Analysis of the Pythium ultimum transcriptome using Sanger and Pyrosequencing approaches
© Cheung et al; licensee BioMed Central Ltd. 2008
Received: 08 May 2008
Accepted: 15 November 2008
Published: 15 November 2008
Pythium species are an agriculturally important genus of plant pathogens, yet are not understood well at the molecular, genetic, or genomic level. They are closely related to other oomycete plant pathogens such as Phytophthora species and are ubiquitous in their geographic distribution and host rage. To gain a better understanding of its gene complement, we generated Expressed Sequence Tags (ESTs) from the transcriptome of Pythium ultimum DAOM BR144 (= ATCC 200006 = CBS 805.95) using two high throughput sequencing methods, Sanger-based chain termination sequencing and pyrosequencing-based sequencing-by-synthesis.
A single half-plate pyrosequencing (454 FLX) run on adapter-ligated cDNA from a normalized cDNA population generated 90,664 reads with an average read length of 190 nucleotides following cleaning and removal of sequences shorter than 100 base pairs. After clustering and assembly, a total of 35,507 unique sequences were generated. In parallel, 9,578 reads were generated from a library constructed from the same normalized cDNA population using dideoxy chain termination Sanger sequencing, which upon clustering and assembly generated 4,689 unique sequences. A hybrid assembly of both Sanger- and pyrosequencing-derived ESTs resulted in 34,495 unique sequences with 1,110 sequences (3.2%) that were solely derived from Sanger sequencing alone. A high degree of similarity was seen between P. ultimum sequences and other sequenced plant pathogenic oomycetes with 91% of the hybrid assembly derived sequences > 500 bp having similarity to sequences from plant pathogenic Phytophthora species. An analysis of Gene Ontology assignments revealed a similar representation of molecular function ontologies in the hybrid assembly in comparison to the predicted proteomes of three Phytophthora species, suggesting a broad representation of the P. ultimum transcriptome was present in the normalized cDNA population. P. ultimum sequences with similarity to oomycete RXLR and Crinkler effectors, Kazal-like and cystatin-like protease inhibitors, and elicitins were identified. Sequences with similarity to thiamine biosynthesis enzymes that are lacking in the genome sequences of three Phytophthora species and one downy mildew were identified and could serve as useful phylogenetic markers. Furthermore, we identified 179 candidate simple sequence repeats that can be used for genotyping strains of P. ultimum.
Through these two technologies, we were able to generate a robust set (~10 Mb) of transcribed sequences for P. ultimum. We were able to identify known sequences present in oomycetes as well as identify novel sequences. An ample number of candidate polymorphic markers were identified in the dataset providing resources for phylogenetic and diagnostic marker development for this species. On a technical level, in spite of the depth possible with 454 FLX platform, the Sanger and pyro-based sequencing methodologies were complementary as each method generated sequences unique to each platform.
Pythium species are ubiquitous fungal-like organisms in the Kingdom Straminipila. They are related to the oomycete plant pathogens Phytophthora and downy mildews (e.g. Bremia, Peronospora, and Plasmopora) in the Peronosporales and to Saprolegnia and Aphanomyces in the Saprolegniales. They differ from the true fungi (Eumycota) in that they are diploid, have coenocytic hyphae containing β-1–3 glucans and cellulose in their cell walls, reproduce sexually by fertilization of oogonia by antheridia and, in many species, form motile, biflagellate zoospores. Nevertheless, Pythium species have many similarities to true fungi in the way they obtain nutrients from the environment or attack plants .
The genus Pythium is biologically and ecologically diverse. Although approximately 250 Pythium species have been described, only half that number has been recognized as valid descriptions [2–4]. Pythium species have been divided into 11 phylogenetic clades based on rDNA ITS and other sequence data . Most are soil inhabitants although some reside in salt water estuaries and other aquatic environments. Most Pythium species are saprophytic or facultative plant pathogens . They are among the most important plant pathogens and cause a variety of diseases including seed rots and damping-off, root, stem and fruit rots, foliar blights and postharvest decay [5–8]. A few non-phytopathogenic species show promise as biological control agents . Other Pythium species are parasites of insects  and fish  and at least one species (P. insidiosum) can infect animals and causes skin and bone lesions in pigs, dogs, and humans .
Pythium ultimum is a cosmopolitan plant pathogen with a broad host range. It is one of the most pathogenic Pythium species on corn, soybean, wheat, ornamentals, and many other crops . It is homothallic, and in most cases, self fertile, although some outcrossing may occur . P. ultimum is actually a species complex with three main morphological types. P. ultimum var. ultimum, the most common type, produces oospores but very rarely sporangia and zoospores, and then only at cool temperatures . It is part of a large uniform clade based on rDNA ITS sequence comparisons which includes the neotype strain  as well as the isolate used to generate the Expressed Sequence Tags (ESTs) in this study. P. ultimum var. sporangiiferum produces oospores and sporangia at room temperature . In Barr et al. , the four P. ultimum var. sporangiiferum isolates formed a unique genotype (U6) based on isozyme analysis whereas in Francis et al.  the two isolates of this variety were in two distinct genotypes, one belonging to the most common genotype of P. ultimum var. ultimum strains. It is unclear at this point whether or not the more infrequent but unique genotypes of P. ultimum such as the genotype U6 should be split into different species, reducing the observed genetic diversity within this species. Having more information on Single Nucleotide Polymorphisms would help to delineate gene flow and species boundaries in this ubiquitous species complex. Isolates in the third morphological type do not produce oospores in culture but can be identified based on other morphological characteristics, molecular studies, and the fact that they can be crossed with oospore producing strains of P. ultimum [3, 12–14].
ESTs are a robust method for gene discovery and for identifying transcripts involved in specific biological processes. ESTs have been developed for over 40 oomycete and fungal pathogens . For the oomycetes, EST projects have provided not only the first insight into the gene complement for these plant pathogens but also sets of genes involved in a number of biological processes [16–24]. With the advent of reduced costs and higher throughput sequencing methods, ESTs can be economically generated for a wider range of organisms and a greater breadth of conditions, thereby providing a more comprehensive assessment of an organism's transcriptome. One emerging platform for de novo sequencing of transcriptomes or genomes is pyrosequencing . However, the pyrosequencing-derived read lengths on the GS20 and FLX platform are substantially shorter than conventional Sanger-based sequencing which is problematic for assembly into a non-redundant set of consensus sequences. This limitation can be addressed through increased sequencing coverage of the transcriptome and/or through hybrid approaches in which conventional Sanger sequences are co-assembled  with pyrosequencing-derived sequences. Thus, for de novo sequencing of a transcriptome, both approaches are advantageous with pyrosequencing providing a deep representation of the transcriptome and Sanger-derived sequences providing seed sequences for assembly purposes. In this study, we report the first set of ESTs for this agriculturally important plant pathogen and provide a direct comparison of gene discovery that can be obtained with two high throughput sequencing methods, Sanger-based chain termination and 454 FLX pyrosequencing.
Results and Discussion
Sanger-based sequencing of a normalized cDNA library
Sequence and assembly statistics
Pyrosequencing + Sanger ESTs
90,664 + 9,578 = 100,242
35,507 (11,155 assemblies)
4,689 (1,584 assemblies)
34,495 (10,811 assemblies)
Total bases (bp)
Minimum length (bp)
Average length (bp)
Maximum length (bp)
454 Pyrosequencing sequencing and assembly
A single half-plate pyrosequencing run on the same normalized cDNA used in the Sanger-based sequencing generated 139,839 reads, which after trimming and cleaning, yielded 90,664 usable reads (>100 base pairs) with an average length of 190 nucleotides and a total length of 17.3 Mb (Table 1). After clustering and assembly using the TGICL clustering utilities , 66,312 sequence reads were incorporated into 11,155 assemblies and 24,352 singletons for a total of 35,507 unique sequences. Assemblies had an average length of 233 bp with a maximum length of 1,385 bp (Table 1, Figure 1). For the 454 assembly, 25,285 (71%) sequences (9,226 assemblies, 16,059 singletons) aligned to the draft P. ultimum BR144 genome sequence. Of these 35,507 unique sequences, 7,991 (22.5%) had a protein match with UniRef100 , significantly less than what was observed for the Sanger-derived ESTs. If only sequences > 500 bp were considered, 71% had a match with an entry in UniRef100 suggesting that the short length of the 454 reads impact the ability to detect similar sequences. As the pyrosequencing library preparation involves random shearing of the normalized (but uncloned) cDNA population , the pyrosequencing reads originate from random locations within each cDNA and may have either orientation. The majority of assemblies contain 2–5 reads, while in contrast only a few of the assemblies contained over 100 pyrosequencing EST reads (Figure 1). This is presumably due to both the length of the individual reads, the normalization of the cDNA population, and the coverage of the transcriptome represented in this dataset.
Hybrid assembly of Sanger and Pyrosequencing-based reads
A hybrid assembly was constructed using the pyrosequencing- and Sanger-based EST reads which were clustered and assembled using the TGICL clustering utilities ; of these, 10,811 were assemblies and 23,684 were singletons for a total of 34,495 unique sequences (Table 1). Since the reads used in the hybrid assembly were predominantly derived from the pyrosequencing dataset, with the exception of the maximum assembly length, the assembly length and EST component statistics are similar to that for the pyrosequencing-only reads (Figure 1). In the hybrid assembly, a majority of assemblies are short with an average length of 276 base pairs (maximum length of 4,471 base pairs (Table 1)) and contain few component reads (Figure 2). The majority of assemblies contain 2–5 EST reads while only a limited number of assemblies contain over 100 EST reads. For the hybrid assembly, 24,140 (70%) sequences (8,922 assemblies, 15,218 singletons) aligned to the draft P. ultimum BR144 genome sequence. Within the hybrid assembly, 8,618 had a protein match using UniRef100  significantly less than what was observed for the Sanger-derived ESTs yet consistent with the abundance of 454 reads in the overall hybrid assembly. If only sequences > 500 bp within the hybrid assembly were considered, 69% had a match with an entry in UniRef100. Pyrosequencing using the 454 platform is reported to have reduced accuracy in homopolymer regions . Examination of homopolymer regions (>4 nucleotides) detected between the Sanger- and the 454-derived reads revealed differences in homopolymer length between the Sanger and 454-reads in 837 instances, primarily in A or T homopolymer regions (407 A, 323 T, 65 G, 42 C).
A total of 1,110 unique sequences in the hybrid assembly were derived from Sanger sequencing alone. Although the majority of these had no similarity with entries in the UniRef100 database (Additional Data Files 1 and 2), 907 (81.7%) of them mapped to the Pythium genome at very high stringencies (95% identity, 95% coverage with a minimum of 100 bp of the Sanger read; Cheung and Buell, unpubl.), suggesting that these are not contaminants or artifacts within the cDNA library. Of the 1,110 unique sequences derived solely from Sanger reads, 576 had no match even at a very low threshold (BLASTN E-10  or BLAT , default settings) with the pyrosequencing-derived sequences. Further analysis of these 576 Sanger-only reads showed that 461 (80%) could be mapped to the Pythium genome with high stringency (≥ 95% identity, ≥ 95% coverage, of a minimum of 100 bp of the Sanger read). An analysis of average read length revealed that these Sanger sequences were slightly shorter on average (99 bp) than the complete set of Sanger sequences which would reduce to the probability of co-assembling with 454 reads during the hybrid assembly process (average length of 497 nucleotides in Sanger-only singletons and assemblies vs 596 nucleotides in the complete set of Sanger singletons and assemblies). Although the GC content did not differ substantially between the Sanger-only sequence set and the complete Sanger sequence set (51% vs 53%), other sources of possible bias could be the cloning and replication in E. coli which may amplify select sequences in the library compared to the 454 sequences. These results suggest that a small proportion of ESTs generated by Sanger sequencing are not present in the dataset generated by pyrosequencing.
Biological features of the P. ultimum transcriptome
The top 50 assemblies containing the most ESTs from all three builds (pyrosequencing reads only, Sanger reads only, hybrid assembly) ranged from 10 to 2,654 ESTs (Additional Data Files 3, 4, 5). Most of the protein matches to the top 50 assemblies from all three builds were to Phytophthora species. In general, the most common annotations based on similarity to UniRef100 entries were housekeeping genes although 17 of the top 50 deepest assemblies from the hybrid assembly had no match to an entry in UniRef100 (Additional Data File 3).
To determine how similar the P. ultimum transcriptome is to other plant pathogenic oomycetes, we compared our EST sequences with the predicted proteomes and transcriptomes available for four Phytophthora species: P. infestans (transcriptome and predicted proteome), P. parasitica (transcriptome), P. ramorum (predicted proteome), and P. sojae (transcriptome and predicted proteome) [32, 33]. Using BLASTX with the predicted proteome data sets, 16,139 (46.8%) of the P. ultimum hybrid assembly sequences matched a sequence present within the P. infestans, P. ramorum, or P. sojae predicted proteomes. Using TBLASTX with a cutoff criterion of E = 1e-10, 14,021 (40.6%) of the P. ultimum hybrid sequences matched a sequence within the three Phytophthora transcriptomes with only 945 (2.7%) of the P. ultimum sequences that align with a predicted Phytophthora protein not matching a Phytophthora transcript. Using BLASTX with a cutoff criterion of E = 1e-5 against the UniRef100 database, 8,618 (25.0%) of the P. ultimum hybrid sequences matched the UniRef database, of which 673 (2.0%) did not also match a Phytophthora transcript or predicted protein. Collectively, from all three datasets (Phytophthora spp. predicted proteomes, Phytophthora spp. transcriptomes, and the UniRef database), 16,738 (48.5%) of the P. ultimum hybrid sequences do not have a match. This is most likely attributed to the short nature of the majority of the hybrid sequences. Indeed, if only sequences ≥ 500 bp within the hybrid assembly are considered (3,515 total sequences), the percentage of sequences with an alignment to the three data types significantly increases; 3,201 (91.1%) align to the Phytophthora spp. predicted proteomes, 2,959 (84.2%) align to the Phytophthora spp. transcriptomes, and 2,427 (69%) align to the UniRef database, with only 252 (7.2%) without a match to any sequence within these data sets.
It recently emerged that Phytophthora and downy mildew species secrete a vast repertoire of effector proteins that modulate host defenses and enable pathogenicity [35, 36]. The extent to which Pythium species also rely on secreted effectors to colonize host tissue is unclear. We therefore examined the P. ultimum ESTs for similarity to known oomycete effectors. We first scanned the P. ultimum EST hybrid assembly for candidate cytoplasmic effectors of the RXLR and Crinkler (CRN) families [36, 37] using a combination of the PexFinder algorithm  to identify putative secreted protein genes and sequence similarity searches. An hmm profile based on an alignment of known RXLR-EER effectors  revealed one P. ultimum assembly (asmbl_7845) as a putative positive. P. ultimum asmbl_7845 encodes an ORF with a signal peptide (SignalP HMM score = 0.921) followed by the RLLR SAGDVESSAVDDAAR sequence with similarity to the RXLR-DEER motif (Additional Data File 6A–B). The identification of only a single putative RXLR effector is surprising and contrasts to the common occurrence of RXLR effectors in similar sets of Phytophthora ESTs . Apparently, RXLR effectors are not as widely present or expressed in P. ultimum as noted for Phytophthora species. There are several possible explanations. It is possible that P. ultimum does not have RXLR effector genes or has a highly reduced set compared to Phytophthora. This would be consistent with observations  that suggested that RXLR effectors are delivered through haustoria, specialized infection structures that are not produced by Pythium. The RXLR motif is similar in sequence, position and function to the Plasmodium Pexel/Host translocation motif . The possible absence of RXLR effectors in P. ultimum indicates that although the motif is conserved across divergent parasitic eukaryotes it may not be ubiquitous in oomycetes. Four Crinkler-like sequences were identified among the P. ultimum hybrid assembly. In this case, the similarity to Phytophthora Crinklers was more convincing than for the single RXLR effector candidate with BLASTX E values as low as e-48. Clearly, these sequences displayed the consensus LXLYLAXR instead of the LXLFLAK motif that defines canonical Phytophthora and downy mildew Crinklers [37, 38] (Additional Data File 6C). In summary, we detected one potential candidate RXLR and several Crinkler effectors in P. ultimum, however, they are not as abundantly represented among the examined P. ultimum ESTs as they are in Phytophthora ESTs from similar developmental stages .
We also searched the P. ultimum assemblies for similarities to other oomycete effectors. We detected three assemblies with similarity to oomycete Kazal-like serine protease inhibitors [41, 42] and another three with similarity to cystatin-like protease inhibitors  (Additional Data File 7). In Phytophthora, these apoplastic effectors are known to inhibit defense related proteases of plants [41–43]. In addition, at least 13 assemblies with similarity to elicitins were identified (Additional Data File 7). Elicitins are secreted lipid-binding oomycete proteins that trigger defense responses in plants . These elicitins showed significant similarity to previously described Phytophthora and Pythium elicitins with their characteristic cysteine-rich domain [44, 45]. Six assemblies were most similar to sylvaticin, a secreted elicitin of Pythium sylvaticum of unknown function . The same assemblies showed significant similarity with the elicitin-like protein of Pythium oligandrum  but the homology was much lower than that of P. sylvaticum (E value e-11). This is consistent with the taxonomy and phylogeny of these species. Both P. ultimum (clade I) and P. sylvaticum (clade F) belong to the globose sporangia group of Pythium whereas P. oligandrum (clade D) belongs to a different group with contiguous sporangia .
Unlike Phytophthora spp., Pythium and other oomycetes like Saprolegnia spp. are not thiamine auxotrophs. Torto et al.  reported sequences with similarity to thiamine biosynthesis enzymes among ESTs of the fish pathogen Saprolegnia parasitica that are missing in the genome sequences of P. sojae, P. ramorum, P. infestans, and Hyaloperonospora parasitica. We identified four P. ultimum sequences within the hybrid assembly (asmbl_312; asmbl_353; asmbl_1697, and 334590_1440_2761) with similarity to the S. parasitica thiamine biosynthesis enzyme. This finding is consistent with the knowledge that P. ultimum can synthesize thiamine. The thiamine biosynthesis gene was apparently lost during the evolution of the Phytophthora/downy mildews lineage and could serve as a potential phylogenetic marker among Saprolegniales and the genus Pythium.
Oomycetes are often characterized by the ultrastructure of their flagellar apparatus. Although the strain we sequenced and P. ultimum var. ultimum are generally not known to produce zoospores in vitro, it might be possible that some flagellar associated proteins are expressed as was observed in Phytophthora grown under conditions that do not produce zoospores . Some of the flagellar associated proteins from Chlamydomonas reinhardtii (177 in total, Additional Data File 8) that we identified in our ESTs are predicted to be commonly expressed in other structures/tissues than zoospores (e.g. calmodulin or elongation factor). As shown by Randall et al, we also found evidence of expression of dynein related to the flagellar apparatus (E values between e-6 and e-38) but we also identified several flagellar basal body proteins (E values between e-8 and e-21) that were expressed.
Random candidate markers for population genetic studies can also be derived from simple sequence repeats (SSRs). Within the hybrid assembly, a total of 179 SSRs were identified within 164 sequences. Among the SSRs, monucleotides (45) were the most abundant followed by dinucleotides (44), trinucleotides (33), pentanucleotides (27), tetranucleotides (26), and hexanucleotides (4) (Additional Data File 9). Lee and Moorman  developed SSR markers for Pythium aphanidermatum, P. cryptoirregulare and P. irregulare from an SSR enriched library. Primers P18CCA1-41, P18TTC1-42, P18CAT1-74 amplified SSRs in P. ultimum but were not found in this EST library. It is possible that the genes in which these SSRs were located were not expressed, that these SSRs were in non-coding regions, or that the primers designed from other species worked on P. ultimum even if they had mismatches.
In this study, we report the integration of data from Sanger-based chain termination and 454 FLX pyrosequencing technologies. The two technologies were highly complementary although the shorter read length in the pyrosequencing-derived ESTs is problematic in that they limit biological interpretations due to the reduced information content in the predicted protein sequence. Thus, while the pyrosequencing did provide depth of coverage, we were able to generate a more robust set of transcribed sequences for Pythium by co-assembly of Sanger and pyrosequencing derived ESTs. Furthermore, even with a greater depth of ESTs provided through the 454 FLX platform, the two sequencing methodologies generated sequences unique to each platform. The results presented contain an ample number of candidate polymorphic markers providing resources for potential phylogenetic and diagnostic and strain marker development for this agriculturally important group of plant pathogens. We expect that a similar analysis using other species and integration of data from 454 FLX pyrosequencing technologies would work synergistically with existing or new EST data and identify new genes/transcripts at a very cost effective and efficient manner.
Materials and Organismal Methods
Yeast extract broth (30 g/L sucrose, 1 g/L KH2PO4, 0.5 g/L MgSO4 7H2O, 0.5 g/L KCl, 10 mg/L FeSO4 7H2O, 1 g/L yeast extract) was inoculated with several crushed plugs of 3 day old P. ultimum strain DAOM BR144 (= ATCC 200006 = CBS 805.95) grown on 10% V8 agar and incubated at room temperature on a shaker (Lab-Line Instruments, Melrose Park, IL) at 200 rpm for 2 days. Plugs of the same isolate were covered with modified Plich medium (Kamoun, S., unpub.) in a Petri dish and incubated in the dark at room temperature for 10 days. Mycelia from both media were rinsed with 50 ml of sterile water and harvested by straining through sterile cheesecloth, weighed and then ground in liquid nitrogen using a mortar and pestle.
Molecular and Bioinformatics Methods
RNA was extracted from this tissue using TRIzol reagent (Invitrogen, Carlsbad, CA) according to the manufacturer's instructions. Equal masses of total RNA from the two growth conditions were used for construction of a normalized cDNA population and subsequently, a normalized cDNA library. Using the services of Evrogen , full length cDNA was constructed using the Smart cDNA cloning methodology  and normalized using a duplex-specific nuclease . Two methods were used to generate sequences from the normalized cDNA: Sanger-based dideoxy chain termination and Roche 454-FLX pyrosequencing . Sanger-based sequences were generated from end sequencing of cDNA clones using standard high throughput sequencing methods on an ABI 3730xl sequencer. Sequences were trimmed to remove vector, low-quality, and E. coli sequences using Lucy  and iterative runs of the TIGR Seqclean Tool . Accessions are available in GenBank dbEST (EL774305–EL783216 and ES607153–ES608087). Pyrosequencing was performed on a Roche 454 FLX sequencer  using a half-plate. Pyrosequencing reads were trimmed to remove adaptors using TIGR Seqclean Tool . Short sequences (< 100 nucleotides) were removed from the build process as the addition of extremely short sequences will lead to false joining of ESTs, chimeras that were sequenced, and reduced quality of unique sequences. Sequences were deposited in GenBank dbEST under accession numbers FE969956–FF060620.
Pyrosequencing and Sanger cDNA reads were assembled using the TGICL package  as was the hybrid assembly using the default parameters as described in Childs et al.  with the exception that sequences < 100 nucleotides were excluded. Sequences were searched against the UniRef100 database (Release 12.0) using BLASTX with a cutoff criterion of E = 1e-5. The EST assemblies were aligned with a draft assembly of the P. ultimum BR144 genome  using BLAT . Pythium EST assemblies were downloaded from The Comprehensive Phytopathogen Resource Trancript Assemblies website  and Phytophthora genome sequences were downloaded from GenBank. Transcriptomes of P. ultimum version 1.0, P. infestans version 3.0, P. sojae version 1.0, and P. parasitica version 2.0 were aligned using TBLASTX with cutoff criteria of E = 1e-5. P. ultimum ESTs were aligned with the P. ultimum , P. infestans , P. ramorum  and P. sojae  genomes with TBLASTX requiring a minimium of 40% length matching. For the Gene ontology associations, the three Phytophthora proteomes were searched against the current UniRef100 database using BLASTP and a cutoff of 1e-5. GO ids were assigned using the EBI Uniprot Knowledgebase GOA file  using the top UniRef100 hit. The assigned GO identifiers were then mapped to the Generic GOSlim ontology using the map2slim tool . Using BLASTX and a cutoff of 1e-5, the hybrid EST set was searched against 892 Chlamydomonas reinhardtii proteins flagged in GenBank as being associated with the flagellar apparatus to identify transcripts associated with the flagellar mechanism in Pythium. Perfect mononucleotide to hexanucleotide simple sequence repeats were identified using MISA . Perl scripts were used to specify the minimum number of the following repeats for microsatellites (unit size/minimum number of repeats): (1/20) (2/10) (3/7) (4/5) (5/5) (6/5).
Funding for the work is provided bygrants from the USDA National Research Initiative Cooperative State Research Extension Education Service (2006-55605-16645 (C.R.B, J.E.L, N.T.) and 2007-35600-18886 (C.R.B., N. T.)). S.K. and J.W. are funded by the Gatsby Charitable Foundation. C.A.L. is supported with funding to the Canadian Barcode of Life Network from Genome Canada through the Ontario Genomics Institute and NSERC.
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