First published online August 29, 2002; 10.1104/pp.006833
Plant Physiol, October 2002, Vol. 130, pp. 519-537
Genome-Wide Identification of Nodule-Specific Transcripts in the
Model Legume Medicago truncatula1
Maria
Fedorova,
Judith
van de Mortel,
Peter A.
Matsumoto,
Jennifer
Cho,
Christopher D.
Town,
Kathryn A.
VandenBosch,
J. Stephen
Gantt, and
Carroll P.
Vance*
Departments of Agronomy and Plant Genetics, 1991 Upper
Bedford Circle (M.F., J.v.d.M., P.A.M., C.P.V.) and Plant Biology, 1445 Gortner Avenue (K.A.V., J.S.G.), University of Minnesota, St. Paul,
Minnesota 55108; United States Department of Agriculture-Agricultural
Research Service, St. Paul, Minnesota 55108 (C.P.V.); and The Institute
for Genomic Research, 9712 Medical Center Drive, Rockville, Maryland
20850 (J.C., C.D.T.)
 |
ABSTRACT |
The Medicago truncatula expressed sequence
tag (EST) database (Gene Index) contains over 140,000 sequences
from 30 cDNA libraries. This resource offers the possibility of
identifying previously uncharacterized genes and assessing the
frequency and tissue specificity of their expression in silico. Because
M. truncatula forms symbiotic root nodules, unlike
Arabidopsis, this is a particularly important approach in investigating
genes specific to nodule development and function in legumes. Our
analyses have revealed 340 putative gene products, or tentative
consensus sequences (TCs), expressed solely in root nodules. These TCs
were represented by two to 379 ESTs. Of these TCs, 3% appear to encode
novel proteins, 57% encode proteins with a weak similarity to the
GenBank accessions, and 40% encode proteins with strong similarity to
the known proteins. Nodule-specific TCs were grouped into nine
categories based on the predicted function of their protein products.
Besides previously characterized nodulins, other examples of highly
abundant nodule-specific transcripts include plantacyanin, agglutinin,
embryo-specific protein, and purine permease. Six nodule-specific TCs
encode calmodulin-like proteins that possess a unique cleavable transit
sequence potentially targeting the protein into the peribacteroid
space. Surprisingly, 114 nodule-specific TCs encode small Cys cluster
proteins with a cleavable transit peptide. To determine the validity of
the in silico analysis, expression of 91 putative nodule-specific TCs
was analyzed by macroarray and RNA-blot hybridizations. Nodule-enhanced expression was confirmed experimentally for the TCs composed of five or
more ESTs, whereas the results for those TCs containing fewer ESTs were variable.
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INTRODUCTION |
The rapidly expanding field of
genomics provides vast opportunities for evaluating the coordinated
functioning and expression of thousands of genes (Lockhart and
Winzeler, 2000 ). The complete sequencing of the Arabidopsis genome
(Arabidopsis Genome Initiative [AGI], 2000 ) and the expansion of
functional genomics in this model plant attest to the power of genomic
approaches in addressing important questions in plant biology.
Large-scale analysis of gene expression in Arabidopsis using cDNA and
oligonucleotide arrays has given new insights into photosynthesis
(Desprez et al., 1998 ), biotic and abiotic stresses (Maleck et al.,
2000 ; Schenk et al., 2000 ; Bohnert et al., 2001 ; Seki et al., 2001 ), nitrogen assimilation (Wang et al., 2000 ), and organ development (Ruan
et al., 1998 ; Girke et al., 2000 ; Zhu and Wang, 2000 ). Although Arabidopsis serves as the model system for most plant processes, it
suffers from two major weaknesses in consideration of plant-microbe interactions: the absence of symbiotic associations with mycorrhizal fungi and with rhizobia.
In recent years, Medicago truncatula and Lotus
japonicus have emerged as model systems for genomic approaches to
plant-microbe symbiotic associations (Barker et al., 1990 ; Handberg and
Stougaard, 1992 ; Cook et al., 1997 ; Cook, 1999 ; Oldroyd and Geurts,
2001 ; Thoquet et al., 2002 ). Both species possess small genomes, are diploid, have fast generation times, and can be transformed with Agrobacterium tumefaciens and regenerated (Handberg
and Stougaard, 1992 ; Blondon et al., 1994 ; Handberg et al., 1994 ;
Chabaud et al., 1996 ; Jiang and Gresshoff, 1997 ; Stiller et al., 1997 ;
Trinh et al., 1998 ; Trieu et al., 2000 ). Currently, both functional and
structural genomics approaches are being pursued within each of these
species. Covitz et al. (1998) reported the sequencing of about 900 cDNA
tags from the M. truncatula root hairs. In addition, hundreds more expressed sequence tags (ESTs) have been isolated and characterized from effective root nodules of L. japonicus and M. truncatula, and a number of genes
showing enhanced expression in plant-rhizobium symbiosis were
identified (Szczyglowski et al., 1997 ; Györgyey et al.,
2000 ).
The creation of a large-scale EST database, the M. truncatula Gene Index (MtGI; http://www.tigr.org/tdb/mtgi), from
the results of an international effort in high-throughput sequencing,
offers the prospect of in silico identification of genes whose
expression are specific for or greatly enhanced by symbiosis. Release
4.0 of MtGI was made public in September 2001, and contains over
140,000 sequence entries from 30 non-normalized cDNA libraries
representing various vegetative and reproductive organs. Based upon
sequence overlap, all ESTs are processed into a nonredundant set of
clustered tentative consensus sequences (TCs) and singletons (unique
nonoverlapping sequences; Quackenbush et al., 2000 ). The MtGI database
also provides functional annotation and expression summaries (virtual
northern) for TCs reflecting the frequency of the corresponding ESTs in each cDNA library. Five of the cDNA libraries selected for MtGI construction are derived from nodules at different developmental stages. The MtGI database becomes a powerful resource for in silico analysis of the nodule transcriptome and discovery of novel
nodule-specific genes.
The potential of in silico analysis of EST collections has been
demonstrated for a number of plant species (Sasaki et al., 1994 ; Cooke
et al., 1996 ; Rounsley et al., 1996 ; Ewing et al., 1999 ; Ablett et al.,
2000 ; Fernandes et al., 2002 ; Kruger et al., 2002 ). In
silico-based gene discovery and tissue profiling were performed to
study plant fatty acid and lipid metabolism, cell wall biosynthesis,
and seed oil production (Van de Loo et al., 1995 ; Allona et al., 1998 ;
Sterky et al., 1998 ; Cahoon et al., 1999 ; Mekhedov et al., 2000 ; White
et al., 2000 ). Such analyses were made possible through accumulation of
large numbers of ESTs, where the gene expression level can be deduced
in silico by calculating EST frequencies in different cDNA libraries.
Statistical significance of such digital expression profiling applied
to representative EST datasets has been validated in several
publications (Audic and Claverie, 1997 ; Ewing et al., 1999 ; Stekel et
al., 2000 ).
The objectives of our studies were to assess whether Boolean analysis
of in silico expression data would be a useful genome-wide approach in
identifying novel genes specific to developing and functioning of root
nodules. The language of the Boolean formalism (Genoud and
Métraux, 1999 ; Genoud et al., 2001 ) was applied to reveal
a subset of nodule-specific TCs composed of ESTs that were derived
exclusively from the nodule cDNA libraries. RNA-blot analysis and
macroarrays were used to test the nodule-specific nature of TCs
identified through virtual methods.
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RESULTS |
In Silico Identification of Nodule-Specific TCs
Among 30 cDNA libraries represented in Release 4.0 of MtGI,
five were prepared from mRNA extracted from nodules at different developmental stages (Table I). Three
major stages of development can be distinguished. The early nodule MtBB
library was prepared from emerging nodules attached to the root
segments, before detection of N2 fixation (E.-P.
Journet, personal communication). R108Mt, GVN, and Nodulated Root
libraries represent mature nodules actively fixing
N2. It should be noted that the MtBB and the
Nodulated Root libraries were prepared from the mixture of roots and
nodules and, therefore, potentially contain sequences expressed in root tissues, as well as nodules. Finally, the GVSN library represents senescent nodules. In total, 20,347 EST sequences in MtGI are from
nodule libraries, which comprises 14.4% of the 141,501-EST dataset.
Given that other cDNA libraries represent all major plant organs
(roots, leaves, stems, flowers, pods, and seeds), this number appears
to be sufficient for sketching the nodule-specific transcriptome.
The language of Boolean formalism was applied to screen MtGI Release
4.0, and to identify those TCs composed of ESTs derived exclusively
from MtBB, R108Mt, GVN, Nodulated Root, or GVSN libraries (operator
"OR"), but not from any other library (operator "NOT"). This
search revealed 340 entries as nodule-specific TCs. All of these TCs
are posted on the M. truncatula Consortium Web site (http://www.medicago.org).
Each nodule-specific TC sequence is clustered from individual
overlapping ESTs, and, therefore, putatively represents a unique transcript presumably from a single gene. Variability in the number of
ESTs comprising each TC likely reflects the differences in abundance of
the transcripts from the corresponding genes. Nodule-specific TCs were
grouped into four categories based on the number of ESTs contributing
to an individual TC contig. Notably, 70% of nodule-specific TCs are
represented by two to four ESTs, 17% of the TCs contain five to nine
ESTs each, and 7% of the TCs contain 10 to 19 ESTs. Approximately 6%
of the TCs contain over 20 ESTs each. Assuming that the number of ESTs
comprising a single TC reflects gene expression level, the current
categorization of TCs composed of few ESTs as nodule specific may be
not final. The likelihood of finding transcripts in non-nodule
libraries after deeper sequencing should be considered. This scenario
has already proven true for a number of such TCs upon comparison of
MtGI Release 3.0 with Release 4.0, which was supplemented with 13,877 additional EST sequences.
In addition to 340 nodule-specific contigs (TCs), the MtGI contains
1,867 singletons also sequenced from nodule libraries. They were not
considered for further analysis because their nodule-specific status is
questionable due to a limited number of identified transcripts.
All 340 nodule-specific TCs were again analyzed using BLASTX and
grouped into three categories based on the statistical significance of
their matches to proteins in the GenBank protein database: novel (zero
matches in the database), strong similarity (E values less than
10 8), and weak (statistically insignificant)
similarity (E values higher than 10 8). Ten
(3%) nodule-specific TCs were novel: TC36162, TC29160, TC32908,
TC29828, TC40949, TC40984, TC31810, TC35357, TC38228, and TC38832.
Because TC36162, TC29160, and TC32908 are represented by a large number
of ESTs (16, 8, and 8, respectively), they are apparently expressed at
a moderate to rather high level. When the entire GenBank EST database
was scanned for the presence of sequences similar to these 10 TCs
(TBLASTX analysis), with a single exception, only ESTs from nodule
libraries of M. truncatula and M. sativa showed
statistically significant degrees of similarity. The exception was
TC31810 showing strong similarity not only to nodule ESTs, but also to
one EST from M. truncatula leaf and cotyledon cDNA library
(E value of 10 43). However, this EST is
classified at MtGI as a singleton.
Some 40% (137) of the nodule-specific TCs showed strong similarity to
known GenBank sequences, whereas the remaining 57% (193) of the TCs
exhibited weak similarity with GenBank sequences (E values higher than
10 8). Within this weak similarity category, a
large subgroup of 114 TCs encoded various Cys cluster proteins (CCPs).
Characterization of Nodule-Specific TCs
The 137 TCs showing strong similarity to the GenBank
protein accessions were subdivided into nine categories based upon
the putative function of their strongest
BLASTX score (Fig. 1; Tables II and III).
Of these TCs, function could be predicted for 76 (55%) TCs.
Twenty-three (17%) TCs encoded proteins
of unknown function, previously described in legumes as nodule
specific, or nodulins (Legocki and Verma, 1980 ). Twenty-six (19%) TCs
displayed strong similarity to hypothetical, unknown, or putative
proteins predicted by sequencing of the Arabidopsis and rice genomes.
Finally, 12 (9%) TCs corresponded to previously characterized proteins
for which the cellular function is not yet understood.

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Figure 1.
Distribution of nodule-specific TCs by functional
categories. Classification was performed for 137 nodule-specific TCs
with strong statistical similarity to GenBank protein sequences (E
values lower than 10 8).
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Nine of the functionally defined TCs corresponded to leghemoglobins
(Lbs). Lb genes are among the most abundantly expressed nodule-specific
genes. Each Lb-encoding TC was composed of 13 (TC31876) to 379 (TC35566) ESTs. Nodulin TCs containing the greatest number of ESTs
corresponded to MtN22, ENOD20, nodulin-25, ENOD18, MtN29, MtN1, and
EnodGRP5, with each containing 84, 29, 23, 20, 19, 13, and 11 ESTs,
respectively. The putative functions or cellular locations of the
identified nodulins are listed in Table II.
It is worth noting that a number of nodulin TCs contain a high
proportion of ESTs from the MtBB library. This library corresponds to
early nodule development before N2 fixation. At
least 47% of the ESTs in each of TC28588, TC29418, TC28970, TC36450,
TC29982, TC28429, TC37466, TC33130, and TC35962 came from the MtBB
library, indicating that they are early nodulins induced before the
onset of N2 fixation (Nap and Bisseling, 1990 ).
In previous studies (Pichon et al., 1992 ; Gamas et al., 1996 ; Greene et
al., 1998 ), these nodulins were also described as being induced early
in nodule development.
In comparison, among the 660 Lb ESTs sequenced, only three ESTs
originate from the MtBB early nodule library. Lbs would be expected to
represent a low number of ESTs in MtBB because they are usually most
highly expressed in mature N2-fixing nodules (GVN, R108Mt, and Nodulated Root libraries).
In contrast to early nodulins, all four ESTs comprising TC40954, which
is similar to M. sativa nodule-specific protein nms22, are
derived from the GVSN library representing senescent nodules. Another
nodule-specific TC (TC40868), also sharing some similarity with nms22
(E value of 10 4), contained four GVSN ESTs and
one GVN sequence. This information suggests that nms22-like proteins
are preferentially expressed during nodule senescence.
Because the function of most nodulins is unresolved, we analyzed
the amino acid sequences deduced from their TCs by the PSORT (prediction of protein sorting signals and
localization sites) and the Inter-Pro (identification of protein
functional domains) programs (Table II). These analyses suggest that
homologs of three nodulins, ENOD12 (TC28970), MtN22 (TC31873 and
TC31874), and nodulin-25 (TC35677 and TC35678), possess a cleavable
N-terminal sequence targeting the protein into the endomembrane system
or outside the cell. N-Terminal signal peptides deduced for
MtN22-like TCs are identical. Likewise, the deduced N-terminal signal
peptides for nodulin-25-like TCs are also identical. MtN22- and
nodulin-25-type signal peptides are more similar to each other (48%
identity) than to those of the ENOD12-type signal peptide (31%
and 25% identity, respectively). The N-terminal sequence of M. sativa nodulin-25 was earlier proposed to target the protein into
the PBS of the nodule (Kiss et al., 1990 ). Several nodulins (encoded by
TC29982, TC40954, TC35962, and TC36819) are putative plasma membrane
proteins. A homolog of an MtN21-like protein (represented by TC36819),
predicted to have an uncleavable N-terminal signal sequence, contains a DUF6 domain signature characteristic of integral membrane proteins. This domain is found in a number of proteins, such as carboxylate/amino acid/amine transporters and phosphate/phosphoenolpyruvate translocator.
Despite the original definition of nodulins as genes expressed
exclusively in legume root nodules, eight of the 23 TCs corresponding to the known nodulins also have strong similarities (E values of
10 18 and lower) to genes of nonlegume species.
For example, genes similar to nodule-specific TC36819, encoding a
nodulin 21-like protein (E value of 10 30), are
also found in rice and Arabidopsis (GenBank accession nos. CAB53493 and
NP_176984, respectively). Likewise, nodule-specific TC37619 displays
strong similarity to an Arabidopsis gene encoding a nodulin-like
protein (GenBank accession no. NP_180982.1).
Besides those encoding Lbs, a group of nodule-specific TCs with strong
similarity to genes of known function includes 12 (9%) related to
metabolism, 9 (7%) related to transport, 28 (19%) related to signal
transduction, 15 (11%) related to cell structure/maintenance, and
three (2%) related to growth factor/hormone processes (Table III).
Among these groups of TCs, those having the greatest number of ESTs
encoded peroxidase precursor (nine), carbonic anhydrase (seven), purine
permease (14), calmodulins (14 and 10), bark agglutinin precursor (40 and 12), plantacyanin (45), B12D protein (14), and embryo-specific
protein (10). The majority of the TCs, however, are composed of four or
fewer ESTs.
Two nodule-specific TCs (TC32103 and TC36302) encode proteins that are
similar to a bark lectin-related polypeptide/agglutinin of R. pseudoacacia and Cicer arietinum a protein apparently
implicated in nitrogen storage (VandenBosch et al., 1994 ; van Damme et
al., 1995 ). They are represented by a large number of ESTs (40 and 12, respectively), and, therefore, appear to be relatively abundant messages in nodules. Deduced amino acid sequences of TC32103 and TC36302 are identical at only 41% of the aligned position. Three other
TCs also matching R. pesudoacacia/C. arietinum agglutinins have been found in MtGI (TC32259, TC28959, and TC39450). However, the
tissue expression patterns deduced from the ESTs composing these TCs
indicate that they are not nodule specific.
Basic blue copper protein, or plantacyanin (TC32101), is encoded by
another highly expressed nodule-specific TC. The nucleotide sequence of
TC32101 is 97% identical to that of nodulin MsNod202 encoding a
plantacyanin from M. sativa (Jiménez-Zurdo et al., 2000 ). Together with two other nodulins, ENOD16 and ENOD20 (Greene et
al., 1998 ), corresponding to nodule-specific TC40417 and TC28429, these
proteins contain a copper-binding domain characteristic of a group of
plant phytocyanins proposed to be involved in primary defense response
(Nersissian et al., 1998 ). Another copper-related nodule-specific TC
appears to encode a putative copper transporter (TC37150).
Two proteins encoded by nodule-specific TC36259 and TC35428, assembled
from 10 and two ESTs, respectively, are 77% identical, and are similar
to Arabidopsis embryo-specific protein (GenBank accession no.
AB019235). Some 40% of the clones comprising TC36259 were sequenced
from the early nodule library (MtBB).
One of the unexpected outcomes of in silico survey for nodule-specific
TCs was identification of a TC41286 that encodes a protein similar to a
Rubisco small subunit, a photosynthesis-related protein normally
observed in green tissues. This TC consists of three ESTs derived from
the MtBB, Nodulated Root, and GVSN libraries. Surprisingly, the
statistical significance of the similarity between the deduced amino
acid sequence of TC41286 to Rubisco small subunits of nonleguminous
woody plants Betula verrucosa and L. laricina (E
values of 10 41 and
10 46, GenBank accession nos. Q96542 and P16031,
respectively) is greater than to those found in green tissues of
M. truncatula (for example, TC28300; E value of
10 38) or M. sativa (E value of
10 38, GenBank accession no. O65194). TC41286
possesses 57% and 61% amino acid identity with the B. verrucosa and L. laricina accessions, whereas identity
with TC28300, apparently encoding a photosynthetically active Rubisco,
is only 51%. Comparison of nucleotide sequences of nodule Rubisco-like
TC41286 and leaf Rubisco TC28300 revealed that the 64.4% identity
between these two forms of Rubisco small subunit starts only from
nucleotide 131 of TC41286 and nucleotide 203 of TC28300, whereas 5'
ends of the sequences are much more diverse and share similarity over
only a short stretch of 30 nucleotides (data not shown).
Unique Nodule-Specific Calmodulin-Like Proteins
Six nodule-specific TCs with similarity to calmodulins were
identified in silico (TC35910, TC35911, TC35912, TC34223, TC41252, and
TC37063). The number of ESTs comprising each of these TCs varied from
three (TC34223) to 14 (TC35910; Table III). Based upon BLASTX
comparisons, the deduced amino acid sequence identity to known
calmodulins was lower for the nodule-specific TCs (38%-70%) than for
the two TCs encoding typical calmodulins and expressed in various other
tissues of M. truncatula (TC31994 and TC35885, 100%
identity). Therefore, nodule-specific TCs were named calmodulin-like proteins.
Complete coding sequences (CDS) were obtained for all six of these TCs,
and also for two TCs encoding typical calmodulins expressed in various
other tissues of M. truncatula (TC31994 and TC35885). To
verify the assembly of the contig, at least one representative cDNA
clone was completely resequenced for each TCs. Complete cDNA sequences
corresponding to all nodule-specific calmodulin-like TCs and to two
typical calmodulin TCs are deposited to the GenBank under the accession
numbers AF494212 through AF494220.
With two exceptions, the complete CDS length of calmodulin-like TCs and
typical calmodulin TCs was comparable (767-983 bp). The CDS for
TC34223 was considerably smaller (567 bp), apparently due to an
internal deletion. TC37063 appeared to be assembled of two types of
clones, identical throughout the entire sequence, but different in
length due to an extension of a 3' region in one of them. Therefore,
two versions of TC37063 were proposed, TC37063-s (short, 501 bp) and
TC37063-l (long, 781 bp). The 280-bp-long extension at the 3' end of
TC37063-l occurred almost entirely in the 3'-untranslated region;
however, the deduced amino acid sequence of TC37063-l is also slightly
longer (12 additional amino acids preceding the stop codon). Notably,
all TCs, including those encoding typical calmodulins possess
relatively long 3'-untranslated regions.
Four nodule-specific TCs encode longer calmodulin-like polypeptides
(140-179 amino acids for TC35910, TC35911, TC35912, and TC34223) than
the others (TC41252, 116 amino acids, TC37063-s, 103 amino acids; and
TC37063-l, 115 amino acids). TC31994 and TC35885 encode calmodulin
polypeptides of 149 amino acids, similar to most known calmodulins
(Reddy, 2001 ). Amino acid identity among nodule-specific
calmodulin-like proteins varies from 40% to 91%, whereas their
identity to typical M. truncatula calmodulins range from
52% to 68% (Table IV).
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Table IV.
Percent identity between the deduced amino acid
sequences of nodule-specific calmodulin-like proteins and typical
calmodulins of M. truncatulaa
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The alignment of the deduced amino acid sequences of nodule-specific
calmodulin-like TCs, typical calmodulin TCs, and several calmodulins
from other organisms is shown in Figure
2. Typical calmodulins possess four
Ca2+-binding domains (EF hand motifs; boxed in
Fig. 2), each including several highly conserved residues that form
Ca2+-binding sites (underlined amino acids). For
example, calmodulins of Medicago sativa, bean, T. pyriformis, T. gondii, and both typical calmodulins of
M. truncatula contain all four domains. The Inter-Pro program used to determine Ca2+-binding motifs in
nodule-specific calmodulin-like TCs showed that these TCs do not
contain all four complete Ca2+-binding domains.
The optimal amino acid alignment of calmodulin-like proteins with
typical calmodulins produces a gap in the amino acid stretch of four
calmodulin-like TCs. This gap occurs in the region corresponding to
domain II. Three calmodulin-like proteins (TC35910, TC35911, and
TC34223) contain complete domains III and IV only; TC35912 contains
domain IV; TC41252 contains domain I, and both versions of TC37063
contain domain II. However, many functionally important amino acid
residues in the regions corresponding to the missing complete EF motifs
are still conserved in all calmodulin-like TCs.

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Figure 2.
Comparison of the deduced amino acid sequences of
M. truncatula nodule-specific calmodulin-like proteins
(encoded by TC35910, TC35911, TC35912, TC41252, TC34223, TC37063-s, and
TC37063-l), typical M. truncatula calmodulins (encoded by
TC31994 and TC35885), and calmodulins from Medicago sativa
(GenBank accession no. X52398), bean (AAD10245), T. pyriformis (P02598), and T. gondii (Y08373).
Comparisons are referenced to the calmodulin-like protein encoded by
TC35910. Dots represent identical amino acids. Amino acids shaded in
gray possess similar physico-chemical properties. EF hand domains, as
predicted by PSORT, are shown in boxes. Underlined amino acids are
essential for Ca2+ binding. The circled amino
acids in the N-terminal portion of the polypeptides are the last ones
in the predicted cleavable signal peptide. Gaps in the sequences
(indicated by dashes) are introduced to maintain maximum sequence
similarity.
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The remarkable unique feature of all nodule-specific calmodulin-like
proteins is a conserved 40-amino acid-long N-terminal extension, which
is absent from all typical calmodulins. As predicted by PSORT analysis,
these N-terminal peptides contain a putative cleavable signal sequences
(24 or 18 amino acids long) that potentially target the proteins into
the endomembrane system or outside the cell. Typical calmodulins
(including M. truncatula TC31994 and TC35885)
lack an N-terminal extension encoding a signal sequence. As
predicted by PSORT analysis, TC31994 and TC35885 polypeptides are
localized in the cytoplasm, typical of the common calmodulins (Zielinski, 1998 ). Thus, it appears that the subcellular location of
these calmodulin-like proteins may be different from that of typical calmodulins.
Interestingly, the signal peptide of calmodulin-like proteins is
very similar to those found in nodulin-25 (TC35677 and TC35678). For
example, there is 75% similarity between the signal peptides of
TC35678 (nodulin-25) and TC35910 (nodule-specific calmodulin-like protein). In both cases, the cleavage site is predicted to occur after
the first 24 amino acids of the polypeptide. However, the mature
nodulin-25 does not show any similarity to calmodulins and, as
determined by Inter-Pro scanning, lacks any EF hand domains. To
determine whether any other M. truncatula sequences, besides nodulin-25, contain such an N-terminal signal motif, we searched the
MtGI database with the amino acid signal sequences of calmodulin-like proteins (TBLASTN analysis). No other TCs appear to have such a signal
peptide. Among the singletons, only two accessions with the
similar signal motif were found (AW127197 and BE999027). Both ESTs were
sequenced from nodule libraries (GVN and GVSN, respectively), and their
closest nucleotide matches are nodule-specific calmodulin-like proteins
(BLASTN against MtGI). Moreover, searching the entire National Center
for Biotechnology Information (NCBI) protein database did not
reveal additional accessions with similar signal motifs (BLASTP analysis).
Nodule-Specific TCs Encoding CCPs
Five types of CCPs showing some similarity to previously
described pea (Pisum sativum) nodulin 3 (ENOD3), nodulin 6, and nodulin 14 (Scheres et al., 1990 ; Kardailsky et al., 1993 ) have
been identified in broad bean (Frühling et al., 2000 ) and in pea
(Kato et al., 2002 ). These nodule-specific proteins possess two
noteworthy features: similar N-terminal secretory signal sequences and
conserved Cys-X4-Asp-Cys and
Cys-X4-Cys elements in their C-terminal halves.
Surprisingly, we found 114 nodule-specific TCs showing some similarity
to these previously reported CCPs and also to a hypothetical protein of another legume, Galega orientalis (GenBank accession no.
CAB51773). Of these 114 TCs, also named CCPs, 40 TCs are composed of
more than five ESTs each, whereas the rest of them are composed of only
two to five ESTs. Similar to previously characterized broad bean and
pea CCPs, these TCs encode small proteins (60-90 amino acids).
Analysis of the deduced amino acid sequences of 114 TCs (several
examples are shown in Fig. 3) confirmed
the presence of both characteristic features of CCPs. As demonstrated
by PSORT analysis, the N terminus of all 114 CCPs contains a putative
signal sequence predicted to target the polypeptide out of the
cytoplasm. The majority of M. truncatula CCPs contain Cys
clusters identical to those of broad bean or pea proteins. However, a
few deviations in structure of both Cys clusters were found.

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Figure 3.
Comparison of the deduced amino acid sequences of
several TCs encoding CCPs with CCPs from other legumes: pea ENOD3
(GenBank accession no. P25225), broad bean CCP2 and CCP5 (GenBank
accession nos. AJ243463 and AJ243466), and hypothetical protein of
G. orientalis (GenBank accession no. CAB51773). Comparisons
are made against pea ENOD3. Dots represent identical amino acids. Amino
acids shaded in gray share similar physico-chemical properties. Gaps
(indicated by dashes) are introduced to maintain maximum sequence
similarity. Conserved Cys clusters are shown in boxes. The circled
amino acids are the last ones in the predicted cleavable N-terminal
signal sequence. Underlined amino acid in TC39082 is the last one in
the predicted signal peptide that is not cleaved.
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Three types of changes were found in the first Cys cluster: (a) For 22 of the 114 predicted proteins, the Asp was not conserved; (b) For two
predicted proteins (encoded by TC37420 and TC40754), the Cys were
separated by three or 12 amino acids instead of 5; and (c) For three
predicted proteins, the second Cys was replaced by a Trp or Tyr,
possibly due to sequencing errors (Cys is encoded by TGT or TGC,
whereas tryptophan is encoded by TGG, and Tyr is encoded by TAT).
Therefore, a more correct predominant structure of the first Cys
cluster for M. truncatula CCPs would be
"Cys-X5-Cys."
Deviations from the proposed model were also observed in the structure
of the second Cys cluster: (a) In six and three of the predicted
proteins, two Cys were separated by five or six amino acids instead of
four amino acids; and (b) in seven predicted proteins, one of the Cyst
was substituted by Phe, Tyr, or Leu. However, similar to the situation
with the first cluster, all of these substitutions may be a result of a
single nucleotide sequencing error. Our data indicate that the
structure of the second Cys cluster can be best described as
"Cys-X4-6-Cys."
Because some ESTs for CCP-encoding TCs were sequenced from the MtBB and
GVSN libraries, respectively, expression of CCP genes appears to be
induced before the onset of N2 fixation and
extends throughout nodule senescence.
Validation of Nodule-Specific TCs Identified in Silico
through Macroarrays and RNA Blots
To assess whether genes identified as nodule specific
via in silico analysis showed enhanced expression in nodules in vivo, transcript abundance for selected TCs was evaluated by macroarray hybridization and RNA-blot analysis. The 91 TCs chosen for macroarray analysis were composed of a variable number of ESTs: 13 contained 20 or
more ESTs, 13 TCs contained 10 to 19 ESTs, 28 TCs contained five to
nine ESTs, and 37 TCs contained two to four ESTs. Each TC on the
macroarray was represented by two different cDNA clones, and each clone
was spotted in duplicate. The experiment evaluated the hybridization
intensities for each spot on three different filters probed with
radioactively labeled cDNAs derived from nodule, leaf, or root mRNA.
Four macroarray hybridizations were performed, each using independently
harvested tissue for mRNA extraction. We determined the average
nodule-to-root (N:R) and nodule-to-leaf (N:L) ratios of the intensities
of hybridization signal for each TC sequence. Table
V represents the final N:R and N:L
averages from all four experiments. We defined TCs as being nodule
enhanced when gene expression in nodules exceeded that in other tissues by at least 2-fold.
For all 91 nodule-specific TCs, the average N:R ratio exceeded 2-fold,
confirming that expression of all these genes was enhanced in nodules
as compared with roots. However, the average N:L ratio was equal to or
exceeded 2-fold for only 72 of the TCs, whereas for 19 TCs it was below
this value. Of these 19 TCs, three TCs were represented by six or seven
ESTs, and the remaining 16 TCs were composed of three to five ESTs
each. Overall, the results of the macroarray hybridizations indicate
that in silico-based nodule-specific assignment to the TCs may be not
correct for TCs composed of five or fewer ESTs. Final verification of
the nodule-specific/-enhanced status for such TCs will require more
sensitive experimental methods, such as real-time PCR.
From the 91 TCs selected for macroarrays a subset of nine TCs, each
composed of four to 25 ESTs, was examined by RNA-blot analysis.
Transcript abundance was evaluated in nodule, senescent nodule, root,
leaf, flower, and pod tissues. Equivalent loading of RNA was verified
by probing blots with a 28S RNA probe. RNA-blot analysis confirmed the
nodule-specific/-enhanced nature of TC32516, TC29264, TC35910, TC36259,
TC31903, TC28580, and TC29160 (Fig. 4).
Expression of two other nodule-specific TCs (TC40870 and TC28421) dramatically increased during nodule senescence (Fig. 4). Expression of
TC28421 (encoding Cys proteinase) was almost undetectable in active
N2-fixing nodules by RNA-blot analysis. Not
surprisingly, this TC assembly is composed of five ESTs from GVSN
(senescent nodule library) and of only one EST from the
N2-fixing nodule library (R108Mt). Results of
both in silico and in vivo northern analyses for TC28421 indicate why
macroarray results did not reveal the enhanced transcript abundance in
N2-fixing nodules as compared with leaves. The
expression of several other TCs with less than five ESTs each was also
examined by RNA-blot analysis (data not shown) and was found to have
extremely low levels of hybridization in all tissues. RNA blots could
not clearly confirm their in silico classification as nodule
specific.

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Figure 4.
Northern-blot analysis of selected nodule-specific
TCs. Twenty micrograms of total RNA from nodules (N), senescent nodules
(SN), roots (R), leaves (L), flowers (F), and pods (P) was separated by
gel electrophoresis, transferred onto a nitrocellulose membrane, and
hybridized with radioactively labeled cDNA inserts. Inserts represent
the clones that belong to nine TCs identified in silico as
nodule-specific. Transcript size (kb) is estimated from its
electrophoretic mobility. Radioactivity with 28S RNA probe quantified
by the AMBIS Radioanalytic Image System (Scanalytics, Billerica,
MA) demonstrates the comparative RNA loading.
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 |
DISCUSSION |
In this report, we have extended the understanding of plant genes
involved in symbiotic nitrogen fixation by identifying in silico 340 genes (TCs) that appear to be expressed solely in root nodules.
Nodule-specific TCs represent 2.6% of the total TCs annotated in the
MtGI. They were identified by applying Boolean search operators to
screen 12,925 TCs assembled from over 140,000 ESTs. Nodule-specific TCs
are composed of between two and 84 ESTs. Although EST sequencing previously has been successfully used on a limited scale to identify genes that have nodule-enhanced expression (Szczyglowski et al., 1997 ;
Györgyey et al., 2000 ), this is the first report to employ in silico analysis on a genome-wide scale to identify genes that appear
to be specifically related to legume-rhizobium symbiosis. Our analyses
revealed several genes with greatly enhanced expression in nodules that
were previously overlooked. Moreover, this report is novel in that in
silico gene expression data were compared with actual transcript
abundance in effective nodules.
Several advantages of an in silico genome-wide approach are immediately
evident. Foremost, the number of gene sequences that can be evaluated
is virtually unlimited and the analysis is quite rapid. Second, Boolean
search operators can simultaneously be applied to ESTs identified from
a large number of cDNA libraries reflecting various organs and tissues.
Third, the search can be organized to answer a range of questions, such
as: (a) which genes are expressed only in selected libraries and not in
all others (i.e. nodule specific), (b) which genes are expressed in
common in related libraries (i.e. root and shoot meristems), and (c) which genes are represented in all libraries (i.e. constitutively expressed). Last, microarray analysis of gene expression may be limited
due to its availability and cost, whereas in silico expression profiling is available to anyone with access to Internet capabilities.
Determining the validity of using in silico expression data as a true
reflection of in vivo transcript abundance is extremely important.
Audic and Claverie (1997) developed a rigorous statistical test to
delineate more precisely and extend the limits within which in silico
expression data can be used confidently. To demonstrate the
differential expression of a gene, its EST assembly must be composed of
more than four ESTs to be considered as having greater than a basal
level of expression. Using Audic and Claverie's statistical approach,
Ewing et al. (1999) and Mekhedov et al. (2000) analyzed public
databases of Arabidopsis and rice to identify genes with differential
expression in either selected tissues or between the species. In this
work, we attempted to assess the validity of our digital northern data
by experimental approach. Preliminary calculations of the probabilities
based on formula 1 of Audic and Claverie's analysis (not shown)
predicted that nodule-specific TCs of five or fewer ESTs would not have
statistically significant differences in expression between nodules and
all other tissues. Our experimental data are similar to the prediction.
Macroarray results indicate that when a TC sequence identified in
silico as being nodule specific is composed of six or more ESTs, the predicted expression profile could usually be verified by physical measurements of transcript abundance on macroarrays or northern blots.
In contrast, an in silico-predicted nodule-specific TCs having five or fewer ESTs could not always be confirmed experimentally as actually being expressed in a nodule-specific or -enhanced manner.
Our data (Table V; Fig. 4) show that transcript abundance for 19 of 91 in silico nodule-specific TCs chosen for experimental verification was
not higher in nodules as compared with leaves (N:L ratio less than 2).
Importantly, 16 of these 19 TCs are composed of three to five ESTs
only, which implies that the abundance of the corresponding transcripts
in these tissues is low. More sensitive experimental approaches will be
required to characterize the abundance of their transcripts.
It should be acknowledged that experimental validation of in silico
data on macroarrays and RNA blots is complicated by the potential cross
hybridization of the closely related sequences. This problem has been
already partially addressed in several publications in relation to
microarray (Girke et al., 2000 ; Fernandes et al., 2002 ) and
macroarray (Miller et al., 2002 ) hybridization systems. For
high-density macroarrays, it has been demonstrated that sequences with
up to approximately 90% identity show relatively little cross hybridization (Miller et al., 2002 ). RNA-blot analysis of
nodule-specific calmodulin-like TC35910, where a full-length cDNA was
used as a probe, was unable detect a hybridization signal in any organ other than nodule or senescent nodule (Fig. 4). This result indicates that no cross hybridization occurred with typical calmodulins, which
are expressed elsewhere in the plant. The complete nucleotide sequences
of TC35910 and typical calmodulins (TC31994 and TC35885) are identical
at 65% and 74%, respectively. This fact indicates that cross
hybridization on macroarrays, processed under the same stringency
conditions as RNA blots, should not have occurred if the TCs share less
than at least 74% identical nucleotides with another closely related TC.
One of the merits of in silico analysis is the opportunity to obtain an
overview of the variety of nodule-specific TCs. Although function can
be predicted for the protein products of 76 (22%) nodule-specific TCs
(TCs for Lbs, TCs related to metabolism, transport, signal
transduction, cell structure and maintenance, growth factors, and
hormone regulation), 264 (78%) nodule-specific TCs remain functionally
uncharacterized. These include TCs from a weak similarity category, TCs
for novel proteins and nodulins, unclassified TCs, and TCs similar to
hypothetical, unknown, and putative proteins of Arabidopsis and rice.
At least 31% of nodule-specific TCs have strong homology to sequences
from nonlegume species. These are TCs from a strong similarity category
excepting those encoding Lbs and the majority of nodulins. Thus, it
appears that a significant proportion of nodule-specific functions are
performed by recruiting genes common to all plants. In contrast,
approximately one-half of nodule-specific TCs appear to represent the
genes unique for legumes. This can be deduced from the fact that
corresponding transcripts could not be found in nonlegume species,
neither by BLASTX (GenBank protein database) nor by TBLASTX
(GenBank EST database) analyses. Legume-specific TCs are those encoding
novel proteins, Lbs, and the majority of nodulins (from a strong
similarity category), and CCPs (from a weak similarity category). The
remaining nodule-specific TCs belonging to the weak similarity category are a potential resource for revealing more legume-specific genes. The
fact that complete genomic sequences of Arabidopsis and rice are
already available (AGI, 2000 ; Goff et al., 2002 ; Yu et al., 2002 ), and
yet these weak similarity TCs do not have statistically significant
matches, suggests that these TCs may also encode proteins unique for
the legumes. Overall, our data demonstrate that the nodules may be a
rich source of genes specific to the legume family.
Boolean search analysis revealed several functionally diverse
nodule-specific TCs whose role in nodules was previously overlooked. These include TCs that encode proteins similar to: (a) purine permease,
a high-affinity transporter for adenine, cytosine, and purine
derivatives (Gillissen et al., 2000 ); (b) plantacyanin, a
plant-specific blue copper protein, apparently involved in the defense
response (Nersissian et al., 1998 ); (c) a homolog of an Arabidopsis
embryo-specific protein, whose cellular function is yet to be
understood; (d) B12D protein, a protein known to be accumulated in
plants during embryo development, seed maturation, and leaf senescence
(Aalen et al., 1994 ; Huang et al., 2001 ); (e) remorin, a membrane
phosphoprotein, suggested to be involved in intercellular
communications (Reymond et al., 1996 ); (f) 2-on-2 hemoglobin, the
higher plant homolog of the "truncated" hemoglobins found in
bacteria, protozoa, and algae, which possess unique biochemical properties that are likely distinct from those of other plant hemoglobins (Watts et al., 2001 ); and (g) calmodulin-like proteins.
Calcium is well recognized as a second messenger, playing a vital role
in plant responses to biotic and abiotic stimuli (Zielinski, 1998 ;
Snedden and Fromm, 1998 ; Reddy, 2001 ). Ca2+ also
activates a diverse array of cellular responses affecting plant growth
and development. For example, flux in cytoplasmic Ca2+ in root hairs is one of the earliest
physiological events occurring in legume-rhizobium interactions
(Cárdenas et al., 2000 ). In the later stages of symbiosis,
Ca2+ has been implicated in the functioning of an
NH4+ channel of the symbiosome
membrane (Tyerman et al., 1995 ; Streeter, 1998 ).
Ca2+-dependent effects on plant cellular
responses are mediated by Ca2+-binding proteins,
of which calmodulin is best characterized. Not possessing a catalytic
activity of their own, calmodulins interact with various
calmodulin-binding proteins, which in turn activate downstream events.
Interestingly, among the 340 nodule-specific TCs, we found six
calmodulin-like TCs. Although amino acids involved in
Ca2+ binding were partially conserved throughout
the polypeptide, only two Ca2+-binding domains
were complete in the proteins encoded by TC35910, TC35911, and TC34223,
and only one was complete in the proteins encoded by TC35912, TC41252,
and TC37063. Moreover, unlike typical calmodulins, all nodule-specific
calmodulin-like proteins contain a cleavable N-terminal extension. This
putative transit sequence is very similar to that found in nodulin-25,
which was proposed to be targeted to the PBS (Kiss et al., 1990 ).
PSORT analysis of the calmodulin-like proteins predicted
probable targeting of the polypeptides outside the cell.
Localization of calmodulin-like proteins to the PBS would also be
consistent with Ca2+ modulation of the symbiosome
membrane ammonium transporter (Tyerman et al., 1995 ; Streeter, 1998 ),
and with electron microscopic observations of
Ca2+ accumulation inside the PBS (Izmailov et
al., 1999 ).
Another provocative role for nodule calmodulin-like proteins would
involve regulation of nodule Glu decarboxylase. This enzyme requires
activation by Ca2+-bound calmodulin to convert
Glu to -aminobutyric acid, which is rapidly accumulated in
nodules in response to various stresses (Ling et al., 1994 ; Serraj et
al., 1998 ). Apyrase, another enzyme known for its calmodulin-binding
properties (Hsieh et al., 1996 ), has also been reported to play
an essential role in plant-rhizobium symbiosis (Cohn et al.,
2001 ).
Although this is the first report on plant-encoded calmodulin-like
proteins related to legume nodule functioning, a rhizobium-encoded calmodulin-like protein, termed calsymin, has been recently identified in the bean microsymbiont Rhizobium etli (Xi et al., 2000 ).
Similar to nodule-specific expression of plant calmodulin-like
proteins, calsymin is expressed in R. etli exclusively
during host plant colonization and infection. Moreover, calsymin also
appears to be an excreted protein, though its amino acid sequence
does not contain a cleavable N-terminal transit peptide. Though
calsymin localization and its particular function are unknown,
symbiosome structure and nitrogen fixation in nodules formed by the
bacterial mutant for calsymin were clearly altered.
Overall, the discovery of symbiosis-specific calmodulin-like proteins
of both plant and bacterial origin demonstrates the importance of
Ca2+-dependent signal transduction processes for
functioning of legume root nodules.
A group of 114 nodule-specific TCs was defined as encoding CCPs. The
first CCP gene (ENOD3) was reported for pea (Scheres et al., 1990 ).
Later, five more types of CCPs were found and extensively studied in
pea (Kato et al., 2002 ) and in broad bean (Frühling et
al., 2000 ). In silico analysis of the M. truncatula nodule transcriptome shows that this group of proteins is far more extensive than originally thought. The EST content of the various CCP-encoding TCs ranges from two to 39. The fact that 16 of these TCs have more than
10 ESTs suggests that they are highly expressed in effective nodules.
Despite significant differences at the nucleotide and even amino acid
levels, CCPs are grouped together based on the significant similarity
of their N-terminal sequences and the presence of the
conserved Cys clusters. N-terminal sequences contain a predicted cleavable signal peptide that could potentially target the
polypeptide outside the cell or into the vacuoles or symbiosomes. Similar targeting sequences were reported for CCPs of broad bean and
pea, and were proposed to direct the proteins to the PBS or to the
vacuoles of the infected cells. It should be mentioned that the signal
peptides of other potentially PBS-targeted proteins, such as nodulin-25
and calmodulin-like proteins of M. truncatula, are different from that of CCPs. Cys clusters are known for their metal-binding capacities, which may indicate the involvement of CCPs in
binding of molybdenum or iron for nitrogenase, or of cobalt ions
required for vitamin B12 synthesis in bacteroids (Scheres et al., 1990 ;
Frühling et al., 2000 ). The hypothetical relationship of CCPs
to bacteroid function may be supported by the fact that expression of
CCP genes occurs exclusively in the infected cells of
bacteria-/bacteroid-containing nodule zones (Frühling et al., 2000 ; Kato et al., 2002 ; M. Fedorova and C.P. Vance, unpublished data).
It is noteworthy that a group of plant defensins, apparently encoding
proteinase inhibitors and known for the antifungal activity, also
possess several conserved Cys clusters and an N-terminal signal
sequence (Maitra and Cushman, 1998 ; Gao et al., 2000 ; van der
Biezen, 2001 ). However, amino acid sequence comparisons between known
plant defensins and CCPs revealed no similarities (data not shown).
Although we have identified 340 putative nodule-specific genes
(nodulins) through an in silico approach, our results need to be viewed
conservatively. As originally defined, nodulin genes are those
expressed exclusively in nodules (Legocki and Verma, 1980 ). However,
over the last several years, that definition has been modified because
a number of nodulin genes show limited expression in other plant organs
(de la Peña et al., 1997 ; Kapranov et al., 1997 ;
Mathesius et al., 2001 ). The list of such exceptions can be
further extended by our survey of the MtGI collection. Several TCs
corresponding to the previously known nodulins were not revealed by the
Boolean analysis. For example, TC28561 and TC36242, both similar to
soybean nodulin 26 (Fortin et al., 1987 ), and TC29414, similar to
soybean early nodulin N93 (Kouchi and Hata, 1993 ), contain a few ESTs
from non-nodule libraries. Of 10 TCs encoding Lb, nine TCs were
identified through the Boolean search as being nodule specific. A 10th
(TC35564) contains an EST sequenced from the Phytophthora
medicaginis-infected root library. Although the possibility
of contamination of the infected root RNA with nodule transcripts
should not be disregarded, low-level expression of Lb in the infected
root tissue should be considered also. Although the genes identified as
nodule-specific by our in silico analyses fit the classical definition
of nodulins, deeper EST sequencing of individual libraries or more
sensitive assessment of transcript abundance may reveal that the
so-called nodulins show expression elsewhere in the plant.
It should be also acknowledged that the parameters of Boolean analysis
of M. truncatula EST collection used to identify strictly nodule-specific TCs disregards a large group of genes that are also
critically involved in nodule functioning and are expressed in a
nodule-enhanced, rather than a nodule-specific, manner. For example,
TCs encoding Gln synthetase (TC35731), Suc synthase (TC31899), sulfate
transporter (TC29347), and hexose transporter (TC29639) would be in
this group. Last, 1,867 singletons have been sequenced from nodule
libraries. However, because of their apparently low level of
expression, it is not possible to confidently assign them a
nodule-specific pattern.
A relatively small number of sequences in the database
appear to be derived from M. truncatula plastid and
mitochondrial genomes. Some of these sequences can be assembled into
TCs. However, inspection of the original unprocessed sequence data
shows that none of the plastid or mitochondrial-like DNAs, for which
the complete sequence is available, have a
poly(A+) tail at their 3' end. We suspect that
they may have originated from organellar DNA and not from organellar
transcripts. Because nodule libraries were constructed from material
collected from tissue containing large numbers of S. meliloti, the possibility exists that some nodule ESTs may have
been derived from rhizobium. Therefore, we examined MtGI for the
presence of S. meliloti sequences (Galibert et al., 2001 )
using BLASTN analysis. No significant matches were found.
A number of factors have made the in silico identification of
nodule-specific transcripts possible. First, the international community has created a large EST dataset (over 140,000 entries). Second, the ESTs are derived from a collection of libraries constructed from a wide variety of organs, and the data is archived in a relational database. Third, each of the libraries has been sequenced to
considerable depth. These factors are extremely important for the
validity of an in silico approach, and should be carefully considered
for any genome scale analysis.
 |
MATERIALS AND METHODS |
Database Analyses, Sequencing, and Sequence Analyses
Structured query language was applied to analyze the MtGI
Release 4.0 (http://www.tigr.org/tdb/mtgi) and identify a subset of TCs
containing only ESTs from the nodule libraries (MtBB, R108Mt, GVN,
Nodulated Root, and GVSN). These nodule-specific TCs were reanalyzed
using BLASTX against the NCBI protein database
(http://www.ncbi.nlm.nih.gov/BLAST). Additional analysis using TBLASTX
was performed for TCs with zero matches in the protein database. The
GCG Wisconsin software package (Genetics Computer Group, Madison,
WI) was used for sequence analysis and comparisons. Inter-Pro
(http://www.ebi.ac.uk/interpro; Apweiler et al., 2001 ) and PSORT
(http://psort.nibb.ac.jp; Nakai and Kanehisa, 1992 ) software
were applied for identification of protein functional domains and
prediction of protein sorting signals. TC and clone identification
numbers are further given according to the MtGI nomenclature.
Additional sequencing for the selected TCs was performed on a 3100 Genetic Analyzer (Applied Biosystems, Foster City, CA) at the
Advanced Genetic Analysis Center (University of Minnesota).
Plant Material and Growth Conditions
Seeds of Medicago truncatula [Gaertn.], line
A17 of cv Jemalong (T. Huguet, unpublished data), were surface
sterilized for 10 min in sulfuric acid, germinated on the petri plates
for 2 d, then planted in a sand:vermiculate mix. After planting,
seeds were inoculated with Sinorhizobium meliloti 10F51
as described by Egli et al. (1989) . Plants were grown in the greenhouse
at 24°C, and fertilized weekly with nitrogen-free 0.5× Hoagland
solution. One-month-old plants were harvested for nodule, root, and
leaf tissue. Flowers and pods were collected from 2-month-old plants. Senescent nodules were obtained 48 h after removal of the shoot material. All tissues were harvested into liquid nitrogen and subsequently used for RNA extraction.
RNA Extraction and RNA-Blot Hybridization
Total RNA was extracted from nodule, senescent nodule, root,
leaf, flower, and pod tissues as described by Gregerson et al. (1993) .
Twenty micrograms of total RNA was separated by electrophoresis through
1.5% (w/v) agarose-formaldehyde gels, transferred to ZetaProbe membrane (Bio-Rad Laboratories, Hercules, CA), and hybridized to
32P-labeled probes as described previously (Pathirana et
al., 1992 ). Probes were made from cDNA inserts of the following clones:
pGVSN-12 M18 (0.8 kb) for TC28421, pGVN-51P9 (0.9 kb) for TC32516,
pGVSN-13P11 (0.3 and 0.4 kb) for TC40870, pGVN-55I10 (0.9 kb) for
TC35910, pGVN-61E23 (0.8 kb) for TC29264, pGVN-64J8 (0.8 kb) for
TC36259, N55 (0.6 kb) for TC31903, N71 (0.6 kb) for TC28580, and
pGVN-55B21 (0.4 kb) for TC29160.
Macroarray Hybridization
At least two individual clones were evaluated for each TC by
macroarray hybridization. cDNA inserts cloned into pBluescript were
amplified by PCR of 2 µL of 150-µL overnight bacterial cultures using standard T3 and T7 primers. The quality of each PCR product was
examined by gel electrophoresis. Approximately 100 ng of each PCR
product was spotted in duplicate onto GeneScreen Plus membranes (NEN
Life Science Products, Boston). Each experiment evaluated three
membranes hybridized with either 32P-labeled nodule, root,
or leaf first strand cDNA probes. Single-stranded probes were
synthesized from total RNA using SuperScript II reverse transcriptase
(Invitrogen Life Technologies, Carlsbad, CA). The reaction
mixture included 7 µL of RNA primer solution [30 µg of total RNA
and 0.5 µg of oligo(dT)12-18 primer, annealed by heating
to 70°C for 10 min], 4 µL of 5× first strand buffer, 2 µL of
0.1 M dithiothreitol, 1 µL of dNTP mix (2.5 mM dCTP, 2.5 mM dGTP, 2.5 mM dTTP,
and 0.0625 mM dATP), 5 µL of [ -32P]dATP
(10 mCi mL 1), and 1 µL (200 units) of SuperScript II
reverse transcriptase. After 1 h of labeling at 42°C, 1 µL of
5 mM dATP was added, and the incubation was allowed to
proceed for additional 30 min. Unincorporated [32P]dATP
was removed by passing the mixture through Sephadex G50-G150 columns.
32P incorporation was quantified via liquid scintillation.
The final concentration of each probe was adjusted to 106
cpm mL 1 hybridization solution. Membranes were hybridized
overnight at 42°C in sodium phosphate buffer containing 50% (v/v)
formamide (Gregerson et al., 1993 ) and subsequently washed at the same
temperature with washes of 2× SSC, 0.1% (w/v) SDS; 0.5× SSC,
0.1% (w/v) SDS; and 0.1× SSC, 0.1% (w/v) SDS, for 20 min each wash.
The radioactive intensity of the spots on the macroarray was captured
by a Phosphor Screen imaging system (Molecular Dynamics/Amersham
Biosciences, Piscataway, NJ), and quantified using ImageQuant software.
Average N:R and N:L ratios ± SD for each TC were
derived from four independent experiments. To ensure the ratios were
independent of the amount of the spotted DNA or to the probe binding to
vector sequences present at the ends of amplified clones, two types of
control experiments were performed. First, different dilutions of a
typical amount of PCR products were checked. Four-fold difference in
the typical DNA concentration does not alter the ratio results. Second, a PCR-amplified polylinker of the empty pBluescriptSK vector was spotted on the membrane along with other amplified DNAs. No binding of
the probe to the polylinker sequence influencing the signal intensities
could be detected.
 |
FOOTNOTES |
Received April 5, 2002; returned for revision May 9, 2002; accepted June 2, 2002.
1
This work was supported by the National Science
Foundation (Plant Genome Project no. 9872664) and by the U.S.
Department of Agriculture-Agricultural Research Service (grant no. CRIS
3640-21000-014-00D). This is a joint contribution of the U.S.
Department of Agriculture-Agricultural Research Service and the
Minnesota Agricultural Experimental Station Scientific Journal Series.
*
Corresponding author; e-mail vance004{at}umn.edu; fax
651-649-5058.
Article, publication date, and citation information can be found at
www.plantphysiol.org/cgi/doi/10.1104/pp.006833.
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W. Van de Velde, J. C. P. Guerra, A. D. Keyser, R. De Rycke, S. Rombauts, N. Maunoury, P. Mergaert, E. Kondorosi, M. Holsters, and S. Goormachtig
Aging in Legume Symbiosis. A Molecular View on Nodule Senescence in Medicago truncatula
Plant Physiology,
June 1, 2006;
141(2):
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[Abstract]
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J. Liu, S. S. Miller, M. Graham, B. Bucciarelli, C. M. Catalano, D. J. Sherrier, D. A. Samac, S. Ivashuta, M. Fedorova, P. Matsumoto, et al.
Recruitment of Novel Calcium-Binding Proteins for Root Nodule Symbiosis in Medicago truncatula
Plant Physiology,
May 1, 2006;
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J.-H. Mun, D.-J. Kim, H.-K. Choi, J. Gish, F. Debelle, J. Mudge, R. Denny, G. Endre, O. Saurat, A.-M. Dudez, et al.
Distribution of Microsatellites in the Genome of Medicago truncatula: A Resource of Genetic Markers That Integrate Genetic and Physical Maps
Genetics,
April 1, 2006;
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C. G. Starker, A. L. Parra-Colmenares, L. Smith, R. M. Mitra, and S. R. Long
Nitrogen Fixation Mutants of Medicago truncatula Fail to Support Plant and Bacterial Symbiotic Gene Expression
Plant Physiology,
February 1, 2006;
140(2):
671 - 680.
[Abstract]
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D. P. Lohar, N. Sharopova, G. Endre, S. Penuela, D. Samac, C. Town, K. A.T. Silverstein, and K. A. VandenBosch
Transcript Analysis of Early Nodulation Events in Medicago truncatula
Plant Physiology,
January 1, 2006;
140(1):
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[Abstract]
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L. H. Pratt, C. Liang, M. Shah, F. Sun, H. Wang, St. P. Reid, A. R. Gingle, A. H. Paterson, R. Wing, R. Dean, et al.
Sorghum Expressed Sequence Tags Identify Signature Genes for Drought, Pathogenesis, and Skotomorphogenesis from a Milestone Set of 16,801 Unique Transcripts
Plant Physiology,
October 1, 2005;
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[Abstract]
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K. A.T. Silverstein, M. A. Graham, T. D. Paape, and K. A. VandenBosch
Genome Organization of More Than 300 Defensin-Like Genes in Arabidopsis
Plant Physiology,
June 1, 2005;
138(2):
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[Abstract]
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J. Dong, S. T. Kim, and E. M. Lord
Plantacyanin Plays a Role in Reproduction in Arabidopsis
Plant Physiology,
June 1, 2005;
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L. Krusell, K. Krause, T. Ott, G. Desbrosses, U. Kramer, S. Sato, Y. Nakamura, S. Tabata, E. K. James, N. Sandal, et al.
The Sulfate Transporter SST1 Is Crucial for Symbiotic Nitrogen Fixation in Lotus japonicus Root Nodules
PLANT CELL,
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H. Zhu, H.-K. Choi, D. R. Cook, and R. C. Shoemaker
Bridging Model and Crop Legumes through Comparative Genomics
Plant Physiology,
April 1, 2005;
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G. E.D. Oldroyd, M. J. Harrison, and M. Udvardi
Peace Talks and Trade Deals. Keys to Long-Term Harmony in Legume-Microbe Symbioses
Plant Physiology,
April 1, 2005;
137(4):
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M. Ramirez, M. A. Graham, L. Blanco-Lopez, S. Silvente, A. Medrano-Soto, M. W. Blair, G. Hernandez, C. P. Vance, and M. Lara
Sequencing and Analysis of Common Bean ESTs. Building a Foundation for Functional Genomics
Plant Physiology,
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G. G. Desbrosses, J. Kopka, and M. K. Udvardi
Lotus japonicus Metabolic Profiling. Development of Gas Chromatography-Mass Spectrometry Resources for the Study of Plant-Microbe Interactions
Plant Physiology,
April 1, 2005;
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N. Hohnjec, M. F. Vieweg, A. Puhler, A. Becker, and H. Kuster
Overlaps in the Transcriptional Profiles of Medicago truncatula Roots Inoculated with Two Different Glomus Fungi Provide Insights into the Genetic Program Activated during Arbuscular Mycorrhiza
Plant Physiology,
April 1, 2005;
137(4):
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F. El Yahyaoui, H. Kuster, B. Ben Amor, N. Hohnjec, A. Puhler, A. Becker, J. Gouzy, T. Vernie, C. Gough, A. Niebel, et al.
Expression Profiling in Medicago truncatula Identifies More Than 750 Genes Differentially Expressed during Nodulation, Including Many Potential Regulators of the Symbiotic Program
Plant Physiology,
October 1, 2004;
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R. M. Mitra, S. L. Shaw, and S. R. Long
Six nonnodulating plant mutants defective for Nod factor-induced transcriptional changes associated with the legume-rhizobia symbiosis
PNAS,
July 6, 2004;
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[Abstract]
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M. A. Graham, K. A.T. Silverstein, S. B. Cannon, and K. A. VandenBosch
Computational Identification and Characterization of Novel Genes from Legumes
Plant Physiology,
July 1, 2004;
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H.-K. Choi, D. Kim, T. Uhm, E. Limpens, H. Lim, J.-H. Mun, P. Kalo, R. V. Penmetsa, A. Seres, O. Kulikova, et al.
A Sequence-Based Genetic Map of Medicago truncatula and Comparison of Marker Colinearity with M. sativa
Genetics,
March 1, 2004;
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[Abstract]
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R. M. Mitra and S. R. Long
Plant and Bacterial Symbiotic Mutants Define Three Transcriptionally Distinct Stages in the Development of the Medicago truncatula/Sinorhizobium meliloti Symbiosis
Plant Physiology,
February 1, 2004;
134(2):
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[Abstract]
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S. Kim, J.-C. Mollet, J. Dong, K. Zhang, S.-Y. Park, and E. M. Lord
From The Cover: Chemocyanin, a small basic protein from the lily stigma, induces pollen tube chemotropism
PNAS,
December 23, 2003;
100(26):
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[Abstract]
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J. Liu, L. A. Blaylock, G. Endre, J. Cho, C. D. Town, K. A. VandenBosch, and M. J. Harrison
Transcript Profiling Coupled with Spatial Expression Analyses Reveals Genes Involved in Distinct Developmental Stages of an Arbuscular Mycorrhizal Symbiosis
PLANT CELL,
September 1, 2003;
15(9):
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[Abstract]
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P. Mergaert, K. Nikovics, Z. Kelemen, N. Maunoury, D. Vaubert, A. Kondorosi, and E. Kondorosi
A Novel Family in Medicago truncatula Consisting of More Than 300 Nodule-Specific Genes Coding for Small, Secreted Polypeptides with Conserved Cysteine Motifs
Plant Physiology,
May 1, 2003;
132(1):
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[Abstract]
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C. Uhde-Stone, K. E. Zinn, M. Ramirez-Yanez, A. Li, C. P. Vance, and D. L. Allan
Nylon Filter Arrays Reveal Differential Gene Expression in Proteoid Roots of White Lupin in Response to Phosphorus Deficiency
Plant Physiology,
March 1, 2003;
131(3):
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[Abstract]
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