Logo of bmcgenoBioMed Centralsearchsubmit a manuscriptregisterthis articleBMC Genomics
BMC Genomics. 2008; 9: 57.
Published online 2008 Jan 29. doi:  10.1186/1471-2164-9-57
PMCID: PMC2270264

Analysis of 4,664 high-quality sequence-finished poplar full-length cDNA clones and their utility for the discovery of genes responding to insect feeding



The genus Populus includes poplars, aspens and cottonwoods, which will be collectively referred to as poplars hereafter unless otherwise specified. Poplars are the dominant tree species in many forest ecosystems in the Northern Hemisphere and are of substantial economic value in plantation forestry. Poplar has been established as a model system for genomics studies of growth, development, and adaptation of woody perennial plants including secondary xylem formation, dormancy, adaptation to local environments, and biotic interactions.


As part of the poplar genome sequencing project and the development of genomic resources for poplar, we have generated a full-length (FL)-cDNA collection using the biotinylated CAP trapper method. We constructed four FLcDNA libraries using RNA from xylem, phloem and cambium, and green shoot tips and leaves from the P. trichocarpa Nisqually-1 genotype, as well as insect-attacked leaves of the P. trichocarpa × P. deltoides hybrid. Following careful selection of candidate cDNA clones, we used a combined strategy of paired end reads and primer walking to generate a set of 4,664 high-accuracy, sequence-verified FLcDNAs, which clustered into 3,990 putative unique genes. Mapping FLcDNAs to the poplar genome sequence combined with BLAST comparisons to previously predicted protein coding sequences in the poplar genome identified 39 FLcDNAs that likely localize to gaps in the current genome sequence assembly. Another 173 FLcDNAs mapped to the genome sequence but were not included among the previously predicted genes in the poplar genome. Comparative sequence analysis against Arabidopsis thaliana and other species in the non-redundant database of GenBank revealed that 11.5% of the poplar FLcDNAs display no significant sequence similarity to other plant proteins. By mapping the poplar FLcDNAs against transcriptome data previously obtained with a 15.5 K cDNA microarray, we identified 153 FLcDNA clones for genes that were differentially expressed in poplar leaves attacked by forest tent caterpillars.


This study has generated a high-quality FLcDNA resource for poplar and the third largest FLcDNA collection published to date for any plant species. We successfully used the FLcDNA sequences to reassess gene prediction in the poplar genome sequence, perform comparative sequence annotation, and identify differentially expressed transcripts associated with defense against insects. The FLcDNA sequences will be essential to the ongoing curation and annotation of the poplar genome, in particular for targeting gaps in the current genome assembly and further improvement of gene predictions. The physical FLcDNA clones will serve as useful reagents for functional genomics research in areas such as analysis of gene functions in defense against insects and perennial growth. Sequences from this study have been deposited in NCBI GenBank under the accession numbers EF144175 to EF148838.


Poplars are keystone tree species in several temperate forest ecosystems in the Northern Hemisphere. Poplars are also intensively cultivated in plantation forestry for the production of wood, pulp, and paper. Fast growing poplars can serve functions in phytoremediation, as a sink for carbon sequestration, and as a feedstock for biofuel production. Poplar has also been firmly established as a model research system for long-lived woody perennials (reviewed in [1]). Advances in functional genomics of poplar have been greatly enhanced by the availability of a high-quality genome sequence from P. trichocarpa (Nisqually-1; [2]), combined with comprehensive genetic [3-6] and physical genome [7] maps, as well as the availability of several platforms for transcriptome analysis [8-11] and genetic transformation. Large collections of expressed sequence tags (ESTs) have also been developed from a variety of poplar species and hybrids focussing on gene discovery in wood formation, dormancy, floral development and stress response [9,11-20]. These short, single-pass EST reads have been a critical resource for gene discovery, genome annotation, and the construction of microarray platforms.

High-accuracy, sequence-verified FLcDNA sequences that span the entire protein-coding region of a given gene can advance comparative, functional, and structural genome analysis. For example, the accuracy of ab initio prediction of protein-coding regions in genome sequences is limited by the difficulty of finding islands of coding sequences within an ocean of non-coding DNA, and by the complexity of individual genes that may code for multiple peptides through alternative splicing. More robust approaches that unambiguously identify protein-coding regions in a genome sequence have used FLcDNA data, as demonstrated for example in Arabidopsis thaliana [21-23]. Despite their immense value, sequence-verified FLcDNA clones, where multiple passes verify the authenticity of reads, have not been generated in most plant species subjected to genomic analysis. Only a few large FLcDNA data sets have been generated for plants; namely for rice [24], Arabidopsis [25], and maize [26,27]. In contrast, as of September 2007, there were only 1,409 complete sequences from individual poplar FLcDNA clones in the non-redundant (NR) division of GenBank, in addition to a larger number of putative full-length sequences assembled from EST reads of multiple cDNA clones.

Our poplar FLcDNA program in the areas of forest health genomics and wood formation has focused on mechanisms of defense and resistance against insects and genes associated with xylem development. The forest tent caterpillar (Malacosoma disstria; FTC; [28]) is a major insect pest that threatens the productivity of natural and plantation forests. Poplars deploy an array of combined defense strategies against herbivores that can be grouped as chemical and physical defenses, direct and indirect defenses, constitutive and induced defenses, as well as local and systemic defenses (reviewed in [29]). Several recent studies have been conducted on the molecular mechanisms underlying inducible defenses against herbivores in poplar [11,18,30-37].

In this paper, we report on the development of four FLcDNA libraries from poplar that served as the starting template for creating a substantial genomic resource of 4,664 sequence-verified FLcDNAs. We describe the overall structural features of these FLcDNA clones, annotation based on comparisons with other species, and the identification of 536 putative poplar-specific transcripts. Mapping the FLcDNA collection to the poplar genome sequence confirmed the overall high quality of the assembled genome sequence as well as the high quality of the FLcDNA resource, while also identifying 39 expressed poplar transcripts that appear to be derived from gap regions of the current genome sequence assembly and 173 new poplar genes that have not previously been identified in the genome assembly. By mapping 3,854 FLcDNAs to a poplar 15.5 K cDNA microarray platform and performing a comparison with existing transcriptome data, we identified 153 FLcDNAs that match transcripts differentially expressed following insect attack by FTC on poplar leaves.


Selection and sequence finishing of FLcDNAs

FLcDNAs are defined as individual cDNA clones that contain the complete protein-coding sequence and at least partial 5' and 3' untranslated regions (UTRs) for a given transcript. This definition distinguishes bona fide FLcDNAs from in silico assembled EST sequences derived from multiple cDNA clones. In the latter case, it is possible that multiple, closely related genes or allelic variants of the same gene are assembled into a single consensus sequence. This problem is avoided when only sequences derived from the same physical FLcDNA clone are assembled. We prepared four FLcDNA libraries using the biotinylated CAP trapper method [38]. Three libraries constructed from xylem, phloem and cambium, and green shoot tips and leaves were derived from the P. trichocarpa Nisqually-1 genotype, for which the genome sequence has been reported [2]. An additional library was developed from the P. trichocarpa × P. deltoides hybrid H11–11 genotype using leaves subjected to FTC herbivory (Table (Table11).

Table 1
Libraries, tissue sources and species for sequences described in this study

To select candidate FLcDNAs for complete insert sequencing, we used a previously described bioinformatic pipeline for EST processing [11]. An initial set of 26,112 3' ESTs derived from FLcDNA libraries was combined with 81,407 3' ESTs from standard EST libraries [11] to generate a starting set of 107,519 3'-end ESTs, which resulted in 90,368 high-quality ESTs after filtering to remove sequences of low quality and contaminant sequences from yeast, bacteria and fungi. These sequences were then clustered using the CAP3 assembly program ([39]; assembly criteria: 95% identity, 40 bp window) to identify a set of 35,011 putative unique transcripts (PUTs; Figure Figure1).1). To maximize the capture of complete open reading frames (ORFs) and UTRs, only clones from full-length libraries were considered further. Using this strategy, we identified 5,926 cDNA candidate clones for full insert sequencing, which resulted in 4,664 sequence-verified poplar FLcDNA clones (see Additional file 1 and Figure Figure2).2). Inserts of 2,672 clones were completely sequenced using end reads only, with an average sequenced insert size of 735 ± 434 bp (average ± SD) and required an average of 4.5 ± 1.3 end reads to finish to high sequence quality. Using a combination of end reads and primer walking, inserts of an additional 1,992 clones were completely sequenced, with an average insert size of 1,308 ± 567 bp requiring 5.9 ± 2.8 end reads and 3.4 ± 1.8 internal primer reads per clone.

Figure 1
Schematic of clone selection and complete insert sequencing of 4,664 FLcDNAs. CAP3 assembly of 90,368 high-quality 3'-end ESTs identified 35,011 putative unique transcripts (PUTs) for the identification of candidate FLcDNAs. Only those PUTs containing ...
Figure 2
Distribution of open reading frame (ORF) and 5' and 3' untranslated region (UTR) sizes among the finished 4,664 FLcDNAs (A), and the mean ORF and UTR length (± standard deviation) (B). Each finished FLcDNA sequence was examined for the presence ...

Analysis of the 4,664 FLcDNA sequences using the CAP3 clustering and assembly program ([39]; assembly criteria: 95% identity, 40 bp window) identified 3,505 FLcDNAs as unique singletons, with the remaining 1,159 grouping into 485 contigs, suggesting a total of 3,990 unique genes represented with finished FLcDNA sequences. The high percentage of unique transcripts (85.5%) within this set confirms the successful clone selection strategy (Figure (Figure1)1) for establishing a low-redundancy clone set prior to sequence finishing.

Sequence quality and "full-length" assessment of poplar FLcDNAs

All 4,664 finished FLcDNAs achieved a minimum of Phred30 (i.e., one error in 103 bases) sequence quality at every base. The majority of FLcDNAs were of even higher quality with the minimum and average Phred values exceeding Phred45 (i.e., one error in 3 × 104 bases) and Phred80 (i.e., one error in 108 bases), respectively (Figure (Figure3).3). We predicted the complete protein-coding ORFs for all 4,664 FLcDNAs. The distribution of 5' UTR, ORF and 3' UTR lengths is illustrated in Figure Figure22 [also see Additional file 1]. The average sequenced FLcDNA length (from the beginning of the 5' UTR to the end of the polyA tail) was 1,045 ± 475 bp (mean ± SD), and ranged from 147 to 3,342 bp, whereas the average predicted ORF was 649 ± 429 bp and ranged from 33 to 2,935 bp. ORFs could not be detected (i.e., 30 bp or less) for 96 FLcDNAs. The 5' and 3' UTRs averaged 109 ± 138 bp and 228 ± 152 bp, respectively. These results are comparable to CAP trapper FLcDNA collections from other plant species including maize (cDNA insert 799 bp, 5' UTR 99 bp, 3' UTR 206 bp; [27]), Arabidopsis (cDNA insert ca. 1.2 kb; [40]) and rice (5' UTR 259 bp, 3' UTR 398 bp; [24]). Similarly, the average transcript length of the 45,555 poplar reference genes predicted ab initio from the genome sequence was 1,079 bp and 5' and 3' UTRs averaged 92 bp [2], in close agreement with our results obtained with FLcDNAs.

Figure 3
Validation of sequence quality of FLcDNAs. Sequence accuracy was measured as the percentage of the 4,664 FLcDNAs which, with 100%, 95.0–99.9%, 90.0–94.9% or < 90.0% of their sequence length, exceeded Phred30, Phred40, Phred50 or ...

To further assess the quality of the 4,664 poplar FLcDNAs, we performed reciprocal BLAST analysis against peptide sequences in The Arabidopsis Information Resource (TAIR) and against a set of 1,409 poplar sequences previously identified to be full-length (collected from the NR division of GenBank). Reciprocal BLAST analysis was performed with a stringent similarity threshold [% identity ≥ 50%; expect (E) value ≤ 1e-20] and identified 2,774 and 288 pairs, respectively, with Arabidopsis and previously published poplar FLcDNAs (Figure (Figure4).4). Of the 288 homologous poplar transcript pairs (i.e., previously published poplar sequences with high sequence similarity to FLcDNAs reported in this study), 228 (79.2%) agreed well with regard to their ORF lengths and position of their start and stop codons (± ten amino acids; Figure Figure4).4). For the remaining pairs, the predicted 5' and/or 3' ORF ends did not match suggesting alternative start or stop codons, splice variants, or the possibility that one of the pair members was either truncated or had an incorrectly predicted ORF. When comparing the poplar FLcDNA collection to reciprocal matches from TAIR Arabidopsis peptides, we observed a similar number of 2,151 (77.5%) pairs with similar ORF lengths and positions of their starting methionine and stop codons (± ten amino acids; Figure Figure4).4). These results indicate the majority of the 4,664 poplar FLcDNAs represent true full-length transcripts with complete ORFs and correctly annotated start and stop codons.

Figure 4
Validation of poplar FLcDNAs by comparison to reciprocal BLAST matches against Arabidopsis peptides and previously published poplar FLcDNAs. The set of 4,664 poplar FLcDNAs were compared using BLASTX to both The Arabidopsis Information Resource (TAIR) ...

Mapping FLcDNAs to the poplar genome sequence to reassess gene prediction and to identify possible gaps in the genome assembly

As part of the poplar genome sequencing project [2], the poplar FLcDNAs were used to train a series of gene prediction algorithms to identify coding regions in the genome sequence. To reassess the effectiveness of gene prediction in the current genome assembly and to search for possible genome sequence gaps, we took two approaches: 1) BLAT [41] was utilized to map FLcDNAs to the assembled genome sequence, and 2) BLASTN was applied to align FLcDNAs with the 45,555 protein-coding gene loci predicted from the poplar genome sequence. Using BLAT, we mapped 4,642 poplar FLcDNAs (99.5%) to the genome at a minimum threshold (tile match length ≥ 11 bp, score ≥ 30, sequence identity ≥ 90%; Figure Figure5).5). From this set, 3,847 (82.9%) mapped to the 19 linkage groups (i.e., chromosomes) whereas the remainder mapped to scaffold segments that were not incorporated into the poplar genome sequence assembly. Examination of the linkage group location of FLcDNAs suggests a pattern of random distribution when grouped by cDNA library/tissue of origin, with an approximately even distribution of FLcDNAs throughout the genome (Figure (Figure5).5). When we applied a more stringent similarity threshold (sequence identity ≥ 95%, alignment coverage ≥ 95%), the number of poplar FLcDNAs matching to the genome was only slightly reduced to 4,487 (96.2%).

Figure 5
Mapping FLcDNAs to the poplar genome. 4,664 poplar FLcDNAs were aligned to the genome using BLAT with default parameters (match length ≥ 11 bp, BLAT score ≥ 30, sequence identity ≥ 90%). Prior to alignment, the 5' second strand ...

In addition to BLAT analysis, we also compared the FLcDNAs with the 45,555 predicted protein-coding gene loci identified in the genome sequence using BLASTN and observed 4,452 (95.5%) matched at an E value < 1e-50 (see Additional file 1). In order to identify possible sequence gaps in the 7.5× coverage genome, we searched for FLcDNAs lacking a stringent BLAT to the genome match and a BLASTN match (E value ≥ 1e-50) to the predicted gene models. This approach identified only 39 candidates, of which 20 (0.4%) FLcDNAs also had a strong match by BLASTN (E value < 1e-50) to one or more poplar ESTs in the public domain, excluding ESTs reported in this study (Table (Table22 and see Additional file 1), suggesting that these FLcDNAs represent expressed poplar genes that likely map to gap regions within the current genome draft. We cannot exclude the possibility that the remaining 19 FLcDNAs represent sequences from bacterial, fungal or insect species present on poplar tissues harvested for cDNA library construction, which were not filtered as contaminant sequences in our EST and FLcDNA processing procedures.

Table 2
Expressed FLcDNAs that identify possible gaps in the genome sequence assembly

To identify expressed genes that were not predicted in the original genome annotation [2], we searched among the set of 4,487 FLcDNAs with a stringent BLAT match to the genome that did not match to any of the 45,555 predicted gene models (E value ≥ 1e-50). This analysis revealed 173 FLcDNAs, 79 of which also showed strong similarity (E value < 1e-50) to one or more poplar ESTs in the public domain (see Additional file 1), suggesting that these 79 FLcDNAs represent expressed genes and possibly non-coding RNAs, that were missed by gene prediction software during the annotation of the poplar genome. The fact that these poplar transcripts had been missed could be due in part to the relatively short lengths of these 79 FLcDNAs (average FLcDNA and predicted ORF length of 555 bp and 67 bp, respectively; see Additional file 1).

Comparative sequence annotation of poplar FLcDNAs against Arabidopsis and other plants identifies proteins unique to poplar

Despite the growing research interest in poplar as a model angiosperm tree species and the recent completion of the poplar genome sequence, poplar still represents a difficult experimental system with relatively few functionally characterized proteins, compared to other established model systems such as Arabidopsis. Therefore, our effort of in silico annotation of poplar FLcDNAs was largely based on comparison with Arabidopsis together with the NR database of GenBank containing sequences from all plants, among other species. Using BLASTX, we found that the proportion of FLcDNAs with similarity to TAIR Arabidopsis proteins was 87.5% (4,081) at E value < 1e-05 and 55.5% (2,590) at E value < 1e-50 (Figure (Figure6A).6A). Similar values were obtained when using BLASTX to compare against peptides from other species in the NR division of GenBank (88.0% matches at E value < 1e-05 and 56.9% matches at E value < 1e-50) (Figure (Figure6A).6A). As expected, the proportion of poplar FLcDNAs with sequence similarity to previously published poplar ESTs (i.e., ESTs available in the dbEST division of GenBank, excluding ESTs from this study) by BLASTN was very high, with 96.3% (4,496) and 94.3% (4,401) of FLcDNAs having matches with E values < 1e-05 and < 1e-50, respectively (Figure (Figure6A6A).

Figure 6
Sequence annotation of 4,664 high-quality poplar FLcDNAs against published databases. Panel A shows the percentage of FLcDNAs with similarity to entries in three databases using expect (E) value thresholds of < 1e-05 and < 1e-50: matches ...

To identify genes that are potentially unique to poplar, we next examined the relationship of sequence similarity among the poplar FLcDNAs and best matching sequences in the TAIR Arabidopsis proteins, other NR database proteins (which includes all plant species), and previously published poplar EST datasets. Of the 4,664 poplar FLcDNAs, 3,994 (85.6%) had at least low sequence similarity to sequences in all three databases (E values < 1e-05; Figure Figure6B).6B). Only 95 FLcDNAs had no similarity (E values ≥ 1e-05) to sequences in any of these databases; however, 87 of these strongly matched to the poplar genome using BLAT (sequence identity ≥ 95%, alignment coverage ≥ 95%). Our results suggest that these 87 genes that are represented with FLcDNAs and with poplar genomic sequences are new genes that have not previously been identified in other poplar EST collections or among genes in Arabidopsis and other plant species (see Additional file 1).

In addition, we also identified 536 poplar FLcDNAs (including the 95 FLcDNAs with no similarity to sequences in the three databases examined) with no similarity to Arabidopsis or NR proteins (E values ≥ 1e-05), of which 346 FLcDNAs matched with high similarity to both the poplar genome by BLAT and to previously published poplar ESTs by BLASTN (E values < 1e-50; Figure Figure6B6B and see Additional file 1). These poplar FLcDNAs could represent genes that were gained and then rapidly diverged in sequence since the recent whole genome duplication in poplar, or they may also represent non-coding RNAs or small peptides in poplar that share limited sequence similarity with other plants. The fact that these putative poplar-specific FLcDNAs do not share similarity with existing plant sequence data may also reflect the limited availability of sequence data from Salicaceae species closely related to poplar in the current NR database. To test these putatively poplar-specific FLcDNAs for known functional domains, we performed a search of the Pfam database [42]. At a threshold of E values < 1e-05, we identified 2,908 (62.3%) poplar FLcDNAs with similarity to a Pfam domain; however, among the collection of 346 putatively poplar-specific genes only 8 FLcDNAs in this set matched a Pfam domain (see Additional file 1). Domain matches included PF05162.3/ribosomal protein L41 (WS0112_A21, WS0116_F12, WS0124_J06, WS01230_B01, and W01118_I11), PF05160.3/DSS1/SEM1 family (WS0123_P21), PF06376.2/unknown function (WS0112_B13), and PF04689.3/DNA binding protein S1FA (WS01110_K04).

Annotation of poplar FLcDNA transcripts affected by FTC herbivory

A major emphasis of the program that motivated the development and analysis of poplar FLcDNAs is the discovery of genes affected by insect attack. To identify herbivore-responsive genes among the poplar FLcDNAs, we first mapped the FLcDNA set onto a poplar 15.5 K microarray based on BLASTN comparison to ESTs spotted on the array. This microarray platform was previously used for profiling of the poplar leaf transcriptome affected by FTC larvae feeding [11]. Using a stringent similarity threshold of ≥ 95% identity over ≥ 95% alignment coverage, we identified 3,854 FLcDNAs that matched with 3,974 EST elements on the array (see Additional file 2). Although we did observe some cases of individual FLcDNAs mapping to multiple array elements, as well as multiple FLcDNAs mapping to the same array element, it should be noted that the in silico match stringency applied here is likely higher than the capability of cDNA microarrays to discriminate among highly similar transcripts by actual DNA hybridization. Next, we identified poplar FLcDNAs with a role in the response to insect attack by screening the 3,854 FLcDNAs against existing transcriptome data of differentially expressed (DE) genes in leaves that were exposed for 24 hours to FTC feeding [11]. This approach resulted in the identification of 129 and 24 FLcDNAs that were induced or repressed, respectively, in FTC-treated leaves compared to untreated control leaves (Tables (Tables33 and and4)4) using the DE criteria of fold-change ≥ 2.0-fold, P value < 0.05 and Q value < 0.05. A complete list of expression data is provided [see Additional file 2]. Each of the 153 FLcDNAs was translated and evaluated for the presence of ORFs, and annotation was assigned based on manual examination of the highest scoring and most informative BLASTX matches in NR.

Table 3
FLcDNAs corresponding to transcripts most strongly induced by forest tent caterpillar (FTC) feeding [fold-change (FC) ≥ 2.0, P value < 0.05, Q value < 0.05]
Table 4
FLcDNAs corresponding to transcripts most strongly repressed by forest tent caterpillar (FTC) feeding [fold-change (FC) ≥ 2.0, P value < 0.05, Q value < 0.05]

Among FTC-induced transcripts represented with FLcDNAs, we identified a large number of defense-related and stress response proteins such as chitinases, Kunitz protease inhibitors, dehydrins, beta-1,3-glucanases, pathogenesis related protein PR-1, and glutathione-S-transferase (Table (Table3).3). Several classes of transcription factors (TFs) were also strongly affected by FTC feeding such as bZIP domain TFs, NAC domain TFs, NAM domain TFs and ethylene response factor TFs. A number of genes associated with signaling were also strongly affected by FTC feeding, including allene oxide cyclase involved in jasmonate formation and calreticulin associated with calcium signaling. We also observed a substantial number of FLcDNAs annotated as involved in phenolic metabolism, particularly flavonoid biosynthesis, including isoflavone reductase, EPSP synthase, flavonoid 3-O-glycosyl transferase and flavanone 3-hydroxylase, along with several cytochrome P450s of unknown function (Table (Table3).3). Among the FTC-repressed transcripts represented with FLcDNAs, we observed photosystem II proteins associated with photosynthesis, malate dehydrogenase and thiamine biosynthesis enzyme associated with primary metabolism, several zinc finger TFs, and stress-responsive proteins such as small heat shock and universal stress proteins (Table (Table4).4). Twenty two of the 153 FTC-responsive genes represented with FLcDNAs matched to hypothetical proteins of unknown function and nine have no obvious similarity to any proteins in the NR database.


Previous studies using the biotinylated CAP trapper method for FLcDNA library construction have demonstrated this technique to be highly effective for capturing predominantly true full-length clones in large-scale projects [24,25,27]. In this study, we generated a set of 4,664 FLcDNAs, which represents the third largest plant FLcDNA resource published to date, behind only Arabidopsis and rice. CAP3 clustering and assembly indicates that more than 85% of the FLcDNAs are non-redundant within this collection. The average sequence length, ORF and UTR sizes of the poplar FLcDNAs were comparable to those observed with the CAP trapper-derived FLcDNA collections for maize [27], Arabidopsis [40] and rice [24], and were also very similar to the ab initio predicted reference genes in the poplar genome sequence [2]. Applying a reciprocal BLAST strategy, we demonstrated that among FLcDNAs with high sequence similarity to known Arabidopsis peptides and/or previously published poplar FLcDNAs, nearly 80% had similar ORF lengths and starting methionine and stop codon positions. Collectively, these data show that the poplar FLcDNA libraries are of high quality and that our clone selection strategy combined with the CAP trapper method was effective in capturing bona fide FLcDNAs from poplar.

Comparison of poplar FLcDNAs and the poplar genome sequence assembly confirmed both the overall high accuracy of the current genome assembly, as well as the quality of the FLcDNA resource described here. However, as has been previously demonstrated with efforts to identify the complete catalogue of genes in Arabidopsis and rice, gene prediction and genome assembly is an iterative process. The results reported here for the mapping of FLcDNAs to the poplar genome sequence reveal opportunities for improvement of the genome sequence assembly (i.e., targeting apparent gaps for re-sequencing), as well as opportunities to further improve tools for the in silico prediction of genes. To address the discovery of apparent gaps in the genome assembly, the availability of 39 FLcDNAs that are not covered in the current assembly could be used to target BAC clones for re-sequencing and filling of gap regions. Similarly, the discovery of 173 FLcDNAs that do not have corresponding gene predictions in the current genome annotation may provide an opportunity to further improve gene prediction tools for poplar. Algorithms used for gene prediction in the poplar genome sequence assembly could be tested with these 173 FLcDNAs to find out why they may have initially been missed. If this leads to an improvement of prediction tools, the assembled genome sequence could be tested with the modified tools to identify additional genes.

The comparative sequence annotation of poplar FLcDNAs against Arabidopsis, the NR database, and previously published poplar ESTs revealed that ca. 88% of poplar FLcDNAs showed similarity to sequences in Arabidopsis or other plants. Many of the ca. 11.5% of poplar FLcDNAs without significant sequence similarity in Arabidopsis or other plants are supported with evidence of gene expression in the form of previously published poplar ESTs and matching the poplar genome sequence, thus excluding the possibility that they are artifacts of cDNA library construction. The discovery of poplar FLcDNAs without matches in other plant species is also in agreement with previous analysis of the poplar genome sequence where 11% of predicted proteins had no similarity to proteins in the NR database and 12% had no similarity to Arabidopsis proteins [2]. For comparison, only 64% of the 28,444 ORFs derived from rice FLcDNAs showed significant similarity to coding sequences predicted from the Arabidopsis genome and conversely, only 75% of Arabidopsis coding sequences had similarity to rice FLcDNAs [24]. These findings suggest that a substantial proportion of protein-coding sequences are not conserved among all plant species. The putative poplar-specific genes could be the product of past local or whole genome duplications in the lineage that led to extant poplar species [2,43] followed by sequence divergence [44,45]. Furthermore, ca. 2% of poplar FLcDNAs did not contain a predicted ORF suggesting these putative poplar-specific genes likely encode non-coding RNAs (i.e., rRNAs, tRNAs, snoRNAs etc.).


We developed a large FLcDNA resource of high sequence quality and low-level redundancy that facilitated the discovery of a substantial number of genes not present among the published sequences of other plant species, and that also facilitated the discovery of several hundred insect-affected genes in the poplar leaf transcriptome that were represented by FLcDNAs. The newly established poplar FLcDNA resource will be valuable for further improvement of the poplar genome assembly, annotation of protein-coding regions, and for functional and comparative analysis of poplar genes. Specifically, the identification of FLcDNAs that are not covered in the current genome assembly or that were not predicted during the genome annotation provides opportunities to further refine the current genome assembly. The availability of a large collection of FLcDNAs that show altered gene expression following insect herbivory affords more rapid characterization of the role of these genes in poplar biotic interactions.


Full-length cDNA libraries

Plant materials used in the construction of cDNA libraries are described in Table Table1.1. Isolation of total and poly(A)+ RNA are described elsewhere (see Additional file 3). FLcDNA libraries were directionally constructed (5' SstI and 3' XhoI) according to published methods [46,47], with modifications described in detail elsewhere (see Additional file 3).

DNA sequencing and sequence filtering

Details of bacterial transformation with plasmids, clone handling, DNA purification and evaluation, and DNA sequencing are provided elsewhere (see Additional file 3). Sequences from each cDNA library were closely monitored to assess library complexity and sequence quality. DNA sequence chromatograms were processed using the PHRED software (versions 0.000925.c and 0.020425.c) [48,49]. Sequences were quality-trimmed according to the high-quality (hq) contiguous region determined by PHRED and vector-trimmed using CROSS_MATCH software [50]. Sequences with less than 100 quality bases (Phred 20 or better) after trimming and sequences having polyA tails of ≥ 100 bases were removed from analysis. Also removed were sequences representing bacterial, yeast or fungal contaminations identified by BLAST searches [51,52] against E. coli K12 DNA sequence (GI: 6626251), Saccharomyces cerevisiae [53], Aspergillus nidulans (TIGR ANGI.060302), and Agrobacterium tumefaciens (custom database generated using SRS, Lion Biosciences). Sequences were also compared to the GenBank NR database using BLASTX. Top ranked BLAST hits involving other non-plant species and with E values < 1e-10 were classified as contaminants and removed prior to EST assembly.

Selection of candidate FLcDNA clones and sequencing strategy

All 3'-end ESTs remaining after filtering were clustered and assembled using CAP3 [39] (assembly criteria: 95% identity, 40 bp window). The resulting contigs and singletons were defined as the PUT set. PUTs with a cDNA clone from a FLcDNA library were selected as candidates for complete insert sequencing (Figure (Figure1).1). Candidate clones from FLcDNA libraries were single-pass sequenced from both 3'- and 5'-ends and both sequences were used for subsequent clone selection. Next, clones were screened for the presence of a polyA tail (3'-end EST) and the second-strand primer adaptor (SSPA; 5'-ACTAGTTTAATTAAATTAATCCCCCCCCCCC-3'; 5'-end EST). Clones lacking either of these features were eliminated. A polyA tail was defined as at least 12 consecutive, or 14 of 15 "A" residues within the last 30 nt of the 3'-end EST (5' to 3'). The presence of the SSPA was detected using the Needleman-Wunsch algorithm limiting the search to the first 30 nt of the 5'-end EST (5' to 3'). The SSPA was defined as eight consecutive "C" residues and a > 80% match to the remaining sequence (5'-ACTAGTTTAATTAAATTAAT-3'). In each case, the algorithms used to detect the 5' and 3' clone features were set to produce maximal sensitivity while maintaining a 0% false positive rate, as determined using test data sets. Candidate clones for which either of the initial 5'-end or 3'-end EST reads had a Phred20 quality length of < 100 nt were also excluded. Finally, candidate clones were compared to poplar ESTs in the public domain (excluding ESTs from this collection; BLASTN match E < 1e-80) to identify candidate FLcDNAs potentially truncated at the 5' end of the transcript relative to a matching EST. Any clone with a 5' end that was > 100 nt shorter than the matching public EST was excluded. For each PUT represented by multiple candidate clones after filtering, the clone with the longest 5' sequence was selected for complete insert sequencing. Insert sizing performed on 4,848 of 5,926 candidate clones using colony PCR with vector primers and standard gel electrophoresis revealed an average insert size of ca. 1,085 bp. Based on this information, a sequencing strategy emphasizing the use of end reads was chosen.

Sequence finishing of FLcDNA clones

FLcDNA clones selected for complete sequence finishing were rearrayed into 384-well plates, followed by an additional round of 5'-end and 3'-end sequencing using vector primers. All end reads from an individual clone were then assembled using PHRAP (version 0990329) [48-50]. To meet our sequence quality criteria, the resulting clone consensus sequence was required to achieve a minimum average score of Phred35, with each base position having a minimum score of Phred30. Each base position also required at least two sequence reads, of minimum Phred20, that were in agreement with the consensus sequence (i.e., no high-quality discrepancies). Clones that did not meet these finishing criteria after two rounds of end read sequencing were then subjected to successive rounds of sequencing using custom primers designed using the Consed graphical tool version 14 [54] until the required quality levels were achieved. Regardless of the finishing strategy, all clones that did not meet the minimum finishing criteria according to an automated pipeline were flagged for manual examination. Clones were aborted if they were manually verified to lack the minimum finishing criteria after three rounds of custom primer design, were identified as chimeric sequences, or were refractory to sequence finishing due to the presence of a "hard-stop". FLcDNA sequences have been deposited in the NR division of GenBank [EF144175 to EF148838].

Gene expression meta-analysis of FLcDNAs

Poplar FLcDNA sequences were mapped to a cDNA microarray containing 15,496 poplar ESTs [[11]; Gene Expression Omnibus (GEO) platform number GPL5921] using BLASTN with a stringent threshold of ≥ 95% identity over ≥ 95% of alignment coverage. To identify FLcDNAs that were DE following FTC feeding, FLcDNAs mapping to the microarray were matched to an existing microarray dataset that examined gene expression in hybrid poplar leaves 24 hours after continuous FTC feeding ([11]; GEO series number GSE9522).

Authors' contributions

This study was conceived and directed by SGR, CJD and JB. Full-length cDNA libraries were developed by SGR, DC and NK. Data was analyzed by SGR, HJEC and RK with assistance from the coauthors. LG conducted DNA sequencing at the ORNL under the direction of GAT. RAH, SJMJ and MM directed sequencing and bioinformatics work at the GSC. SGR, HJEC and JB wrote the paper. All authors read and approved the final manuscript.

Supplementary Material

Additional file 1:

Full-length cDNA inventory. Predicted protein-coding features and annotation for the poplar full-length cDNA collection.

Additional file 2:

Microarray dataset. Poplar FLcDNAs mapped to the genome-wide transcript profile of poplar leaves 24 h after the onset of forest tent caterpillar feeding using a 15.5 K array.

Additional file 3:

Supplemental methods. Poplar methods for RNA isolation, full-length cDNA library construction, bacterial transformation with plasmids, clone handling, DNA purification and evaluation, and DNA sequencing are provided.


We thank Diana Palmquist, Brian Wynhoven, Jerry Liu, Yaron Butterfield and Asim Siddiqui of the Genome Sciences Centre for assistance with bioinformatic analyses; Jeff Stott, George Yang and many other staff at the Genome Sciences Centre for assistance with DNA sequencing; Claire Oddy and Sharon Jancsik of the University of British Columbia for assistance with clone insert sizing; Bob McCron from the Canadian Forest Service for access to forest tent caterpillars; and David Kaplan for greenhouse support. The work was supported by Genome British Columbia, Genome Canada and the Province of British Columbia (Treenomix Conifer Forest Health grant to J.B., and Treenomix grant to J.B. and C.J.D.), and by the Natural Science and Engineering Research Council of Canada (NSERC, grant to J.B.). Salary support for J.B. has been provided, in part, by the UBC Distinguished University Scholar Program and an NSERC Steacie Memorial Fellowship.


  • Jansson S, Douglas CJ. Populus : a model system for plant biology. Annu Rev Plant Biol. 2007;58:435–458. doi: 10.1146/annurev.arplant.58.032806.103956. [PubMed] [Cross Ref]
  • Tuskan GA, DiFazio S, Jansson S, Bohlmann J, Grigoriev I, Hellsten U, Putnam N, Ralph S, Rombauts S, Salamov A, Schein J, Sterck L, Aerts A, Bhalerao RR, Bhalerao RP, Blaudez D, Boerjan W, Brun A, Brunner A, Busov V, Campbell M, Carlson J, Chalot M, Chapman J, Chen GL, Cooper D, Coutinho PM, Couturier J, Covert S, Cronk Q, Cunningham R, Davis J, Degroeve S, Déjardin A, dePamphilis C, Detter J, Dirks B, Dubchak I, Duplessis S, Ehlting J, Ellis B, Gendler K, Goodstein D, Gribskov M, Grimwood J, Groover A, Gunter L, Hamberger B, Heinze B, Helariutta Y, Henrissat B, Holligan D, Holt R, Huang W, Islam-Faridi N, Jones S, Jones-Rhoades M, Jorgensen R, Joshi C, Kangasjärvi J, Karlsson J, Kelleher C, Kirkpatrick R, Kirst M, Kohler A, Kalluri U, Larimer F, Leebens-Mack J, Leplé JC, Locascio P, Lou Y, Lucas S, Martin F, Montanini B, Napoli C, Nelson DR, Nelson C, Nieminen K, Nilsson O, Pereda V, Peter G, Philippe R, Pilate G, Poliakov A, Razumovskaya J, Richardson P, Rinaldi C, Ritland K, Rouzé P, Ryaboy D, Schmutz J, Schrader J, Segerman B, Shin H, Siddiqui A, Sterky F, Terry A, Tsai CJ, Uberbacher E, Unneberg P, Vahala J, Wall K, Wessler S, Yang G, Yin T, Douglas C, Marra M, Sandberg G, Van de Peer Y, Rokhsar D. The genome of black cottonwood, Populus trichocarpa (Torr. & Gray) Science. 2006;313:1596–1604. doi: 10.1126/science.1128691. [PubMed] [Cross Ref]
  • Yin TM, DiFazio SP, Gunter LE, Riemenschneider D, Tuskan GA. Large-scale heterospecific segregration distortion in Populus revealed by a dense genetic map. Theor Appl Genet. 2004;109:451–463. doi: 10.1007/s00122-004-1653-5. [PubMed] [Cross Ref]
  • Zhang D, Zhang Z, Yang K, Li B. Genetic mapping in (Populus tomentosa × Populus bolleana) and P. tomentasa Carr. using AFLP markers. Theor Appl Genet. 2004;108:657–662. doi: 10.1007/s00122-003-1478-7. [PubMed] [Cross Ref]
  • Cervera MT, Storme V, Soto A, Ivens B, Van Montagu M, Rajora OP, Boerjan W. Intraspecific and interspecific genetic and phylogenetic relationships in the genus Populus based on AFLP markers. Theor Appl Genet. 2005;111:1440–1456. doi: 10.1007/s00122-005-0076-2. [PubMed] [Cross Ref]
  • Woolbright SA, DiFazio SP, Yin T, Martinsen GD, Zhang X, Allan GJ, Whitham TG, Keim P. A dense linkage map of hybrid cottonwood (Populus fremontii × P. angustifolia) contributes to long-term ecological research and comparison mapping in a model forest tree. Heredity. 2008;100:59–70. doi: 10.1038/sj.hdy.6801063. [PubMed] [Cross Ref]
  • Kelleher CT, Chiu R, Shin H, Bosdet IE, Krzywinski MI, Fjell CD, Wilkin J, Yin T, DiFazio SP, Ali J, Asano JK, Chan S, Cloutier A, Girn N, Leach S, Lee D, Mathewson CA, Olson T, O'Connor K, Prabhu AL, Smailus DE, Stott JM, Tsai M, Wye NH, Yang GS, Zhuang J, Holt RA, Putnam NH, Vrebalov J, Giovannoni JJ, Grimwood J, Schmutz J, Rokhsar D, Jones SJM, Marra MA, Tuskan GA, Bohlmann J, Ellis BE, Ritland K, Douglas CJ, Schein JE. A physical map of the highly heterozygous Populus genome: integration with the genome sequence and genetic map and analysis of haplotype variation. Plant J. 2007;50:1063–1078. doi: 10.1111/j.1365-313X.2007.03112.x. [PubMed] [Cross Ref]
  • Andersson A, Keskitalo J, Sjödin A, Bhalerao R, Sterky F, Wissel K, Tandre K, Aspeborg H, Moyle R, Ohmiya Y, Bhalerao R, Brunner A, Gustafsson P, Karlsson J, Lundeberg J, Nilsson O, Sandberg G, Strauss S, Sundberg B, Uhlen M, Jansson S, Nilsson P. A transcriptional timetable of autumn senescence. Genome Biol. 2004;5:R24.1–R24.13. doi: 10.1186/gb-2004-5-4-r24. [PMC free article] [PubMed] [Cross Ref]
  • Brosché M, Vinocur B, Alatalo ER, Lamminmäki A, Teichmann T, Ottow EA, Djilianov D, Afif D, Bogeat-Triboulot MB, Altman A, Polle A, Dreyer E, Rudd S, Paulin L, Auvinen P, Kangasjärvi J. Gene expression and metabolite profiling of Populus euphratica growing in the Negev desert. Genome Biol. 2005;6:R101.1–R101.17. doi: 10.1186/gb-2005-6-12-r101. [PMC free article] [PubMed] [Cross Ref]
  • Harding SA, Jiang H, Jeong ML, Casado FL, Lin HW, Tsai CJ. Functional genomics analysis of foliar condensed tannin and phenolic glycoside regulation in natural cottonwood hybrids. Tree Physiol. 2005;25:1475–1486. [PubMed]
  • Ralph S, Oddy C, Cooper D, Yueh H, Jancsik S, Kolosova N, Philippe RN, Aeschliman D, White R, Huber D, Ritland CE, Benoit F, Rigby T, Nantel A, Butterfield YSN, Kirkpatrick R, Chun E, Liu J, Palmquist D, Wynhoven B, Stott J, Yang G, Barber S, Holt RA, Siddiqui A, Jones SJM, Marra MA, Ellis BE, Douglas CJ, Ritland K, Bohlmann J. Genomics of hybrid poplar (Populus trichocarpa × deltoides) interacting with forest tent caterpillars (Malacosoma disstria): Normalized and full-length cDNA libraries, expressed sequence tags, and a cDNA microarray for the study of insect-induced defences in poplar. Mol Ecol. 2006;15:1275–1297. doi: 10.1111/j.1365-294X.2006.02824.x. [PubMed] [Cross Ref]
  • Sterky F, Regan S, Karlsson J, Hertzberg M, Rohde A, Holmberg A, Amini B, Bhalerao R, Larsson M, Villarroel R, Van Montagu M, Sandberg G, Olsson O, Teeri TT, Boerjan W, Gustafsson P, Uhlén M, Sundberg B, Lundeberg J. Gene discovery in the wood-forming tissues of poplar: Analysis of 5,692 expressed sequence tags. Proc Natl Acad Sci USA. 1998;95:13330–13335. doi: 10.1073/pnas.95.22.13330. [PMC free article] [PubMed] [Cross Ref]
  • Bhalerao R, Keskitalo J, Sterky F, Erlandsson R, Björkbacka H, Birve SJ, Karlsson J, Gardeström P, Gustafsson P, Lundeberg J, Jansson S. Gene expression in autumn leaves. Plant Physiol. 2003;131:430–442. doi: 10.1104/pp.012732. [PMC free article] [PubMed] [Cross Ref]
  • Kohler A, Delaruelle C, Martin D, Encelot N, Martin F. The poplar root transcriptome: analysis of 7000 expressed sequence tags. FEBS Lett. 2003;542:37–41. doi: 10.1016/S0014-5793(03)00334-X. [PubMed] [Cross Ref]
  • Ranjan P, Kao YY, Jiang H, Joshi CP, Harding SA, Tsai CJ. Suppression subtractive hybridization-mediated transcriptome analysis from multiple tissues of aspen (Populus tremuloides) altered in phenylpropanoid metabolism. Planta. 2004;219:694–704. doi: 10.1007/s00425-004-1291-9. [PubMed] [Cross Ref]
  • Schrader J, Moyle R, Bhalerao R, Hertzberg M, Lundeberg J, Nilsson P, Bhalerao RP. Cambial meristem dormancy in trees involves extensive remodelling of the transcriptome. Plant J. 2004;40:173–187. doi: 10.1111/j.1365-313X.2004.02199.x. [PubMed] [Cross Ref]
  • Sterky F, Bhalerao RR, Unneberg P, Segerman B, Nilsson P, Brunner AM, Charbonnel-Campaa L, Lindvall JJ, Tandre K, Strauss SH, Sundberg B, Gustafsson P, Uhlén M, Bhalerao RP, Nilsson O, Sandberg G, Karlsson J, Lundeberg J, Jansson S. A Populus EST resource for plant functional genomics. Proc Natl Acad Sci USA. 2004;101:13951–13956. doi: 10.1073/pnas.0401641101. [PMC free article] [PubMed] [Cross Ref]
  • Christopher ME, Miranda M, Major IT, Constabel CP. Gene expression profiling of systemically wound-induced defenses in hybrid poplar. Planta. 2004;219:936–947. doi: 10.1007/s00425-004-1297-3. [PubMed] [Cross Ref]
  • Nanjo T, Futamura N, Nishiguchi M, Igasaki T, Shinozaki K, Shinohara K. Characterization of full-length enriched sequence tags of stress-treated poplar leaves. Plant Cell Physiol. 2004;45:1738–1748. doi: 10.1093/pcp/pci009. [PubMed] [Cross Ref]
  • Rishi AS, Munir S, Kapur V, Nelson ND, Goyal A. Identification and analysis of safener-inducible expressed sequence tags in Populus using a cDNA microarray. Planta. 2004;220:296–306. doi: 10.1007/s00425-004-1356-9. [PubMed] [Cross Ref]
  • Haas BJ, Delcher AL, Mount SM, Wortman JR, Smith RK, Hannick LI, Maiti R, Ronning CM, Rusch DB, Town CD, Salzberg SL, White O. Improving the Arabidopsis genome annotation using maximal transcript alignment assemblies. Nucleic Acids Res. 2003;31:5654–5666. doi: 10.1093/nar/gkg770. [PMC free article] [PubMed] [Cross Ref]
  • Castelli V, Aury JM, Jaillon O, Wincker P, Clepet C, Menard M, Cruaud C, Quétier F, Scarpelli C, Schächter V, Temple G, Caboche M, Weissenbach J, Salanoubat M. Whole genome sequence comparisons and "full-length" cDNA sequences: a combined approach to evaluate and improve Arabidopsis genome annotation. Genome Res. 2004;14:406–413. doi: 10.1101/gr.1515604. [PMC free article] [PubMed] [Cross Ref]
  • Alexandrov NN, Troukhan ME, Brover VV, Tatarinova T, Flavell RB, Feldmann KA. Features of Arabidopsis genes and genome discovered using full-length cDNAs. Plant Mol Biol. 2006;60:69–85. doi: 10.1007/s11103-005-2564-9. [PubMed] [Cross Ref]
  • Kikuchi S, Satoh K, Nagata T, Kawagashira N, Doi K, Kishimoto N, Yazaki J, Ishikawa M, Yamada H, Ooka H, Hotta I, Kojima K, Namiki T, Ohneda E, Yahagi W, Suzuki K, Li CJ, Ohtsuki K, Shishiki T, Otomo Y, Murakami K, Iida Y, Sugano S, Fujimura T, Suzuki Y, Tsunoda Y, Kurosaki T, Kodama T, Masuda H, Kobayashi M, Xie Q, Lu M, Narikawa R, Sugiyama A, Mizuno K, Yokomizo S, Niikura J, Ikeda R, Ishibiki J, Kawamata M, Yoshimura A, Miura J, Kusumegi T, Oka M, Ryu R, Ueda M, Matsubara K, Kawai J, Carninci P, Adachi J, Aizawa K, Arakawa T, Fukuda S, Hara A, Hashidume W, Hayatsu N, Imotani K, Ishii Y, Itoh M, Kagawa I, Kondo S, Konno H, Miyazaki A, Osato N, Ota Y, Saito R, Sasaki D, Sato K, Shibata K, Shinagawa A, Shiraki T, Yoshino M, Hayashizaki Y. Collection, mapping and annotation of over 28,000 cDNA clones from japonica rice. Science. 2003;301:376–379. doi: 10.1126/science.1081288. [PubMed] [Cross Ref]
  • Seki M, Narusaka M, Kamiya A, Ishida J, Satou M, Sakurai T, Nakajima M, Enju A, Akiyama K, Oono Y, Muramatsu M, Hayashizaki Y, Kawai J, Carninci P, Itoh M, Ishii Y, Arakawa T, Shibata K, Shinagawa A, Shinozaki K. Functional annotation of a full-length Arabidopsis cDNA collection. Science. 2002;296:141–145. doi: 10.1126/science.1071006. [PubMed] [Cross Ref]
  • Lai J, Dey N, Kim CS, Bharti AK, Rudd S, Mayer KFX, Larkins BA, Becraft P, Messing J. Characterization of the maize endosperm transcriptome and its comparison to the rice genome. Genome Res. 2004;14:1932–1937. doi: 10.1101/gr.2780504. [PMC free article] [PubMed] [Cross Ref]
  • Jia J, Fu J, Zheng J, Zhou X, Huai J, Wang J, Wang M, Zhang Y, Chen X, Zhang J, Zhao J, Su Z, Lv Y, Wang G. Annotation and expression profile analysis of 2073 full-length cDNAs from stress-induced maize (Zea mays L.) seedlings. Plant J. 2006;48:710–727. doi: 10.1111/j.1365-313X.2006.02905.x. [PubMed] [Cross Ref]
  • Fitzgerald TD. The Tent Caterpillars. Ithaca, New York: Cornell University Press; 1995.
  • Philippe RN, Bohlmann J. Poplar defense against insect herbivores. Canadian Journal of Botany. 2007;85:1111–1126. doi: 10.1139/B07-109. [Cross Ref]
  • Constabel CP, Yip L, Patton JJ, Christopher ME. Polyphenol oxidase from hybrid poplar. Cloning and expression in response to wounding and herbivory. Plant Physiol. 2000;124:285–295. doi: 10.1104/pp.124.1.285. [PMC free article] [PubMed] [Cross Ref]
  • Haruta M, Major IT, Christopher ME, Patton JJ, Constabel CP. A Kunitz trypsin inhibitor gene family from trembling aspen (Populus tremuloides Michx.): cloning, functional expression, and induction by wounding and herbivory. Plant Mol Biol. 2001;46:347–359. doi: 10.1023/A:1010654711619. [PubMed] [Cross Ref]
  • Peters DJ, Constabel CP. Molecular analysis of herbivore-induced condensed tannin synthesis: cloning and expression of dihydroflavonol reductase from trembling aspen (Populus tremuloides) Plant J. 2002;32:701–712. doi: 10.1046/j.1365-313X.2002.01458.x. [PubMed] [Cross Ref]
  • Arimura G, Huber DPW, Bohlmann J. Forest tent caterpillars (Malacosoma disstria) induce local and systemic diurnal emissions of terpenoid volatiles in hybrid poplar (Populus trichocarpa × deltoides): cDNA cloning, functional characterization, and patterns of gene expression of (-)-germacrene D synthase PtdTPS1. Plant J. 2004;37:603–616. doi: 10.1111/j.1365-313X.2003.01987.x. [PubMed] [Cross Ref]
  • Wang J, Constabel CP. Polyphenol oxidase overexpression in transgenic Populus enhances resistance to herbivory by forest tent caterpillar (Malacosoma disstria) Planta. 2004;220:87–96. doi: 10.1007/s00425-004-1327-1. [PubMed] [Cross Ref]
  • Lawrence SD, Dervinis C, Novak N, Davis JM. Wound and insect herbivory responsive genes in poplar. Biotechnol Lett. 2006;28:1493–1501. doi: 10.1007/s10529-006-9119-2. [PubMed] [Cross Ref]
  • Major IT, Constabel CP. Molecular analysis of poplar defense against herbivory: comparison of wound- and insect elicitor-induced gene expression. New Phytol. 2006;172:617–635. doi: 10.1111/j.1469-8137.2006.01877.x. [PubMed] [Cross Ref]
  • Miranda M, Ralph SG, Mellway R, White R, Heath MC, Bohlmann J, Constabel CP. The transcriptional response of hybrid poplar (Populus trichocarpa × P. deltoides) to infection by Melampsora medusae leaf rust involves induction of flavonoid pathway genes leading to the accumulation of proanthocyanidins. Mol Plant-Microbe Interac. 2007;20:816–831. doi: 10.1094/MPMI-20-7-0816. [PubMed] [Cross Ref]
  • Carninci P, Kvam C, Kitamura A, Ohsumi T, Okazaki Y, Itoh M, Kamiya M, Shibata K, Sasaki N, Izawa M, Muramatsu M, Hayashizaki Y, Schneider C. High-efficiency full-length cDNA cloning by biotinylated CAP trapper. Genomics. 1996;37:327–336. doi: 10.1006/geno.1996.0567. [PubMed] [Cross Ref]
  • Huang X, Madan A. CAP3: a DNA sequence assembly program. Genome Res. 1999;9:868–877. doi: 10.1101/gr.9.9.868. [PMC free article] [PubMed] [Cross Ref]
  • Seki M, Carninci P, Nishiyama Y, Hayashizaki Y, Shinozaki K. High-efficiency cloning of Arabidopsis full-length cDNA by biotinylated CAP trapper. Plant J. 1998;15:707–720. doi: 10.1046/j.1365-313x.1998.00237.x. [PubMed] [Cross Ref]
  • Kent WJ. BLAT-the BLAST-like alignment tool. Genome Res. 2002;12:656–664. 10.1101/gr.229202. Article published online before March 2002. [PMC free article] [PubMed]
  • Finn RD, Mistry J, Schuster-Böckler B, Griffiths-Jones S, Hollich V, Lassmann T, Moxon S, Marshall M, Khanna A, Durbin R, Eddy SR, Sonnhammer ELL, Bateman A. Pfam: clans, web tools and services. Nucleic Acids Res. 2006;34:D247–D251. doi: 10.1093/nar/gkj149. [PMC free article] [PubMed] [Cross Ref]
  • Sterck L, Rombauts S, Jansson S, Sterky F, Rouzé P, Van de Peer Y. EST data suggest that poplar is an ancient polyploid. New Phytol. 2005;167:165–170. doi: 10.1111/j.1469-8137.2005.01378.x. [PubMed] [Cross Ref]
  • Hughes AL. The Evolution of Functionally Novel Proteins after Gene Duplication. Proc R Soc Lond B. 1994;256:119–124. doi: 10.1098/rspb.1994.0058. [PubMed] [Cross Ref]
  • Ku HM, Vision T, Liu J, Tanksley SD. Comparing sequenced segments of the tomato and Arabidopsis genomes: Large-scale duplication followed by selective gene loss creates a network of synteny. Proc Natl Acad Sci USA. 2000;97:9121–9126. doi: 10.1073/pnas.160271297. [PMC free article] [PubMed] [Cross Ref]
  • Carninci P, Hayashizaki Y. High-efficiency full-length cDNA cloning. Methods Enzymol. 1999;303:19–44. [PubMed]
  • Carninci P, Shibata Y, Hayatsu N, Sugahara Y, Shibata K, Itoh M, Konno H, Okazaki Y, Muramatsu M, Hayashizaki Y. Normalization and subtraction of cap-trapper-selected cDNAs to prepare full-length cDNA libraries for rapid discovery of new genes. Genome Res. 2000;10:1617–1630. doi: 10.1101/gr.145100. [PMC free article] [PubMed] [Cross Ref]
  • Ewing B, Green P. Base-calling of automated sequencer traces using phred II. Error probabilities. Genome Res. 1998;8:186–194. [PubMed]
  • Ewing B, Hillier L, Wendl MC, Green P. Base-calling of automated sequencer traces using phred. I. Accuracy assessment. Genome Res. 1998;8:175–185. [PubMed]
  • Laboratory of Dr. Phil Green: software resources http://www.phrap.org
  • Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ. Basic local alignment search tool. J Mol Biol. 1990;215:403–410. [PubMed]
  • Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ. Gapped BLAST and PSI-BLAST: A new generation of protein database search programs. Nucleic Acids Res. 1997;25:3389–3402. doi: 10.1093/nar/25.17.3389. [PMC free article] [PubMed] [Cross Ref]
  • FTP directory yeast genome ftp://ftp.ncbi.nlm.nih.gov/blast/db/FASTA/yeast.nt.gz
  • Gordon D, Abajian C, Green P. Consed: A graphical tool for sequence finishing. Genome Res. 1998;8:195–202. [PubMed]
  • EMBOSS http://emboss.sourceforge.net/
  • The Arabidopsis Information Resource http://www.arabidopsis.org
  • FTP directory GenBank ftp://ftp.ncbi.nih.gov/blast/db/

Articles from BMC Genomics are provided here courtesy of BioMed Central
PubReader format: click here to try


Save items

Related citations in PubMed

See reviews...See all...

Cited by other articles in PMC

See all...


  • Compound
    PubChem chemical compound records that cite the current articles. These references are taken from those provided on submitted PubChem chemical substance records. Multiple substance records may contribute to the PubChem compound record.
  • EST
    Expressed Sequence Tag (EST) nucleotide sequence records reported in the current articles.
  • Gene (nucleotide)
    Gene (nucleotide)
    Records in Gene identified from shared sequence and PMC links.
  • MedGen
    Related information in MedGen
  • Nucleotide
    Primary database (GenBank) nucleotide records reported in the current articles as well as Reference Sequences (RefSeqs) that include the articles as references.
  • Protein
    Protein translation features of primary database (GenBank) nucleotide records reported in the current articles as well as Reference Sequences (RefSeqs) that include the articles as references.
  • PubMed
    PubMed citations for these articles
  • Substance
    PubChem chemical substance records that cite the current articles. These references are taken from those provided on submitted PubChem chemical substance records.
  • Taxonomy
    Taxonomy records associated with the current articles through taxonomic information on related molecular database records (Nucleotide, Protein, Gene, SNP, Structure).
  • Taxonomy Tree
    Taxonomy Tree

Recent Activity

Your browsing activity is empty.

Activity recording is turned off.

Turn recording back on

See more...