|
|
||||||||
|
Plant Physiol, May 2003, Vol. 132, pp. 118-136 Clustering of Microarray Data Reveals Transcript Patterns Associated with Somatic Embryogenesis in Soybean1,[w]Department of Crop Sciences, University of Illinois Urbana-Champaign, Urbana, Illinois 61801
Globular somatic embryos can be induced from immature cotyledons of soybean (Glycine max L. Merr. cv Jack) placed on high levels of the auxin 2,4-dichlorophenoxyacetic acid (2,4-D). Somatic embryos develop from the adaxial side of the cotyledon, whereas the abaxial side evolves into a callus. Using a 9,280-cDNA clone array, we have compared steady-state RNA from the adaxial side from which embryos develop and from the abaxial callus at five time points over the course of the 4 weeks necessary for the development of globular embryos. In a second set of experiments, we have profiled the expression of each clone in the adaxial side during the same period. A total of 495 genes differentially expressed in at least one of these experiments were grouped according to the similarity of their expression profiles using a nonhierarchical clustering algorithm. Our results indicate that the appearance of somatic embryos is preceded by dedifferentiation of the cotyledon during the first 2 weeks on auxin. Changes in mRNA abundance of genes characteristic of oxidative stress and genes indicative of cell division in the adaxial side of the cotyledons suggest that the arrangement of the new cells into organized structures might depend on a genetically controlled balance between cell proliferation and cell death. Our data also suggest that the formation of somatic globular embryos is accompanied by the transcription of storage proteins and the synthesis of gibberellic acid.
Due to their ability to regenerate
into full plants, somatic embryos are the tissue of choice for
transformation by particle bombardment in several crop species
including soybean (Glycine max L. Merr. cv Jack;
Finer and McMullen, 1991 Somatic and zygotic embryos follow the same general pattern of
development (Zimmerman, 1993 Little is known of the genes expressed in early globular stage embryos
(Zimmerman, 1993 Today, microarray technology is an obvious choice to identify global
gene expression patterns during development. Its sensitivity and
reliability has been demonstrated in the study of a variety of
phenomena including fruit ripening (Aharoni et al.,
2002 We have sampled adaxial and abaxial sides of cotyledons separately, at 7-d intervals during the 4-week induction, and obtained RNA from the tissue. Expression in the adaxial side was compared with expression in the abaxial side collected at the same time point by hybridization of the corresponding labeled cDNAs to a soybean microarray representing 9,280 cDNA clones. In addition, transcript profiles of the genes expressed in the adaxial side were obtained by comparing each time point with the previous one. A total of 495 genes (5.3% of the genes on the array) that were differentially expressed in at least one of these experiments were clustered into 11 sets using a nonhierarchical method (k-means). Our results give a global picture of the molecular events unfolding in the cotyledons during their reprogramming.
Quality Evaluation of the Microarray Hybridizations We used a 9,728-element microarray consisting of 9,216 single-spotted soybean cDNA clones (Gm-r1070 library) and 64 choice clones, each printed eight times. Each cDNA clone was chosen as a
representative of a unigene. The unigene set represented on this array
was created by contigging expressed sequenced tags (ESTs) generated by
5' sequencing of cDNA clones from embryo, seed coat, flower, or pod
libraries (Table I). A total of 9,216 clones from these libraries, corresponding to singletons or 5'-most members of a contig were reracked into a new library, Gm-r1070. The
estimated redundancy is between 10% and 15%; therefore, the 9,216 cDNA clones represent approximately 8,000 unique genes. First pass
sequencing of the 3' ends of Gm-r1070 cDNA clones was performed. For
clones of interest to our study (overexpressed or underexpressed in at
least one experiment), the tentative contigs (TCs) to which the 3' and
5' ESTs belonged were identified in the Soybean Gene Index (The
Institute for Genome Research [TIGR]; Quackenbush et al.,
2000
We performed 22 hybridizations corresponding to nine experiments as
described in "Materials and Methods." Raw and normalized data from
these hybridized slides were deposited in the Gene Expression Omnibus
(GEO; http://www.ncbi.nlm.nih.gov/geo; see "Materials and Methods"
for accession nos.). Five experiments consisted of the comparison of
adaxial and abaxial tissue at time points 0, 7, 14, 21, and 28 d.
A time course in the adaxial side was obtained by comparing adaxial
tissue at 14 and 7 d, 21 and 14 d, 28 and 21d, and 28 and
7 d. Due to the small amount of material collected at each time
point for each replicate, we pooled the RNA obtained from seven
different replicates (see "Materials and Methods"). Pooling RNA
before labeling has the advantage of reducing the variation due to
biological replication and sample handling (Churchill, 2002 For each experiment, two to three replicate hybridizations were performed using the pooled RNA. After normalization, the coefficient of variation (CV) across replicates of the intensity ratio of each spot was calculated for each experiment. The median CV of the ratios of all the spots on the array ranged from 7% to 16% (average of 11.1%), depending on the experiment. These low CVs reflect the repeatability of our technique and show the robustness of our methods. In addition, inferences were only made from genes showing a ratio above 2 (below 0.5) in at least two of the two or three replicate hybridizations performed for a single experiment. This conservative criterion further ensures that our data are the result of treatment effect and not of technical variation. The 28-d versus 7-d comparison confirmed the high quality of our data. For each clone, the product of the ratios measured in the experiments 14 d versus 7 d, 21 d versus 14 d, and 28 d versus 21 d should be the same as the ratio measured in the experiment 28 d versus 7 d. The correlation coefficient between the calculated and the measured ratios of all the clones was 0.90. Therefore, competitive hybridization of 28- and 7-d cDNA supplied additional evidence of the strength of our results. Differential Expression in the Adaxial and Abaxial Tissue Our objective was to identify gene expression patterns during the
development of somatic embryos. Immature soybean cotyledons have the
ability to form somatic embryos when placed abaxial side down
(Santarem et al., 1997
In a first series of experiments, adaxial and abaxial tissues sampled at the same time point were compared by competitive hybridization of labeled cDNA to a 9,280-clone microarray. This strategy was used to eliminate from our interpretation genes expressed in response to auxin but not directly involved in embryogenesis. For each time point, genes showing differential mRNA abundance (ratios above 2 or below 0.5) in at least two replicate slides were selected for further analysis. Surprisingly few genes fulfilled this condition: a total of 238 of 9,248 cDNA clones, or 2.6% of the cDNAs present on the array, were differentially expressed in at least one comparison of the five we performed. We classified the differentially regulated genes according to their probable functions, taking into account the redundancy on the array. The ratios of the clones found in the same TC in the TIGR soybean gene index were averaged and counted as one gene. The number of genes in each functional category at each time point is presented in Figure 3. Selected genes are presented in Table II, and the complete list of genes is available at www.plantphysiol.org (Supplemental Table S1).
At 0 d, transcripts corresponding to 32 genes on the array
exhibited differences in abundance in the adaxial and abaxial sides of
the 4- to 6-mm cotyledon (Fig. 3). Higher mRNA levels of genes encoding
seed storage proteins in the abaxial side were largely responsible for
this polarity (Fig. 3B). Transcripts of the homologs of the
transcription factors YABBY2 and FIL/YABBY1 were more abundant in the
abaxial side as well. At 7 d, only five genes of the estimated 8,000 showed differential mRNA levels within the cotyledon (all of them
overexpressed in the abaxial side), suggesting that the accumulation of
transcripts of storage proteins genes stopped. Similarly, little
difference was observed between the mRNA populations of the two sides
of the cotyledons after 14 d on auxin (12 genes were
differentially expressed). In the abaxial side, overexpressed homologs
to an ACC oxidase, a calcium-binding protein and a metalloproteinase (Delorme et al., 2000 Somatic embryos started appearing after 14 d on auxin-containing medium. Consistent with this observation, the number of genes exhibiting different mRNA levels in the adaxial and abaxial sides increased to 71 genes in the 21-d samples. Of the 54 genes up-regulated in the adaxial side at 21 d, 14 genes are involved in cell maintenance and growth (Fig. 3A). They include histones (H3, H4, and H2A), homologs to tyrosyl-tRNA, DnaJ, and plastid ribosomal proteins (Table II), and suggest a higher level of cellular activity in the adaxial side than in the abaxial side. Relative transcript abundance of homologs to ent-kaurenoic hydroxylase, ent-kaurene oxidase, a GA-regulated protein, and an enzyme of the brassinosteroid biosynthesis pathway suggest higher levels of GAs and brassinosteroid in the developing embryos than in the subtending callus. Genes for seed proteins such as glycinins, lipoxygenases, Kunitz trypsin inhibitors, and 2S albumin were also up-regulated in the adaxial side. The functional distribution of the genes overexpressed in the adaxial side at 28 d was similar to that of genes overexpressed at 21 d (Fig. 3A). In fact, 16 genes were up-regulated at both time points including histones and homologs to GA and brassinosteroid synthesis genes. Important differences were the reduced number of up-regulated genes encoding seed proteins (only one, for Kunitz trypsin inhibitor) and the presence of several kinases overexpressed in the adaxial side at 28 d (Table II). In the abaxial side at 28 d (Fig. 3B), 15 of 48 up-regulated genes are possibly involved in the control of oxidative damage (homologs to a putative glutaredoxin and a 5'-adenylsulfate-reductase, peroxidases, and Pro-rich proteins) or induced during senescence (putative ripening-related protein, ACC oxidase, and ethylene-responsive protein). However, it should be noted that other genes, also acting in the protection of cells against oxidation or death, were up-regulated in the adaxial side at 28 d; for example, glutathione reductase, a putative phosphatase 2A inhibitor. Taken together, the comparison of adaxial and abaxial tissue by hybridization to microarrays showed that differences in steady-state mRNA between the adaxial and abaxial sides of cotyledons cultured on MSD40 emerge between 14 and 21 d, which corresponds to the time of physical appearance of embryos. Time Course of Genes Expressed in the Adaxial Side To refine our analysis, we quantified the evolution of each transcript involved in embryo development over time. We performed a time course experiment in which RNA from the adaxial sides of tissue at a specific time point was compared with RNA from the same tissue at the previous time point on a microarray. Because our first results indicated that genetic events related to somatic embryogenesis per se occur after 14 d of culture of the cotyledons on auxin, 14-d samples were compared with 7-d samples, 21-d samples were compared with 14-d samples, and 28-d samples were compared with 21-d samples (Fig. 4, dotted lines). A total of 226 clones (2.4% of the 9,280 clones on the array) were differentially regulated in at least one experiment. These genes were classified according to their probable functions, and their distribution is shown in Figure 3. A selection of these genes is also presented in Table III. The complete list is available at http://www.plantphysiol.org (Supplemental Table S2).
Substantive changes occurred in the adaxial side between 7 and 14 d because 76 genes were differentially regulated (Fig. 3). Fifteen stress-related genes, such as a cationic peroxidase, and homologs to a PR1a precursor, thaumatin, and endonuclease III, showed increased mRNA abundance between 7 and 14 d. Together with the few differences noted previously between the adaxial and the abaxial side at 7 and 14 d (Fig. 3, A and B), it suggests that the stress occurs throughout the cotyledon. Three genes for storage proteins were up-regulated. One of them, leginsulin, exhibited a particularly dramatic increase (ratio 6.23). Five genes associated with photosynthesis showed increased mRNA levels. Decrease in steady-state RNA levels of homologs of actin and cell division cycle protein 48 suggests that cell division might be slowing down between 7 and 14 d. The down-regulation of homologs of glutaminyl-tRNA reductase, elongation factor 1 alpha, and Pinhead, which belongs to a family of translation initiation factors, also supports the hypothesis of a slow-down in translation (Fig. 3B). By 21 d, a sharp increase in mRNA abundance of seed proteins (mainly glycinin, conglycinin, and lipoxygenase) was observed. The up-regulation of homologs of histone 3, ribonucleoside-diphosphate reductase, and carbamoyl phosphate synthase suggests an increase in DNA replication, and that of RNA polymerase suggests an increase in transcription. Fewer genes involved in defense or oxidation than in the 14-d versus 7-d comparison were up-regulated. Two GST genes were down regulated, one of which is inducible by 2,4-D. Expression of genes involved in the biosynthesis of phytoalexins such as PAL, CHS, CI, and F3'5'H also decreased. Little changes were observed between 21 and 28 d in the adaxial side. The most remarkable differences were the induction of seed maturation genes (PM34 and PM41) and the further decrease in transcripts for GSTs and genes of the flavonoid pathway (CHS7, IFR1, and F3'5'H).
Induction of Somatic Embryos Occurs in Two Distinct Phases In many tissue culture systems such as the ones developed for
carrot or Norway spruce (Picea abies), the addition of auxin to the medium leads to the formation of a pro-embryogenic callus that
only differentiates into embryos upon removal of auxin
(Zimmerman, 1993 A Determinant of Abaxial Cell Fate May Influence Polarity in the Induction of Somatic Embryos In this study, we placed the cotyledon adaxial side up on auxin
medium. The orientation of the explant is critical for successful induction of somatic embryos in several species including alfalfa (Chen et al., 1987 Clustering Shows That an Increase in Transcripts for Oxidative Stress Response Precedes the Appearance of Embryos on the Adaxial Side To obtain a global perspective on their expression, we clustered the differentially expressed genes into 11 sets according to their profiles in the adaxial versus abaxial and in the time course experiments using a nonhierarchical clustering method, the k-means technique. The underlying assumption of the cluster analysis is that genes sharing similarities in their profiles are likely to be involved in the accomplishment of a common function. Our time course analysis was so far restricted to genes showing a minimum of a 2-fold change within a week. To also include genes showing a slower trend in the course of the 4 weeks of induction, we compared expression in the adaxial side at 28 d with expression in the adaxial side at 7 d (Fig. 4, dotted line). Including this last experiment, a total of 495 clones show differential expression in at least one of the nine experiments we conducted. Their ratios in each hybridization are available at http://www.plantphysiol.org (Indiv_profiles). To facilitate the interpretation, the time course data was transformed so that differences in expression at any time are graphed in reference to expression at 7 d (see "Materials and Methods" and Fig. 4, solid lines). The average profile of the genes in each set is shown on Figure 5. The complete list of clones in each set is available at www.plantphysiol.org (sets 1-11).
Although all the intermediates of the response to auxin are not known,
it is established that 2,4-D and light can induce an oxidative burst in
the target tissue by generating reactive oxygen species (ROS;
Pfeiffer and Hoftberger, 2001 Most of the genes participating in the response to auxin or oxidative
stress clustered in sets 6, 2, and 9. A large number of GST
(glutathione-S-transferase) genes are found in set 6:
GST7, GST8, GST10, GST11,
GST16, GST19, and
two probable
glutathione-S-transferases (Table
IV). GSTs catalyze the conjugation of a
broad range of substrates to glutathione (McGonigle et al.,
2000
Genes in sets 2 and 9 have similar mRNA abundance profiles as genes in
set 6, but, in the adaxial side, the steady-state RNA levels of genes
in sets 2 and 9 peaked later (14 and 21 d, respectively) than
those of genes in set 6. Both sets 2 and 9 contain genes commonly
induced during wounding or pathogen infection. For example, set 2 comprises homologs of genes encoding a PR1a precursor, a thaumatin, a
wound-inducible protein, and ACC oxidase, which catalyzes the last step
in ethylene synthesis (Ecker, 1995 Several genes in set 9 are reportedly directly involved in the control
of oxidative stress. They comprise homologs to a gene for adenosine
5'-adenylphosphosulfate reductase, which participates in sulfate
assimilation (Kopriva et al., 2001 Our analysis show that many genes increasing in expression in the
cotyledons during the first 2 weeks on auxin (sets 2, 6, and 9) are
involved in detoxification, defense, or in the maintenance of the redox
state in other contexts. It suggests that an oxidative burst, most
probably caused by 2,4-D (Pfeiffer and Hoftberger, 2001
Transcript Profiling Suggests That Cell Proliferation Peaks in the First 7 d Histological data in soybean and conifers showed that somatic
embryos form by division of epidermal and subepidermal cells of the
cotyledon (Santarem et al., 1997 Transcripts for GA Synthesis Increase Steadily in the Developing Embryos Set 11 (Table V) includes homologs
of genes participating in photosynthesis (several chlorophyll-binding
proteins, a Rubisco small subunit, and a chloroplast ribonucleoprotein)
and translation (homologs to the translation factor argonaute and
ribosomal protein S2). Most noticeable in this set are homologs to
GA3 biosynthesis genes: GA 20 oxidase (two
clones), ent-kaurenoic acid hydroxylase (two clones), ent-kaurene
oxidase, and GA-regulated genes (homologs to GAST1,
LTCOR11, and a GA-regulated protein). Two clones annotated as cytochrome P450 and identified as specific to the pollen tubes of
orchid (Nadeau et al., 1996
Storage Proteins Transcripts Accumulate in the Globular Somatic Embryos At 0 d, transcripts for storage proteins (Bowman-Birk trypsin
inhibitor and lectin) were more abundant in the abaxial side of the
cotyledons (Fig. 3B, 0-d adaxial versus abaxial). This observation
supports in situ hybridizations performed with Kunitz trypsin
inhibitor, beta-conglycinin, lectin, and glycinin probes that show
progression of the expression in a wave-like pattern from the abaxial
to the adaxial side during the development of the cotyledon
(Goldberg et al., 1989 We showed that developing somatic embryos accumulated transcripts for
storage proteins from 14 d on (Fig. 4A, 21-d adaxial versus
abaxial and 21 versus 14 d; Fig. 6). The corresponding genes
clustered in sets 3 to 5. Their steady-state mRNA levels increased in
the adaxial side over time and are higher in the adaxial side than in
the abaxial side at 21 d. It is important to note that although
the same amounts of transcripts for seed proteins were found within
equal-sized pools of RNA from the adaxial and abaxial side of the
cotyledons at 28 d (as reflected by the microarrays), at this time
point the amount of extractable RNA in the abaxial side was 2 to 3 times lower than in the adaxial side (data not shown). Sets 3 to 5 differed primarily by the amplitude of the transcription response to
the 2,4-D treatment, which is summarized in the 28- versus 7-d average
ratio: 12 in set 3, 4.5 in set 4, and 2.5 in set 5. Members of set 3, and leginsulin in particular, showed the highest increase in the
adaxial side of all the genes on the array in the course of the
experiment. Soybean leginsulin was found to have insulin-like binding
properties and to stimulate the phosphorylation of its receptor, a 7S
globulin, Bg7S (Watanabe et al., 1994 Alternatively, leginsulin, the Bowman-Birk protease inhibitor, and the
Cys-rich protein present in set 3 are all sulfur-rich proteins.
Bowman-Birk protease inhibitors and the pea PA1, which encodes
leginsulin, are transcriptionally up-regulated by sulfur (Higgins et al., 1986 Set 4 includes conglycinin genes, a Met-rich 2S albumin, but also
lipoxygenase 1, 2, and 3. Lipoxygenases constitute 1% to 2% of the
protein content of soybean seeds (Loiseau et al., 2001 Our data show that most genes encoding storage proteins cluster in sets
3, 4, and 5, indicating that their expression increases very early in
the globular phase of embryo development. Although small amounts of
storage compounds can be detected in globular embryos of broad bean
(Vicia faba; Panitz et al., 1999 Summary Using a 9,280-cDNA clone array, we have identified 495 cDNA clones showing modulation of expression in response to 2,4-D treatment during the development of somatic embryos. Clustering the clones by similarity of expression profile over the course of the study allowed us to determine the timing of the molecular events taking place during embryogenesis. Of course, mRNA abundance data alone does not ensure that a physiological event is actually occurring because control of expression can be exerted at multiple levels. However, transcript profiles do give a strong point of reference and are particularly valuable for systems that have not been characterized extensively at the molecular level, such as somatic embryogenesis. We have shown that 2,4-D induces the dedifferentiation of the cotyledon within 7 d and that differential expression in the adaxial and abaxial side of the cotyledons is apparent only after more than 14 d of treatment, when auxin levels have probably decreased in the medium. Transcripts participating in cell proliferation suggest that cell division is induced early (within 7 d) in both adaxial and abaxial sides of the cotyledons and persists at a slower rate until 28 d in the adaxial side. A possible oxidative burst concomitant with cell division reaches a peak at 14 d and gradually becomes more important in the abaxial side. Finally, we show strong indications that GA3 is produced in the adaxial side from 7 d on and that transcripts for storage proteins accumulate in the developing somatic embryos after 14 d on 2,4-D.
Tissue Collection Soybean (Glycine max L. Merrill cv Jack) plants
were grown in the greenhouse. Pods containing 4- to 6-mm seeds were
surface sterilized. Seeds were removed from the pods. The chalazal end of the seed was cut, thus separating the axis from the cotyledon, and
the cotyledons were pushed out of the seed coat. Cotyledons were plated
on MSD40 3% (Murashige and Skoog basal medium, 40 mg
L Isolation and Pooling of RNA RNA was extracted from each biological replicate's adaxial and
abaxial sides for each time point as described previously
(Sambrook et al., 1989 Preparation of Labeled Probes For each probe, 35 to 60 µg of total purified RNA was reverse
transcribed in the presence of Cy3- or Cy5-dUTP (Hegde et al., 2000 Microarray Hybridization and Analysis ESTs from embryo, seed coat, flower, and pod libraries were contigged to identify unigenes. Clones representative of 9,216 unigenes were reracked to build the library Gm-r1070 (Table I), and their 3' ends were sequenced. Purified PCR products of the library Gm-r1070 were single spotted on amine slides (Telechem International, Sunnyvale, CA) using a PixSys 8200 arrayer (Cartesian, Irvine, CA). An additional 64 choice clones were each printed eight times on the array. Details of the unigene selection and of the microarray construction will be provided elsewhere. All cDNA clones are available to the public from the American Type Culture Collection (http://www.atcc.org). The accession number of the microarray platform in the Gene Expression Omnibus is GPL229 (http://www.ncbi.nlm.nih.gov/geo). For each slide, the labeled cDNA and 15 µg of poly(A+) were denatured at 95°C for 3 min. An equal amount of prewarmed 2× hybridization buffer was added to the mixture, and the probe was deposited on the coverslip (Grace Biolab) or pipetted between the prehybridized slide (slides were incubated in 5× SSC, 0.1% [w/v] SDS, and 1% (w/v) bovine serum albumin at 42°C for 45-60 min) and the coverslip (LifterSlip, Erie Scientific Company, Portsmouth, NH). The slide was placed in a hybridization chamber (Corning, NY) overnight at 42°C and washed three times in 1× SSC and 0.2% (w/v) SDS, 0.2× SSC and 0.2% (w/v) SDS, and 0.1× SSC successively. The slides were scanned with a ScanArray 3000 or ScanArray Express (Perkin Elmer Life Sciences, Boston), the spots were found, and their fluorescence was quantitated by GenePix Pro 3.0 (Axon Instruments, Union City, CA). Local background was subtracted from each spot intensity. Spots showing signal intensity below the 95th percentile of the background distribution in the Cy3 or Cy5 channel were filtered out. The ratio of Cy5 mean to Cy3 mean (r) was computed and used to adjust the Cy3 values to Cy3 X sqrt(r) and the Cy5 values to Cy5/sqrt(r). A between-replicate correction was made using an ANOVA model, which equalized average grid intensity between replicates for Cy3 and Cy5 separately. The ratio of the resulting adjusted intensities of Cy5 to Cy3 was computed for each spot. The CV (SD/mean) across replicates was calculated for each spot to evaluate repeatability of the hybridizations. Experimental Design In a first set of experiments, labeled cDNA from the adaxial and abaxial sides of same-stage cotyledons were competitively hybridized to the microarray. The initial time point (0 d) comparison was done in duplicate. All the other comparisons were done in triplicate. To eliminate potential dye bias, the dyes were swapped. The correlation between intensities in replicate slides using same tissue/dye combinations were not higher than correlation between intensities in replicate slides with different tissue-dye combinations, and ranged from 0.86 to 0.96. Raw and normalized data from these hybridized slides was deposited in the Gene Expression Omnibus (http://www.ncbi.nlm.nih.gov/geo). Accession numbers of these hybridizations are GSM3255, GSM3256, GSM3257, GSM3259, GSM3261, and GSM3263 to GSM3271. A loop design (as shown in Fig. 4) was used for a second set of
experiments. In these experiments, RNA from adaxial tissue at time
point n was competitively hybridized to RNA from adaxial tissue at time point n Genes showing a ratio above 2 (below 0.5) in at least two of two or
three replicates of the same experiments were considered up- (down)
regulated. For these genes, TCs to which the corresponding ESTs
belonged were identified in the TIGR soybean gene index (version 7;
Quackenbush et al., 2000 Cluster Analysis Normalized data from the two sets of experiments were analyzed
with GeneSpring 4.1 (Silicon Genetics, Redwood City, CA). A total of
120 of 9,280 cDNA clones (1.3%) exhibited poor quality in 11 or more
of the 22 hybridizations performed and were not used in the analysis. A
total of 495 of 9,280 (5.3%) of the cDNA clones on the array exhibited
a ratio above 2 or below 0.5 in at least two replicates of one or more
experiment. These 495 cDNA clones were clustered according to their
expression patterns across the nine experiments into 11 sets using the
k-means unsupervised clustering technique
(Gordon, 1999 Distribution of Materials Upon request, all novel materials described in this publication will be made available in a timely manner for noncommercial research purposes.
We thank Dr. Shauna Somerville for her advice on setting up the microarray technology. We thank our colleagues Drs. Steven Clough, Orlando Gonzalez, and Jigyasa Tuteja for their helpful comments on the manuscript.
Received January 3, 2003; returned for revision January 15, 2003; accepted January 28, 2003. 1 This work was supported by the National Science Foundation Plant Genome Research Program as part of a "Functional Genomics Project for Soybean" (grant no. DBI-9872565) and by grants from the United Soybean Board.
[w] The online version of this article contains Web-only data. The supplemental material is available at www.plantphysiol.org.
* Corresponding author; e-mail l-vodkin{at}uiuc.edu; fax 217-333-4582.
Article, publication date, and citation information can be found at www.plantphysiol.org/cgi/doi/10.1104/pp.103.019968.
|