples were DNase treated.
First and second strand cDNA synthesis and Biotin labelling was performed using the Affymetrix® One-Cycle cDNA Synthesis Kit and the GeneChip IVT Labeling Kit, according to the standard protocol “Eukaryotic Sample and Array Processing”, which can be obtained from http://www.affymetrix.com/. 3 µg of total RNA was used for each reaction.
One target sample was prepared for each biological replica and hybridized to a single Lotus GeneChip®. The German Science Centre for Genome Research carried out all hybridizations (RZPD) in Berlin, Germany (http://www.rzpd.de).
Pre-analysis data quality assessment was done by visual inspection of individual false colour hybridization images and standard diagnostic plots of probe level intensity distributions using BioConductor (http://www.bioconductor.org/) and R software. All data were analyzed using the BioConductor software project and the statistical language R. Raw data from all hybridizations were background corrected, normalized and summarized using gcRMA  as implemented in R with default parameters . Consequently, all data are log2 transformed. Before statistical analysis, bacterial genes were filtered out along with genes called absent by the mas5calls() function. After filtering, a total of 44.040 probe sets were included in further analyses. Significant genes were identified using the Limma package . Unless otherwise stated, an FDR (False Discovery Rate) corrected p-value≤0.05 was used as the criterion for significance, in combination with a |M|≥1 filter, where M is the log2 ratio of average expression values from any two conditions.
Database creation and data availability
Expression data was organized in a database holding raw and normalized expression data together with information about sample generation and characteristics. The database is organized as a web-accessible resource that can be mined by directing a web browser to http://www.brics.dk/cgi-compbio/Niels/index.cgi. The website provides a visualization tool that can display the expression levels of one or several genes of interest across all conditions. Genes that behave similarly to a query gene across conditions can be identified using the Lotus Profile Matching tool. This tool calculates the distance between (Euclidian) or covariance of (Pearson) expression vectors, but instead of clustering and producing graphical output, it simply returns a user-defined number of closest matches based on the similarity measure chosen (Euclidian or Pearson). For convenience, the results can be copied to the visualization query window for quick and easy inspection. There is also an option to export expression data for matching genes.
Furthermore, all gene expression data have been deposited in the ArrayExpress database (http://www.ebi.ac.uk/microarray-as/ae/) under the accession number E-TABM-715.
Properties of the dataset and the analysis
The number of detected probe sets was similar in most samples, ranging from 36.2% to 51.6% (average 47.9%). These levels are slightly lower than those previously reported in an Arabidopsis transcript profiling study (55% to 61% detected genes) , and may reflect a larger number of false gene predictions (pseudogenes) from the genome annotation. When ascribing putative gene function to features on the Lotus japonicus GeneChip®, we relied on sequence homology to existing database entries. More specifically, a bioinformatics system was created to assign sequences to GeneBins modelled on the Kyoto Encyclopedia of Genes and Genomes (KEGG) classification and to retrieve pathway information .
For encapsulating organ marker gene functions we have turned to a subset of Gene Ontology (GO) categories (a GOslim). The GO slim is essentially a cut-down version of the GO system and was designed to summarize large sets of GO annotation data. Organ marker genes were compared to the composition of GOslim categories provided by the GOA database at EBI and tested for statistical over-representation using the hyper-geometric distribution. The computed p-values represent the probability that the intersection of organ marker genes with the list of genes belonging to the relevant GOslim category occurs by chance.
Various websites used for data analysis
http://www.brics.dk/cgi-compbio/Niels/index.cgi: contains the L. japonicus publicly available database holding raw and normalized expression data together with information about sample generation and characteristics.
http://www.ebi.ac.uk/GOA/: GOA database at EBI.
http://bioinfoserver.rsbs.anu.edu.au/utils/PathExpress-lotus/: and http://bioinfoserver.rsbs.anu.edu.au/utils/GeneBins-lotus/: databases that currently support the functional classification of expression data from L. japonicus 52K.
www.r-project.org : R- software environment for statistical computing and graphics.
http://www.bioconductor.org/: open source and open development software project for the analysis and comprehension of genomic data.
Tissue-, genotype- and treatment effects on the Lotus transcriptome are sampled in 38 conditions.
(2.52 MB EPS)
Number of probe sets regulated in L. japonicus roots upon inoculation with M. loti at 1, 3, 7 and 21 dpi. Each colour represents a particular comparison.
(0.28 MB EPS)
Lotus root responses to M. loti inoculation at 1 dpi.Pattern of the predicted TF (A, B and C), receptors and kinases (D, E and F) regulated by M. loti in the SZ (A and D), the whole root (B and E) and in the SZ by both M. loti and Nod factors (NF) (C and F). Pattern of the IDs involved in auxin and ethylene (G) and cytokinin (H) signalling regulated by M. loti or M. loti Nod factors in the SZ or the whole root (R). The corresponding FDR values are shown in the tables to the left.
(1.70 MB EPS)
KEGG assignment of organ specific IDs. Blue: number of probe sets classified, Red: probe sets with a homologue, but without a KEGG bin assignment, Green: probe sets with no homolog. Bar plots show the number of assignments in each of the four major KEGG bins: 1: Metabolism; 2: Genetic Information Processing; 3: Environmental Information Processing; 4: Cellular Processes.
(1.41 MB EPS)
Organ markers grouped by functional category.
(1.06 MB EPS)
KEGG assignment and functional categories by organ
(0.08 MB XLS)
L. japonicus constitutively expressed genes
(0.08 MB XLS)
We thank I. Radutoiu for IT assistance and the MPIMP “green team” for plant care. We also thank Dr. Florian Wagner and the German Resource Center for Genome Research (RZPD, Berlin) team for expert microarray hybridization.
Conceived and designed the experiments: NH SR LK MU JS. Performed the experiments: NH SR LK VV DHS FL TO GVL. Analyzed the data: NH SR LK MAH NG. Contributed reagents/materials/analysis tools: NG SS ST PL LS GFW. Wrote the paper: NH SR LK MAH MU JS.
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