Logo of genbioBioMed CentralBiomed Central Web Sitesearchsubmit a manuscriptregisterthis articleGenome BiologyJournal Front Page
Genome Biol. 2010; 11(7): R73.
Published online Jul 13, 2010. doi:  10.1186/gb-2010-11-7-r73
PMCID: PMC2926784

Genome sequence of the necrotrophic plant pathogen Pythium ultimum reveals original pathogenicity mechanisms and effector repertoire

Abstract

Background

Pythium ultimum is a ubiquitous oomycete plant pathogen responsible for a variety of diseases on a broad range of crop and ornamental species.

Results

The P. ultimum genome (42.8 Mb) encodes 15,290 genes and has extensive sequence similarity and synteny with related Phytophthora species, including the potato blight pathogen Phytophthora infestans. Whole transcriptome sequencing revealed expression of 86% of genes, with detectable differential expression of suites of genes under abiotic stress and in the presence of a host. The predicted proteome includes a large repertoire of proteins involved in plant pathogen interactions, although, surprisingly, the P. ultimum genome does not encode any classical RXLR effectors and relatively few Crinkler genes in comparison to related phytopathogenic oomycetes. A lower number of enzymes involved in carbohydrate metabolism were present compared to Phytophthora species, with the notable absence of cutinases, suggesting a significant difference in virulence mechanisms between P. ultimum and more host-specific oomycete species. Although we observed a high degree of orthology with Phytophthora genomes, there were novel features of the P. ultimum proteome, including an expansion of genes involved in proteolysis and genes unique to Pythium. We identified a small gene family of cadherins, proteins involved in cell adhesion, the first report of these in a genome outside the metazoans.

Conclusions

Access to the P. ultimum genome has revealed not only core pathogenic mechanisms within the oomycetes but also lineage-specific genes associated with the alternative virulence and lifestyles found within the pythiaceous lineages compared to the Peronosporaceae.

Background

Pythium is a member of the Oomycota (also referred to as oomycetes), which are part of the heterokont/chromist clade [1,2] within the 'Straminipila-Alveolata-Rhizaria' superkingdom [3]. Recent phylogenies based on multiple protein coding genes indicate that the oomycetes, together with the uniflagellate hyphochytrids and the flagellates Pirsonia and Developayella, form the sister clade to the diverse photosynthetic orders in the phylum Ochrophyta [2,4]. Therefore, the genomes of the closest relatives to Pythium outside of the oomycetes available to date would be those of the diatoms Thalassiosira [5] and Phaeodactylum [6], and the phaeophyte algae Ectocarpus [7].

Pythium is a cosmopolitan and biologically diverse genus. Most species are soil inhabitants, although some reside in saltwater estuaries and other aquatic environments. Most Pythium spp. are saprobes or facultative plant pathogens causing a wide variety of diseases, including damping-off and a range of field and post-harvest rots [8-12]. Pythium spp. are opportunistic plant pathogens that can cause severe damage whenever plants are stressed or at a vulnerable stage. Some species have been used as biological control agents for plant disease management whereas others can be parasites of animals, including humans [13-15]. The genus Pythium, as currently defined, contains over a hundred species, with most having some loci sequenced for phylogeny [16]. Pythium is placed in the Peronosporales sensu lato, which contains a large number of often diverse taxa in which two groups are commonly recognized, the paraphyletic Pythiaceae, which comprise the basal lineages of the second group, the Peronosporaceae.

The main morphological feature that separates Pythium lineages from Phytophthora lineages is the process by which zoospores are produced from sporangia. In Phytophthora, zoospore differentiation happens directly within the sporangia, a derived character or apomorphism for Phytophthora. In Pythium, a vesicle is produced within which zoospore differentiation occurs [12]; this is considered the ancestral or plesiomorphic state. There is a much wider range of sporangial shapes in Pythium than is found in Phytophthora (see [17] for more detailed comparison). Biochemically, Phytophthora spp. have lost the ability to synthesize thiamine, which has been retained in Pythium and most other oomycetes. On the other hand, elicitin-like proteins are abundant in Phytophthora but in Pythium they have been mainly found in the species most closely related to Phytophthora [18-20]. Many Phytophthora spp. have a rather narrow plant species host range whereas there is little host specificity in plant pathogenic Pythium species apart from some preference shown for either monocot or dicot hosts. Gene-for-gene interactions and the associated cultivar/race differential responses have been described for many Phytophthora and downy mildew species with narrow host ranges. In constrast, such gene-for-gene interactions or cultivar/race differentials have never been observed in Pythium, although single dominant genes were associated with resistance in maize and soybean against Pythium inflatum and Pythium aphanidermatum, respectively [21,22], and in common bean against P. ultimum var. ultimum (G Mahuku, personal communication). Lastly, in the necrotroph to biotroph spectrum, some Pythium spp. are necrotrophs whereas others behave as hemibiotrophs like Phytophthora spp. [23].

P. ultimum is a ubiquitous plant pathogen and one of the most pathogenic Pythium spp. on crop species [13]. It does not require another mating type for sexual reproduction as it is self-fertile - that is, homothallic - but outcrossing has been reported [24]. P. ultimum is separated into two varieties: P. ultimum var. ultimum is the most common and pathogenic group and produces oospores but very rarely sporangia and zoospores, whereas P. ultimum var. sporangiiferum is a rare and less pathogenic group that produces both oospores and sporangia [12]. The isolate (DAOM BR144 = CBS 805.95 = ATCC 200006) reported in this study belongs to P. ultimum var. ultimum and was found to be the most representative strain [16,25,26]. We use P. ultimum to refer to P. ultimum var. ultimum unless stated otherwise.

In this study, we report on the generation and analysis of the full genome sequence of P. ultimum DAOM BR144, an isolate obtained from tobacco. The genomes of several plant pathogenic oomycetes have been sequenced, including three species of Phytophthora (Ph. infestans, Ph. sojae, and Ph. ramorum [27,28]), allowing the identification and improved understanding of pathogenicity mechanisms of these pathogens, especially with respect to the repertoire of effector molecules that govern the outcome of the plant-pathogen interaction [27-30]. To initially assess the gene complement of P. ultimum, we generated a set of ESTs using conventional Sanger sequencing coupled with 454 pyrosequencing of P. ultimum (DAOM BR144) hyphae grown in rich and nutrient-starved conditions [31]. These transcriptome sequence data were highly informative and showed that P. ultimum shared a large percentage of its proteome with related Phytophthora spp. In this study, we report on the sequencing, assembly, and annotation of the P. ultimum DAOM BR144 genome. To gain insight into gene function, we performed whole transcriptome sequencing under eight growth conditions, including a range of abiotic stresses and in the presence of a host. While the P. ultimum genome has similarities to related oomycete plant pathogens, its complement of metabolic and effector proteins is tailored to its pathogenic lifestyle as a necrotroph.

Results and discussion

Sequence determination and gene assignment

Using a hybrid strategy that coupled deep Sanger sequencing of variable insert libraries with pyrosequencing, we generated a high quality draft sequence of the oomycete pathogen P. ultimum (DAOM BR144 = CBS 805.95 = ATCC 200006). With an N50 contig length of 124 kb (1,747 total) and an N50 scaffold length of 773,464 bp (975 total), the P. ultimum assembly represents 42.8 Mb of assembled sequence. Additional metrics on the genome are available in Additional file 1.

P. ultimum, Ph. sojae and Ph. ramorum differ in mating behaviour: P. ultimum and Ph. sojae are homothallic while Ph. ramorum is heterothallic. The outcrossing preference in Ph. ramorum is reflected in the 13,643 single nucleotide polymorphisms identified in this species versus 499 found in the inbreeding Ph. sojae [27]. Although the Ph. sojae genome size is twice that of P. ultimum, a large number (11,916) of variable bases (that is, high quality reads in conflict with the consensus) were present within the DAOM BR144 assembly, indicating that the in vitro outcrossing reported for P. ultimum [24] might be common in nature.

The final genome annotation set (v4) contained 15,297 genes encoding 15,329 transcripts (15,323 protein coding and 6 rRNA coding) due to detection of alternative splice forms. Global analysis of the intron/exon structure revealed that while there are examples of intron-rich genes in the P. ultimum genome, the majority of genes tend to have few introns, with an average 1.6 introns occurring per gene that are relatively short (average intron length 115 bp), consistent with that of Ph. infestans (1.7 introns per gene, 124 bp average intron length). Coding exons in the P. ultimum genome tend to be relatively long when compared to other eukaryotes [32-40], having an average length of 498 bp, with 38.9% of the P. ultimum genes encoded by a single exon. This is comparable to that observed in P. infestans, in which the average exon is 456 bp with 33.1% encoding single exon genes.

In eukaryotic genomes such as that of Arabidopsis thaliana and human, 79% and 77% of all genes contain an InterPro domain, respectively. In comparison, only 60% of all P. ultimum genes contain an InterPro protein domain, which is comparable to that observed with Phytophthora spp. (55 to 66%). This is most likely attributable to the higher quality annotation of the human and Arabidopsis proteomes and, potentially, the lack of representation of oomycetes in protein databases.

Earlier transcriptome work with strain DAOM BR144 involved Sanger and 454 pyrosequencing of a normalized cDNA library constructed from two in vitro growth conditions [31]. When mapped to the DAOM BR144 genome, these ESTs (6,903 Sanger- and 21,863 454-assembled contigs) aligned with 10,784 gene models, providing expression support for 70.5% of the gene set. To further probe the P. ultimum transcriptome and to aid in functional annotation, we employed mRNA-Seq [41] to generate short transcript reads from eight growth/treatment conditions. A total of 71 million reads (2.7 Gb) were mapped to the DAOM BR144 genome and 11,685 of the 15,297 loci (76%) were expressed based on RNA-Seq data. Collectively, from the Sanger, 454, and Illumina transcriptome sequencing in which eight growth conditions, including host infection, were assayed, transcript support was detected for 13,103 genes of the 15,291 protein coding genes (85.7%). When protein sequence similarity to other annotated proteins is coupled with all available transcript support, only 190 of the 15,291 protein coding genes lack either transcript support or protein sequence similarity (Table S1 in Additional file 2).

Repeat content in DAOM BR144

In total, 12,815 repeat elements were identified in the genome (Table S2 in Additional file 2). In general, the relatively low repeat content of the P. ultimum genome (approximately 7% by length) is similar to what would be expected for small, rapidly reproducing eukaryotic organisms [42,43]. While the repeat content is much lower than that of the oomycete Ph. infestans [28], the difference is likely due to the presence of DNA methylases identified by protein domain analyses in the P. ultimum genome, which have been shown to inhibit repeat expansion [44]. Interestingly, the oomycete Ph. infestans lacks DNA methylase genes, the absence of which is believed to contribute to repeat element expansion within that organism, with repeats making up > 50% of the genome [27,28,45].

Mitochondrial genome

The P. ultimum DAOM BR144 mitochondrial genome is 59,689 bp and contains a large inverted repeat (21,950 bp) that is separated by small (2,711 bp) and large (13,078 bp) unique regions (Figure S1 in Additional file 3). The P. ultimum DAOM BR144 mitochondrion encodes the same suite of protein coding (35), rRNA (2), and tRNA (encoding 19 amino acids) genes present in other oomycetes such as Phytophthora and Saprolegnia [46-48]. However, the number of copies is different due to the large inverted repeat as well as some putative ORFs that are unique to P. ultimum (Additional file 1). No insertions of the mitochondrial genome into the nuclear genome were identified.

Proteins involved in plant-pathogen interactions

Comparative genome analyses can reveal important differences between P. ultimum and the Peronosporaceae that may contribute to their respective lifestyles, that is, the non-host specific P. ultimum and the host specific Phytophthora spp. We utilized two approaches to probe the nature of gene complements within these two clades of oomycetes. First, using the generalized approach of examining PANTHER protein families [49], we identified major lineage-specific expansions of gene families. Second, through targeted analysis of subsets of the P. ultimum proteome, including the secretome, effectors, proteins involved in carbohydrate metabolism, and pathogen/microbial-associated molecular patterns (PAMPs or MAMPs; for review see [50]), we revealed commonalities, as well as significant distinct features, of P. ultimum in comparison to Phytophthora spp.

Over-represented gene families

Several families involved in proteolysis were over-represented in P. ultimum compared to Phytophthora spp. (Table (Table1).1). This is primarily due to a massive expansion of subtilisin-related proteases (PTHR10795) in P. ultimum following the divergence from ancestors of Phytophthora. With regard to the total complement of serine proteases, the subtilisin family expansion in P. ultimum is somewhat counterbalanced by the trypsin-related serine protease family, which has undergone more gene duplication events in the Phytophthora lineage than the Pythium lineage. The metalloprotease M12 (neprolysin-related) family has also undergone multiple expansions, from one copy in the stramenopile most recent common ancestor, to three in the oomycete most recent common ancestor (and extant Phytophthora), then up to 12 in P. ultimum (data not shown).

Table 1
Major lineage-specific gene family expansions leading to differences in the P. ultimum gene complement compared to Phytophthora

E3 ligases are responsible for substrate specificity of ubiquitination and subsequent proteolysis, and secreted E3 ligases have been shown to act as effectors for pathogens by targeting host response proteins for degradation [51,52]. The HECT E3 family of ubiquitin-protein ligases (PTHR11254) apparently underwent at least two major expansions, one in the oomycete lineage after the divergence from diatoms and another in the P. ultimum lineage (Figure S2 in Additional file 3; Table Table1).1). Most of the expansion in the P. ultimum lineage appears to be derived from repeated duplication of only two genes that were present in the Pythium-Phytophthora common ancestor. This expanded subfamily is apparently orthologous to the UPL1 and UPL2 genes from A. thaliana. Of the 56 predicted HECT E3 ligases in the P. ultimum genome (that had long enough sequences for phylogenetic analysis), 16 are predicted by SignalP [53] to have bona fide signal peptides, and another 10 have predicted signal anchors, a substantially larger number than reported for other oomycete genomes [54].

Under-represented gene families

Several gene families are significantly under-represented in the P. ultimum genome compared to Phytophthora (Table (Table1)1) and it appears that these are mostly due to expansions in the Phytophthora lineage rather than losses in the Pythium lineage, though the relatively long distance to the diatom outgroup makes this somewhat uncertain. These include the aquaporin family (PTHR19139), the phospholipase D family (PTHR18896; Additional file 1), four families/subfamilies of intracellular serine-threonine protein kinases, and three families involved in sulfur metabolism (sulfatases (PTHR10342), cysteine desulfurylases (PTHR11601) and sulfate transporters (PTHR11814)).

The P. ultimum secretome

As oomycete plant pathogens secrete a variety of proteins to manipulate plant processes [30,55], we predicted and characterized in detail the soluble secreted proteins of P. ultimum. The secretome of P. ultimum was identified by predicting secreted proteins using the PexFinder algorithm [56] in conjunction with the TribeMCL protein family clustering algorithm. The P. ultimum secretome is composed of 747 proteins (4.9% of the proteome) that can be clustered into 195 families (each family contains at least 2 sequences) and 127 singletons (Table S3 in Additional file 2; selected families are shown in Figure S3 in Additional file 3). Of these, two families and one singleton encode transposable-element-related proteins that were missed in the repeat masking process. The largest family contains 77 members, mostly ankyrin repeat containing proteins, of which only 3 were predicted to have a signal peptide. Notable families of secreted proteins include protease inhibitors (serine and cysteine), NPP1-like proteins (toxins), cellulose-binding elicitor lectin (CBEL)-like proteins with carbohydrate binding domains, elicitins and elicitin-like proteins, secreted E3 ubiquitin ligases (candidate effectors), cell-wall degrading enzymes, lipases, phospholipases, potential adhesion proteins, highly expanded families of proteases and cytochrome P450 (Table (Table2),2), and several families of 'unknown' function. A subset (88 proteins) of the secretome showed exclusive similarity to fungal sequences yet are absent in other eukaryotes (Table S4 in Additional file 2; see Table S1 in [57] for a list of organisms). These may represent shared pathogenicity proteins for filamentous plant pathogens, such as peroxidases (Family 68), CBEL-like proteins (Family 8), and various cell wall degrading enzymes and other hydrolases.

Table 2
Protein families implicated in plant pathogenesis: P. ultimum versus Phytophthora spp. or diatoms

RXLR effectors

Many plant pathogens, especially biotrophic and hemi-biotrophic ones, produce effector proteins that either enter into host cells or are predicted to do so [27,58,59]. The genomes of Ph. sojae, Ph. ramorum and Ph. infestans encode large numbers (370 to 550) of potential effector proteins that contain an amino-terminal cell-entry domain with the motifs RXLR and dEER [28,29], which mediate entry of these proteins into host cells in the absence of pathogen-encoded machinery [60,61]. RXLR-dEER effectors are thought, and in a few cases shown, to suppress host defense responses, but a subset of these effectors can be recognized by plant immune receptors resulting in programmed cell death and disease resistance. To search for RXLR effectors in the genome of P. ultimum, we translated all six frames of the genome sequence to identify all possible small proteins, exclusive of splicing. Among these, a total of 7,128 translations were found to contain an amino-terminal signal peptide based on SignalP prediction. We then used the RXLR-dEER Hidden Markov Model (HMM) [29] to search the translations for candidate effectors and, as a control, the same set of translations following permutation of their sequences downstream of the signal peptide (Figure (Figure1a).1a). Only 35 sequences with significant scores were found in the non-permuted set while an average of 5 were found in 100 different permuted sets. In comparison to the Ph. ramorum secretome, 300 hits were found without permutation. Examination of the 35 significant sequences revealed that most were members of a secreted proteinase family [62] in which the RXLR motif was part of a conserved subtilisin-like serine protease domain of 300 amino acids in length, and thus unlikely to be acting as a cell entry motif. A string search was then performed for the RXLR motif within the amino terminus of each translation, 30 to 150 residues from the signal peptide. In this case, the number of hits was not significantly different between the real sequences and the permuted sequences. The same result was obtained with the strings RXLX and RX[LMFY][HKR] (Figure (Figure1b).1b). HMMs have been defined to identify carboxy-terminal motifs conserved in about 60% of RXLR-dEER effectors [29,63]. Searching the secretome and the permutated secretome with this HMM also identified no significant numbers of candidate effectors (data not shown). Blast searches with the most conserved Phytophthora effectors likewise produced no hits.

Figure 1
An original repertoire of candidate effector proteins in P. ultimum. (a) The number of candidate RXLR effectors estimated by Hidden Markov Model (HMM) searches of predicted proteins with amino-terminal signal peptides. The numbers of false positives were ...

Based on synteny analysis of surrounding genes, a small number of Phytophthora effectors share conserved genomic positions [27]. Synteny analysis (see below) was used to identify the corresponding positions in the P. ultimum genome, but no predicted secreted proteins were found in those positions in the P. ultimum genome. A paucity of predicted RXLR effector sequences was reported previously in the transcriptome of P. ultimum [31]; the one candidate noted in the transcriptome sequence dataset has proven to be a false positive, matching the negative strand of a conserved transporter gene in the genome sequence. Therefore, we conclude that the P. ultimum genome lacks RXLR effectors that are abundant in other oomycetes, although this analysis does not rule out the possible presence of other kinds of effectors (see below). Nonetheless, the lack of RXLR effectors in P. ultimum is consistent with the absence of gene-for-gene interactions, all known instances of which in Phytophthora spp. involve RXLR effectors with avirulence activities.

CRN protein repertoire

In Phytophthora spp. the Crinkler (crn) gene family encodes a large class of secreted proteins that share a conserved amino-terminal LFLAK domain, which has been suggested to mediate host translocation and is followed by a major recombination site that forms the junction between the conserved amino terminus and diverse carboxy-terminal effector domains [28]. In sharp contrast to the RXLR effectors, the CRN protein family appears conserved in all plant pathogenic oomycete genomes sequenced to date. BLASTP searches of 16 well-defined amino-terminal domains from Ph. infestans against the P. ultimum predicted proteome identified 18 predicted proteins within P. ultimum (BLAST cutoff of 1 × 10-10; Table S5 in Additional file 2). Examination of protein alignments revealed considerable conservation of the P. ultimum LFLAK domain. We used P. ultimum CRN sequence alignments to build an HMM and through HMM searches identified two additional predicted proteins with putative LFLAK-like domains. We assessed the distribution of candidate CRN proteins within P. ultimum families and identified six additional candidates in Family 64. Further examination of candidates confirmed the presence of LFLAK-like domains (Table S5 in Additional file 2). Surprisingly, only 2 (approximately 7.5%) of the 26 predicted CRN proteins were annotated as having signal peptides (Table S5 in Additional file 2). Two additional CRNs (PYU1_T003336 and PYU1_T002270) have SignalP v2.0 HMM scores of 0.89 and 0.76, respectively, which although below our stringent cutoff of 0.9 may still suggest potential signal peptides. Several of the remaining genes have incomplete ORFs and gene models, suggesting a high frequency of CRN pseudogenes as previously noted in Ph. infestans [28]. All 26 amino-terminal regions were aligned to generate a sequence logo. These analyses revealed a conserved LxLYLAR/K motif that is shared amongst P. ultimum CRN proteins (Figure S4 in Additional file 3) and is followed by a conserved WL motif. The LxLYLAR/K motif is closely related to the F/LxLYLALK motif found in Aphanomyces euteiches [64]. Consistent with results obtained in other oomycete genomes, we found that the LxLYLAR/K motif was located between 46 and 64 amino acids after the methionine, followed by a variable domain that ended with a conserved motif at the proposed recombination site (HVLVxxP), reflecting the modular design of CRN proteins in the oomycetes (Figure S4 in Additional file 3). This recombination site, which is characteristic for the DWL domain, was found highly conserved in 11 of the putative P. ultimum CRN genes, consisting of an aliphatic amino acid followed by a conserved histidine, another three aliphatic amino acids, two variable amino acids and a conserved proline. In a phylogenetic analysis, these 11 genes were predominantly placed basal to the validated CRNs from Phytophthora (Figure S5 in Additional file 3). Although the CRN-like genes in Pythium are more divergent than the validated CRNs of Phytophthora (Figure S5 in Additional file 3), both the recombination site and the LxLYLAR/K-motif, which is a modification of the prominent LxLFLAK-motif present in most Phytophthora CRNs, show a significant degree of conservation, highlighting that the CRN family, greatly expanded in Phytophthora [28], had already evolved in the last common ancestor of P. ultimum and Phytophthora.

A novel family of candidate effectors

In the absence of obvious proteins with an amino-terminal RXLR motif, we used other known features of effectors to identify candidate effector families in P. ultimum. Ph. infestans RXLR effectors are not only characterized by a conserved amino-terminal translocation domain but also by their occurrence in gene-sparse regions that are enriched in repetitive DNA [28]. Based on the length of the flanking non-coding regions, the distribution of P. ultimum genes is not multimodal as was observed in Ph. infestans (Figure S6 in Additional file 3). However, relative to the rest of the genes, P. ultimum secretome genes more frequently have long flanking non-coding regions (Figure S7 in Additional file 3). In addition, the secretome genes show a higher proportion of closely related paralogs, suggesting recent duplications in P. ultimum (Figure S7 in Additional file 3) and indicating that the secretome genes may have distinct genome organization and evolution as noted in Phytophthora spp. [28,57]. Using genome organization properties to identify families of secreted proteins in P. ultimum that could correspond to novel effector candidates, we sorted the 194 secretome families based on highest rate of gene duplication, longest flanking non-coding region, and lowest similarity to Ph. infestans proteins (see Figure S8 in Additional file 3 for examples). One relatively large family of secreted proteins, Family 3, stood out because it fulfilled the three criteria and included proteins of unknown function. BlastP similarity searches identified similar sequences only in oomycete species (Phytophthora spp. and A. euteiches). Furthermore, of the 44 family members in P. ultimum for which transcripts could be detected, 32 (73%) were induced more than 2-fold during Arabidopsis infection compared to mycelia, with 5 members induced more than 40-fold. In total, we identified a set of 91 predicted secreted proteins with similarity to Family 3 proteins from the various oomycete species (Additional file 4). Multiple alignments of these proteins, along with motif searches, identified a YxSL[RK] amino acid motif (Figure (Figure1c).1c). This motif is at least two-fold enriched in secreted proteins compared to non-secreted proteins in four oomycete species (Figure (Figure1d).1d). In addition, the YxSL[RK] motif is positionally constrained between positions 61 and 80 in secreted oomycete proteins only (Figure (Figure1d).1d). The 91 YxSL[RK] proteins show a modular organization with a conserved amino-terminal region, containing four conserved motifs, followed by a highly variable carboxy-terminal region (Figure (Figure1c;1c; Figure S9 in Additional file 3) as reported for other oomycete effectors [30]. Phylogenetic analyses of the YxSL[RK] family revealed four main clades and suggest an expansion of this family in Phytophthora spp. (Figure (Figure1e1e).

The YxSL[RK] motif appears to be a signature for a novel family of secreted oomycete proteins that may function as effectors. It is intriguing that the YxSL[RK] motif shares some similarity in sequence and position with the canonical RXLR motif, a resemblance increased by the fact that the variable amino acid is a basic amino acid (lysine) in 28 out of the 91 family members. Whether the YxSL[RK] motif defines a host-translocation domain as noted for RXLR effectors remains to be determined.

Detection of P. ultimum by the host

Detection of pathogens through the perception of PAMPs/MAMPs leads to the induction of plant immune responses (for review, see [50]). Oomycetes produce various and specific molecules able to induce defense responses like elicitins (for review, see [65]), but only two oomycete cell-surface proteins containing a MAMP have been characterized: a transglutaminase [66] and a protein named CBEL [67]. Genes encoding both of these cell-surface proteins were detected in P. ultimum (Additional file 1), suggesting that P. ultimum produces typical oomycete MAMPs, which can be efficiently perceived by a wide range of plant species. The occurrence of PAMPs/MAMPs in P. ultimum suggests that this pathogen must have evolved mechanisms to evade PAMP-triggered immunity. This could occur through a necrotrophic mechanism of infection or using the candidate effector proteins described above.

Metabolism of complex carbohydrates

A total of 180 candidate glycoside hydrolases (GHs) were identified in P. ultimum using the CAZy annotation pipeline [68]. This number is apparently similar to those reported previously for Ph. ramorum (173), Ph. sojae (190), and Ph. infestans (157) [27,28]. However, when the CAZy annotation pipeline was applied to Ph. sojae, Ph. ramorum and Ph. infestans, 301, 258 and 277 GHs were found, respectively, nearly twice the number present in P. ultimum (Table (Table2).2). Among these we identified putative cellulases belonging to families GH5, GH6 and GH7. All six GH6 candidate cellulases harbor secretion signals. Only one GH6 protein contains a CBEL domain at the carboxyl terminus. Three contain a transmembrane domain and one contains a glycosylphosphatidylinisotol anchor, features suggesting that these proteins may be targeting the oomycete cell wall rather than plant cell walls. The P. ultimum strain studied here could not grow when cellulose was the sole carbon source (Table (Table3;3; Figure S10 in Additional file 3).

Table 3
Growth comparison of P. ultimum DAOM BR 144 on different carbon sources and the pH of the medium after 7 days

Cutinases are a particular set of esterases (CAZy family CE5) that cleave cutin, a polyester composed of hydroxy and hydroxyepoxy fatty acids that protects aerial plant organs. No candidate cutinases could be found in the P. ultimum genome. Cutinase activity was reported in culture filtrates of P. ultimum, but its growth was not supported on apple cutin [69] and low levels of fatty acid esterase were detected in P. ultimum only in 21-day-old culture [70]. The absence of recognizable cutinases suggests these enzymes are not critical for penetration and infection by P. ultimum, which attacks young, non-suberized roots and penetrates tissues indirectly through wounds. This contrasts with the number of putative cutinases identified in several Phytophthora spp. [27,71-73], which presumably promote penetration of leaf and stem tissues that are protected by a thick cuticle or colonization of heavily suberized root and bark tissue.

The xylan degrading capacity of P. ultimum appears to be limited, if not totally absent. No members of the GH10 and GH11 families encoding endoxylanases essential for xylan degradation could be found. Furthermore, families involved in the removal of xylan side chains or modifications such as GH67, CE3, and CE5 are absent while families CE1 and CE2 contain only a limited number of members. The lack of significant xylan digestion was confirmed by the absence of growth when xylan was used as a carbon source (Table (Table3;3; Figure S10 in Additional file 3), consistent with previous work on P. ultimum and other Pythium spp. [70].

Pectinases play a key role in infection by Pythium spp. [74]. Twenty-nine candidate pectin/pectate lyases (PL1, PL3 and PL4 families) are present in P. ultimum while the genomes of Phytophthora spp. [27,28] encode even larger PL families (Table (Table2).2). In P. ultimum, the set of pectin lyases is complemented by 11 pectin hydrolases from family GH28, several of which having been functionally characterized in various Phytophthora spp. [75-78]. P. ultimum lacks pectin methylesterases as well as genes encoding family GH88 and GH105 enzymes and therefore cannot fully saccharify the products of pectin/pectate lyases, consistent with previous reports of incomplete pectin degradation and little or no galacturonic acid production during P. ultimum infection of bentgrass [79]. The data from the carbon source utilization experiment (Table (Table3;3; Figure S10 in Additional file 3) show only limited growth on medium with citrus pectin as the sole carbon source.

We also observed that the P. ultimum genome encodes candidate GH13 α-amylases, GH15 glucoamylase and a GH32 invertase, suggesting that plant starch and sucrose are targeted. The growth data confirm these observations, with excellent growth on soluble starch and sucrose (Figure S10 in Additional file 3).

The CAZy database also contains enzymes involved in fungal cell wall synthesis and remodeling. Cell walls of oomycetes differ markedly from cell walls of Fungi and consist mainly of glucans containing β-1,3 and β-1,6 linkages and cellulose [80-82]. The P. ultimum genome encodes four cellulose synthases closely related to their orthologs described for Ph. infestans [82]. The genome also specifies a large number of enzyme activities that may be involved in the metabolism of β-1,3- and β-1,6-glucans (Additional file 1), as well as a large set of candidate β-1,3-glucan synthases likely involved in synthesis of cell wall β-glucans and in the metabolism of mycolaminaran, the main carbon storage compound in Phytophthora and Pythium spp. [81,83,84].

Reponses to fungicide

Metalaxyl and its enantiopure R form mefenoxam have been used widely since the 1980s for the control of plant diseases caused by oomycetes [17,85]. The main mechanism of action of this fungicide is selective inhibition of ribosomal RNA synthesis by interfering with the activity of the RNA polymerase I complex [86]. P. ultimum DAOM BR144 is sensitive to mefenoxam at concentrations higher than 1 μl/l (data not shown) and 45 genes were expressed five-fold or more when P. ultimum was exposed to it (Table S6 in Additional file 2). Active ABC pump efflux systems are important factors for drug and antifungal resistance in Fungi and oomycetes [87-91]. Although the substrates transported by ABC proteins cannot be predicted on the basis of sequence homology, it is clear that these membrane transporters play a key role in the adaptation to environmental change. Three pleiotropic drug resistance proteins (ABC, subfamily G) were strongly up-regulated (> 27-fold) in response to mefenoxam. These genes arose from a tandem duplication event but remain so similar that it is possible that only one of these genes is actually up-regulated under these conditions due to our inability to uniquely map mRNA-seq reads when there are highly similar paralogs. A fourth gene and a member of the multidrug resistance associated family was also up-regulated more than nine-fold. Notably, the ABC transporters in P. ultimum that were up-regulated are distinct from those that were up-regulated in Ph. infestans in response to metalaxyl [92], indicating that a unique set of ABC transporters may be involved in the response to the fungicide in P. ultimum. Three genes coding for E3 ubiquitin-protein ligase were more than 18-fold up-regulated in response to mefenoxam compared to the control, but not in the other tested conditions. Ubiquitin/proteasome-mediated proteolysis is activated in response to stress - such as nutrient limitation, heat shock, and exposure to heavy metals - that may cause formation of damaged, denatured, or misfolded proteins [93,94]. Thus, increased expression of these enzymes in P. ultimum exposed to mefenoxam might be related to decreased synthesis of rRNA and expression of aberrant proteins.

Comparative genomics

Zoospore production

P. ultimum does not typically exhibit release of zoospores from sporangia in culture [12] but zoospore release directly from aged oospores has been reported [95]. Comparative genomics with well studied whiplash flagellar proteins from the green algae Chlamydomonas reinhardtii and other model organisms indicates that indeed P. ultimum does have the necessary genetic complement for flagella. Orthologs of tinsel flagellar mastigoneme proteins have also been identified in P. ultimum through comparison to those studied in Ochromonas danica, a unicellular member of the Straminipila kingdom. Overall, approximately 100 putative whiplash and tinsel flagellum gene orthologs were identified in P. ultimum (Table S7 in Additional file 2) with corresponding orthologs present in Ph. infestans, Ph. sojae, and Ph. ramorum. Expression of flagellar orthologs was observed in 8 growth conditions used in whole transcriptome sequencing, although 14 putative flagellar orthologs for axonemal dynein and kinesin and intraflagellar transport did not show expression in any condition.

Cadherins, an animal gene family found in oomycetes

Perhaps the most remarkable discovery relative to gene family expansion is that there are four P. ultimum genes that encode cadherins. Previously, members of this gene family have only been found in metazoan genomes (and the one fully sequenced genome from the clade of nearest relatives, the choanoflagellate Monosiga brevicollis). Cadherins are cell adhesion proteins that presumably evolved at the base of the clade containing metazoans and choanoflagellates [96]. Cadherin-related proteins are encoded in several bacterial genomes, but these bacterial proteins lack important calcium ion-binding motifs (the LDRE and DxND motifs) found in the extracellular (EC) repeat domains of 'true' cadherins [97]. The cadherin genes in P. ultimum do contain these motifs, and this is therefore the first report of true cadherins in a genome outside the metazoans/choanoflagellates. In metazoans, but not in choanoflagellates, some cadherins also contain an intracellular catenin-binding domain (CBD) that connects intercellular binding via EC domains to intracellular responses such as cytoskeletal changes. A search of predicted gene models with the PANTHER HMMs for cadherins (PTHR10596) identified two genes containing cadherin EC domains in the Ph. infestans genome, but none in the Ph. ramorum, Ph. sojae and Phaeodactylum tricornutum genomes. The identification of cadherin EC domains in both P. ultimum and Ph. infestans led us to postulate that such genes may also exist in other Phytophthora genomes that were not found in the original analysis of these genomes. Indeed, a TBLASTN search of genomic DNA using the predicted P. ultimum cadherin domain-containing proteins identified one putative cadherin-containing ORF in the Ph. sojae genome and four in the Ph. ramorum genome. The P. ultimum cadherin genes contain between 2 and 17 full-length cadherin EC domains, as predicted by the Pfam database [98] at the recommended statistical significance threshold, and likely a number of additional cadherin domains that have been truncated and/or have diverged past this similarity threshold. The genes from the Phytophthora genomes each contain between one and seven intact cadherin EC domains, though we did not attempt to construct accurate gene models for the Phytophthora genes. None of the oomycete cadherins appear to have the catenin-binding domain, nor do these genomes appear to encode a β-catenin gene, so like in M. brevicollis, the β-catenin-initiated part of the classical metazoan cadherin pathway appears to be absent from oomycetes.

In order to explore the evolution of these domains in the oomycetes, we performed a phylogenetic analysis. The first (amino-terminal) cadherin EC domain has been used to explore gene phylogeny among the cadherins [96,99], and to facilitate comparison we used both neighbor joining [100] and maximum likelihood (using the PhyML program [101,102]) to estimate a phylogenetic tree for these same sequences together with all of the intact cadherin domains from the P. ultimum and Ph. infestans genomes (Figure (Figure2).2). To generate a high-quality protein sequence alignment for phylogeny estimation, we used the manual alignment of Nollet et al. [99] as a 'seed' for alignment of other sequences using MAFFT [102]. We found that all of the oomycete domains fall within a single clade. However, this clade is broad and also contains several cadherins from the choanoflagellate M. brevicollis, as well as some of the more divergent metazoan cadherins (Cr-2 and Cr-3 subfamilies). In general, the branches in this clade are very long, making phylogenetic reconstruction somewhat unreliable (all branches with bootstrap values > 50% are marked with a circle in Figure Figure2).2). Nevertheless, most of the cadherin domains found in P. ultimum are reliably orthologous to domains in one or more Phytophthora species, suggesting descent from a common ancestor by speciation. The most notable example is for the genes PITG_09983 and PYU1_T011030, in which a region spanning three consecutive EC repeats appears to have been inherited by both species from that common ancestor (apparently followed by substantial duplication and rearrangement of individual cadherin domains). These repeats are also apparently orthologous to repeats in both Ph. sojae and Ph. ramorum. The oomycete cadherins may have been initially obtained either vertically (by descent from the common ancestor with metazoans) or horizontally (by transfer of metazoan DNA long after divergence). No cadherins have been found in genomes sequenced from other clades more closely related to either oomycetes (for example, diatoms and alveolates) or the metazoan/choanoflagellates (for example, Fungi and amoebozoa). This means that, if cadherins were present in the most recent common ancestor of oomycetes and metazoans, these genes must have been lost independently in all of these other diverging lineages. Given the data currently available, it is more probable that at least one horizontal cadherin gene transfer event occurred from a choanoflagellate or metazoan to an oomycete ancestor, prior to the divergence of Pythium from Phytophthora. The source of the metazoan DNA may have been a host of the ancestral oomycete, or possibly introduced by a virus. Nevertheless, the subsequent preservation of cadherin domains in at least two lineages of oomycetes over a substantial period of time suggests that the genes are likely to perform an important function, which remains to be explored.

Figure 2
Phylogenetic tree of the cadherin family, showing all members of the novel oomycete subfamily (green) and their relationships to representative metazoan and choanoflagellate cadherins. The major clades of cadherins [96] are colored: C-1 (blue), Cr-1a ...

Synteny with other oomycete plant pathogens

A phylogenetic approach (PHRINGE [103]) was used to identify P. ultimum proteins orthologous to proteins encoded in the genomes of Ph. infestans, Ph. sojae, and Ph. ramorum. Of the 15,322 proteins predicted from the P. ultimum genome sequence, 12,230 were identified as orthologous to a protein in at least one Phytophthora genome sequence. A total of 11,331 proteins were identified as orthologs common to all three Phytophthora spp., and of these, 8,504 had identifiable orthologs in P. ultimum. PHRINGE was also used to examine the conservation of gene order (synteny) between the Phytophthora and P. ultimum genomes. As previously described [27], the gene order of orthologs is very highly conserved among Phytophthora spp. In P. ultimum the ortholog content was very similar between broad regions of the P. ultimum and Phytophthora genomes, but the local gene order was greatly rearranged, primarily as a result of inversions. Only short runs of up to 10 orthologs were found to be collinear, whereas runs of more than 100 could be identified between the Phytophthora spp. Figure Figure33 shows an example spanning a well-assembled region of the Ph. infestans, Ph. ramorum and P. ultimum genome sequences. In Ph. ramorum, the region spans 1.18 Mb and 383 predicted genes and in P. ultimum the region spans 1.15 Mb and 435 predicted genes. Of these genes, 286 are identified as orthologs. In the Ph. ramorum sequence there are an additional 38 genes with orthologs in Ph. infestans but not in P. ultimum. Due to a much larger number of repeat sequences, and expanded gene numbers, the corresponding region in Ph. infestans spans 2.38 Mb and 499 predicted genes, but the order of the orthologous genes is highly conserved with that of Ph. ramorum. The Ph. sojae genome shows similar conservation of gene order in this region but for simplicity is not shown.

Figure 3
Rearrangements in gene order in the P. ultimum genome relative to Phytophthora genomes. Vertical brown bars indicate orthologs shared among P. ultimum, Ph. infestans and Ph. ramorum. Gold bars indicate orthologs shared only between Ph. infestans and ...

Conclusions

Analysis of the P. ultimum genome sequence suggests that not all oomycete plant pathogens contain a similar 'toolkit' for survival and pathogenesis. Indeed, P. ultimum has a distinct effector repertoire compared to Phytophthora spp., including a lack of the hallmark RXLR effectors, a limited number of Crinkler genes, and a novel YxSL[RK] family of candidate effectors. The absence of any convincing RXLR effectors from the predicted proteome of P. ultimum, first noted by Cheung et al. [31] and rigorously confirmed here, provides a striking contrast to the Phytophthora genomes. RXLR effectors are also absent from the proteome of A. euteiches, a member of the Saprolegniales, which was predicted from an EST collection [64]. It is possible that RXLR effectors are confined to oomycete pathogens in the family Peronosporaceae, and represent an adaptation to facilitate biotrophy. The absence of RXLR effectors from P. ultimum (and possibly all other species of the genus) may be functionally associated with the very broad host range of Pythium pathogens. It also correlates with the lack of gene-for-gene resistance against Pythium and the fact that Pythium pathogens are generally restricted to necrotrophic infection of seedlings, stressed plants, and plant parts (for example, fruit) with diminished defenses against infection. In contrast to the RXLR effectors, the genome of P. ultimum does encode members of the Crinkler class of effectors, albeit not at the numbers present in Phytophthora genomes. These effectors may also enter host cells, and can trigger cell death [28]. They are also found in A. euteiches [64] and may represent a basal family of effectors that contribute to necrotrophy. This study uncovered a third family of secreted proteins conserved across all oomycetes sequenced so far with characteristics that suggest they might act inside host cells. These characteristics include high sequence variability, small size, hydrophilic nature, and a conserved RXLR-like motif (YxSL[KR]) with several family members specifically and highly expressed during infection. However, as yet no experimental data support this hypothesis.

The repertoire of metabolic genes within the P. ultimum genome reflects its pathogenic lifestyle (Figure (Figure4).4). P. ultimum is an opportunistic pathogen of young seedlings and plant roots with little or no cuticle or heavily suberized tissue, consistent with lack of cutinase encoding genes. It is a poor competitor against secondary invaders of damaged plant tissues and soil organisms with better saprobic ability [13]. The P. ultimum genome contains a suite of GHs that fits well with an organism in this ecological niche. The genome encodes cellulases and pectinases that facilitate initial penetration and infection of the host, but it does not appear to use these plant polysaccharides as a major carbon source in culture and it lacks the ability to effectively degrade other complex polysaccharides such as xylan [70] (Table (Table3)3) and chitin [74,104]. As a primary pathogen that usually initiates infection, P. ultimum probably has first-hand access to easily degradable carbohydrates such as starch and sucrose. Following depletion of these carbon sources, it appears to focus on quick reproduction and production of survival structures [13] rather than switching its metabolism to the more difficult carbon sources such as plant cell wall polysaccharides. Intriguingly, the arsenal of P. ultimum enzymes targeting plant carbohydrates is strikingly similar to that found in the genome of the root-knot nematode Meloidogyne incognita [105], a root pathogen that also lacks xylanases yet has a strong pectin degrading capacity. In summary, access to the P. ultimum genome sequence has reinforced earlier hypotheses on pathogenesis and survival mechanisms in oomycete plant pathogens and has advanced our understanding of events at the plant-pathogen interface, especially during necrotrophy.

Figure 4
The P. ultimum genome contains genes encoding enzyme activities necessary for the degradation of plant cell wall polysaccharides and storage sugars (blue ticks indicate the polysaccharides targeted by P. ultimum enzymes). Some activities are equally relevant ...

Materials and methods

Sequencing, assembly and autoclosure of P. ultimum DAOM BR144

P. ultimum (DAOM BR144 = CBS 805.95 = ATCC 200006) was sequenced using a whole-genome shotgun sequencing approach. Sequencing of three Sanger libraries generated 263,715 quality filtered reads (281,088 attempted reads). Three full runs of 454 FLX standard pyrosequencing [106] generated 1,296,941 reads. These were assembled by a 'shredding' pipeline [107] that generates pseudo-Sanger reads from the contigs of a Newbler assembly [106] of 454 reads and then assembles all of the reads with Celera Assembler [108]. This yielded 2,659 contigs in 714 scaffolds with an N50 contig size of 40,520 bp. The 1,945 intra-scaffold gaps were subjected to AutoClosure, an in-house pipeline that automates primer design, template re-array, and reaction orders. This produced 6,468 reads, of which 5,014 passed quality filtering. Subsequently, the Celera Assembler software was modified to accept 454 reads without shredding [109] and Celera Assembler 5.2 was run on the Sanger shotgun, 454 shotgun, and Sanger AutoClosure reads together. Contigs for the mitochondrial genome were identified and annotated separately with 16,277 sequences assembled for a greater than 200-fold coverage. The whole genome shotgun project has been deposited at NCBI [GenBank:ADOS00000000] along with the 454 reads [SRA:SRX020087], the mitochondrial genome [GenBank:GU138662], and the Sanger reads (NCBI Trace Archive under species code 'PYTHIUM ULTIMUM DAOM BR144'). The version described in this paper is the first version [WGS:ADOS01000000].

Genome annotation

The P. ultimum genome annotations were created using the MAKER program [110]. The program was configured to use both spliced EST alignments as well as single exon ESTs greater than 250 bp in length as evidence for producing hint-based gene predictions. MAKER was also set to filter out gene models for short and partial gene predictions that produce proteins with fewer than 28 amino acids. The MAKER pipeline was set to produce ab initio gene predictions from both the repeat-masked and unmasked genomic sequence using SNAP [111], FGENESH [112], and GeneMark [113]. Hint-based gene predictions were derived from SNAP and FGENESH.

The EST sequences used in the annotation process were derived from Sanger and 454 sequenced P. ultimum DAOM BR144 ESTs [31] considered together with ESTs from dbEST [114] for Aphanomyces cochlioides, Phytophthora brassicae, Phytophthora capsici, Phytophthora parasitica, Ph. sojae, Ph. infestans, and Pythium oligandrum. Protein evidence was derived from the UniProt/Swiss-Prot protein database [115,116] and from predicted proteins for Ph. infestans [28], Ph. ramorum [27], and Ph. sojae [27]. Repetitive elements were identified within the MAKER pipeline using the Repbase repeat library [117] and RepeatMasker [45] in conjunction with a MAKER internal transposable element database [118] and a P. ultimum specific repeat library prepared for this work (created using PILER [119] with settings suggested in the PILER documentation). Ab initio gene predictions and hint-based gene predictions [110] were produced within the MAKER pipeline using FGENESH trained for Ph. infestans, GeneMark trained for P. ultimum via internal self-training, and SNAP trained for P. ultimum from a conserved gene set identified by CEGMA [110].

Following the initial MAKER run, a total of 14,967 genes encoding 14,999 transcripts were identified, each of which were supported by homology to a known protein or had at least one splice site confirmed by EST evidence. Additional ab initio gene predictions not overlapping a MAKER annotation were scanned for protein domains using InterProScan [120-122]. This process identified an additional 323 gene predictions; these were added to the annotation set, producing a total of 15,290 genes encoding 15,322 transcripts (referred to as v3). Selected genes within the MAKER produced gene annotation set were manually annotated using the annotation-editing tool Apollo [123]. The final annotation set (v4) contained 15,297 genes encoding 15,329 transcripts, including six rRNA transcripts.

Putative functions were assigned to each predicted P. ultimum protein using BLASTP [124] to identify the best homologs from the UniProt/Swiss-Prot protein database and/or through manual curation. Additional functional annotations include molecular weight and isoelectric point (pI) calculated using the pepstats program from the EMBOSS package [125], subcellular localization predicted with TargetP using the non-plant network [126], prediction of transmembrance helices via TMHMM [127], and PFAM (v23.0) families using HMMER [128] in which only hits above the trusted cutoff were retained. Expert annotation of carbohydrate-related enzymes was performed using the Carbohydrate-Active Enzyme database (CAZy) annotation pipeline [68].

Transcriptome sequencing

Eight cDNA libraries were constructed to assess the expression profile of P. ultimum. Initially, plugs of 10% V8 agar containing P. ultimum strain DAOM BR144 were incubated for 1 day in yeast extract broth (YEB; 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) at 25°C with shaking (200 rpm). Approximately 50 mg of hyphae growing out of the plugs were then transferred to flasks containing media for the various expression assays. Mycelium was grown under the following conditions: 1, nutrient-rich YEB medium for 3 days at 25°C with shaking (200 rpm) and nutrient-starved Plich medium (S Kamoun, unpublished) for 10 days at 25°C in standing culture, as previously described [31]; 2, YEB medium under hypoxic conditions (oxygen concentration of 0.2%) for 1 and 3 days in standing liquid culture at 25°C; 3, YEB medium for 2 days at 25°C with shaking (200 rpm) followed by the addition of 1 and 100 μl/l of the fungicide mefenoxam (Subdue MAXX™, Novartis Crop Production, Greensboro, NC, USA) and subsequent incubation for an additional 0.25, 3 and 6 hours at the same temperature and with agitation; 4, YEB medium for the same time periods but without the addition of mefenoxam was included (mefenoxam control); 5, YEB medium for 2 days at 25°C with shaking (200 rpm) followed by a cold stress of 0°C with shaking (200 rpm) for 0.25, 3 and 6 hours; or 6, YEB medium for 2 days at 25°C with shaking (200 rpm) followed by exposure to heat stress of 35°C for 0.25, 3 and 6 hours; 7, YEB medium for 2 days at 25°C followed by exposure to 25°C for 0.25, 3 and 6 hours (temperature control); 8, 0.1% V8-juice medium containing surface-sterilized A. thaliana ecotype Columbia Col-0 seeds. Approximately 200 seeds were placed in the liquid medium at 25°C with shaking (200 rpm) for 1, 2 and 7 days. Mycelium of P. ultimum was then added and allowed to grow in contact with the seeds for 3 days.

For each condition listed above, mycelium was harvested, macerated in liquid nitrogen and RNA was extracted using TRIzol reagent (Invitrogen, Carlsbad, CA, USA) as described [31]. RNA was treated with DNAse (Promega RQ1 RNase-Free DNase, Madison, WI, USA) and 10 μg RNA was used to construct cDNA using the mRNA-Seq Sample Prep Kit (Illumina, San Diego, CA, USA), which was sequenced with Illumina Genome Analyzer (GA) II using version 3 sequencing reagents for 41 cycles. Base calling was carried out using the Illumina GA pipeline v1.4.

For each library, the filtered reads from the Illumina GA II pipeline were mapped using Tophat, a splice-site-aware short read mapper that works in conjunction with Bowtie short read aligner [129]. Reads were deposited in the NCBI Short Read Archive [SRA:SRP002690]. The minimum and maximum intron sizes were 5 bp and 15 kbp, respectively, for each Tophat run. The final annotation GFF3 file was provided to Tophat and expression values were calculated using reads per kilobase of exon model per million mapped reads (RPKM) [130]. The minimum RPKM for all eight conditions was 0, the median RPKM ranged from 5 to 8, while the maximum RPKM ranged from 10,182 in the YEP+Plich library to 32,041 from the 35°C temperature treatment. Using a RPKM value of 2.5 (approximately half of the median RPKM of all genes in each library) as a cutoff for expression, loci with differential expression in treatment versus control were identified (comparisons: hypoxia versus YEB+Plich; Arabidopsis versus YEB+Plich; mefenoxam treatment versus mefenoxam control; heat treatment versus temperature control; cold treatment versus temperature control; Table S6 in Additional file 2). The fold changes were calculated for loci with RPKM ≥ 2.5 in both treatment and control samples. Loci with control values < 2.5 RPKM but with expression in treatment conditions were flagged as 'U' as a true ratio could not be calculated. Loci with treatment values < 2.5 RPKM but with expression in control conditions were flagged as 'D' as a true ratio could not be calculated. Loci with RPKM < 2.5 in both treatment and control samples were flagged as 'N'.

Identification of secreted proteins and effector families

The secretome of P. ultimum was identified using SignalP V2.0 program following the PexFinder algorithm as described previously [56]. In addition, sequences that were predicted to contain transmembrane domains or organelle targeting signals were omitted from the secretome. Each sequence in the secretome was searched against two 'Darwin' databases [57] that were compiled from > 50 eukaryote whole proteomes from major phylogenetic branches using BLASTP with an E-value cutoff of 1 × 10-3. One database contained sequences only from Fungi and the other contained the sequences from other organisms excluding the Fungi and oomycetes. Protein sequences of the secretome were clustered into families along with their related non-secretory proteins by using the TRIBE-MCL algorithm [131] using BLASTP with an E-value cutoff of 1 × 10-10. Each family was named according to the existing annotation of the member sequences. Families and singletons were searched against Pfam-A release 24.0 using the HMMER3 beta 3 hmmsearch with trusted cutoffs to detect any transposable-element-related proteins that may have been missed in the repeat masking process. Families or singletons where at least 50% of the members matched transposon-associated Pfam domains were manually curated to identify and exclude true transposon-related sequences from the secretome.

For the analysis of genome organization, P. ultimum predicted genes were binned according to the length of their flanking non-coding regions (FIRs). FIRs were computed using predicted gene coordinates on scaffolds. Binning according to 5' FIRs and 3' FIRs was performed along the x-aixs and y-axis, respectively, using conditional counting functions. Logarithmic size was chosen for the bins in order to allow a maximum dispersion of the values. A color code was used to represent the number of genes or average values in bins. Average values were computed for bins containing a minimum of three genes.

Motif searches were done using the MEME [132] prediction server with default parameters except the following: min width = 4; max width = 12; min sites = 10. Sequences with homology to gene models in oomycetes genomes were identified by BLAST analysis against the NR database and aligned using MUSCLE [133]. For phylogenetic inference of the CRN genes, alignments were done using RevTrans [134] with the dialign-T algorithm. Molecular phylogenetic reconstructions were done using RAxML [135] version 7.0. Sequence logos were constructed on the basis of the RevTrans alignment using WebLogo [136].

Comparative genomics analyses

In order to find substantial expansions and contractions of gene families observed in other eukaryotes, we used the PANTHER Classification System [49,137,138]. We first scored all predicted proteins from the P. ultimum genome against the PANTHER HMMs, and created a tab-delimited file with two columns: the P. ultimum protein identifier and the PANTHER HMM identifier from the top-scoring HMM (if E-value < 0.001). We created similar files for three Phytophthora genomes (Ph. infestans, Ph. ramorum, and Ph. sojae), and a diatom genome (P. tricornutum) for comparison. We removed protein families of probable viral origin or transposons (PTHR19446, PTHR10178, PTHR11439, PTHR23022, PTHR19303). This left 7,762 P. ultimum proteins in PANTHER families, 8,169 from Ph. infestans, 7,667 from Ph. ramorum and 7,701 from Ph. sojae. We then uploaded the tab-delimited files to the PANTHER Gene List Comparison Tool [137,139] and analyzed the list for under- and over-representation of genes with respect to molecular functions, biological processes, and pathways. For each class that was significantly different (Bonferroni-corrected P < 0.05) between P. ultimum and all of the Phytophthora genomes, we determined the protein family expansions or contractions that made the biggest contributions to these differences (Table (Table1).1). Finally, we determined likely gene duplication and loss events that generated the observed protein family expansions and contractions by building phylogenetic trees of each of these families using the 48 genomes included in the trees on the PANTHER website [140], in addition to the five stramenopile genomes above (P. ultimum, Ph. infestans, Ph. ramorum, Ph. sojae, P. tricornutum). Phylogenetic trees were constructed using the GIGA algorithm [141], which infers the timing of likely gene duplication events relative to speciation events, allowing the reconstruction of ancestral genome content and lineage-specific duplications and losses. Using v3 of the annotation (MAKER output without manual curation), P. ultimum genes orthologous to genes in Ph. infestans, Ph. sojae and Ph. ramorum were identified using PHRINGE ('Phylogenetic Resources for the Interpretation of Genomes') [103] in which the evolutionary relationships among all oomycete protein families are reconstructed.

Carbohydrate utilization

Growth was compared on different media. Carbon sources were added to Minimal Media (MM; per liter: 0.5 g KH2PO4, 0.5 g K2HPO4, 4 × 10-4 g MnSO4, 4 × 10-4 g ZnSO4, 1.05 g NH4Cl, 6.8 ml 1M CaCl2·2H2O, 2 ml 1M MgSO4·7H2O, 4 × 10-3 g FeSO4 and 1% (w/v) agarose) at the following concentrations: 1% (w/v) for cellulose, soluble starch, citrus pectin and birchwood xylan and 25 mM for D-glucose, D-fructose, D-xylose, cellobiose, sucrose and L-arabinose. The pH of the medium was adjusted to 6.0 and the medium was autoclaved at 121°C for 20 minutes. CaCl2, MgSO4, and monosaccharides were autoclaved separately from the rest of the medium and FeSO4 was sterile filtered (Whatman 0.2 μm millipore filter, Dassel, Germany). All of these components were added to the autoclaved medium before it solidified. The growth of P. ultimum DAOM BR144 was compared on the different media mentioned above; Minimal Media without a carbon source was used as the negative control in this experiment. The strain was initially grown on Potato Carrot Agar [142]. A small agar plug containing mycelium (1 mm diameter) was transferred from the edge of a vigorously growing 1-day-old colony to the center of the Petri dishes with the different media. The cultures were incubated in the dark at 21°C. Mycelium density and colony diameter were measured daily for the first 5 days and again after 7 days. Colony morphology pictures were taken, and pH was measured after 7 days. The growth test was conducted twice for each strain.

Abbreviations

bp: base pairs; CBEL: cellulose-binding elicitor lectin; CRN" Crinkler; EC: extracellular; EST: expressed sequence tag; FIR: flanking non-coding region; GH: glycoside hydrolase; HMM: Hidden Markov Model; MAMP: microbial-associated molecular pattern; ORF: open reading frame; PAMP: pathogen-associated molecular pattern; RPKM: reads per kilobase of exon model per million mapped reads; YEB: yeast extract broth.

Authors' contributions

CAL, NT, and CRB directed the project, performed analyses, and drafted the manuscript. GWB drafted the manuscript. HB, LC, EH, SR, GR, MT, JW, JLB, BD, SIF, CMMG, EG, FG, LG-B, NH, RHYJ, TK, HJGM, PM, VP, ST, SW, PvW, PMC, BH, FM, PDT, BMT, RPDV, and SK participated in the genome analysis and drafted the manuscript. JPH, CH, BRW, and MY conducted genomic/transcriptomic analyses and drafted the manuscript. MMZ isolated RNA, constructed cDNA libraries, participated in the genome analysis and drafted the manuscript. DB, JJ, HL, BM, DP, and JES conducted genomic/transcriptomic analyses. SF, JH, and JS performed genome sequencing. All authors read and approved the final manuscript.

Supplementary Material

Additional file 1:

Supplemental methods and results. Additional details on sequencing methods and analysis results citing methods or data from [147-166].

Additional file 2:

Supplemental Tables S1 to S11 providing detailed lists and analyses.

Additional file 3:

Supplemental Figures S1 to S16, supporting data analyses.

Additional file 4:

Multiple sequence alignment of oomycete proteins with similarity to P. ultimum Family 3 proteins. Predicted secreted proteins (91) with similarity to Family 3 proteins from various oomycete species were aligned demonstrating the YxSL[KR] motif.

Acknowledgements

Funding for the work was provided by the US Department of Agriculture (USDA) National Institute of Food and Agriculture Microbial Genome Sequencing Program to CRB and NT (2007-35600-17774 and 2007-35600-18886). The MAKER genome annotation pipeline is funded by NIH/NHGRI 5R01HG004694 to MY. Analysis of the genome was funded in part by grants to BMT from the National Research Initiative of the USDA CSREES #2007-35600-18530 and from the National Science Foundation #MCB-0731969. CAL and GPR are supported by the NSERC Discovery and Network programs. CMMG is the recipient of a Marie Curie Intra-European Fellowship (MIEF-CT-2006-022837) and a European Reintegration Grant (PERG03-GA-2008-230865) from the European Commission. HB is supported by the Dutch Ministry of Agriculture, Nature and Food Quality through a FES program. MT acknowledges support by the Max-Planck Society, the German Science Foundation (DFG), the Landesstiftung Baden-Württemberg and the LOEWE - Landes-Offensive zur Entwicklung Wissenschaftlich-ökonomischer Exzellenz research program of Hesse's Ministry of Higher Education, Research, and the Arts. An allocation of computer time from the Center for High Performance Computing at the University of Utah is gratefully acknowledged. The computational resources for annotating the genome were provided by the National Institutes of Health (grant # NCRR 1 S10 RR17214-01) on the Arches Metacluster, administered by the University of Utah Center for High Performance Computing. We want to thank the Canadian Collection of Fungal Cultures (CCFC/DAOM) for supplying and maintaining the culture for this study. We acknowledge the assistance of Nicole Désaulniers for culturing and DNA extractions as well as Jason Miller and Brian Walenz of the J Craig Venter Institute in assembly of the P. ultimum genome. We want to thank George Mahuku for sharing results on resistance of beans before publication.

References

  • Cavalier-Smith T, Chao EE. Phylogeny and megasystematics of phagotrophic heterokonts (kingdom Chromista). J Mol Evol. 2006;62:388–420. doi: 10.1007/s00239-004-0353-8. [PubMed] [Cross Ref]
  • Riisberg I, Orr RJ, Kluge R, Shalchian-Tabrizi K, Bowers HA, Patil V, Edvardsen B, Jakobsen KS. Seven gene phylogeny of heterokonts. Protist. 2009;160:191–204. doi: 10.1016/j.protis.2008.11.004. [PubMed] [Cross Ref]
  • Burki F, Shalchian-Tabrizi K, Pawlowski J. Phylogenomics reveals a new 'megagroup' including most photosynthetic eukaryotes. Biol Lett. 2008;4:366–369. doi: 10.1098/rsbl.2008.0224. [PMC free article] [PubMed] [Cross Ref]
  • Tsui CK, Marshall W, Yokoyama R, Honda D, Lippmeier JC, Craven KD, Peterson PD, Berbee ML. Labyrinthulomycetes phylogeny and its implications for the evolutionary loss of chloroplasts and gain of ectoplasmic gliding. Mol Phylogenet Evol. 2009;50:129–140. doi: 10.1016/j.ympev.2008.09.027. [PubMed] [Cross Ref]
  • Armbrust EV, Berges JA, Bowler C, Green BR, Martinez D, Putnam NH, Zhou SG, Allen AE, Apt KE, Bechner M, Brzezinski MA, Chaal BK, Chiovitti A, Davis AK, Demarest MS, Detter JC, Glavina T, Goodstein D, Hadi MZ, Hellsten U, Hildebrand M, Jenkins BD, Jurka J, Kapitonov VV, Kroger N, Lau WWY, Lane TW, Larimer FW, Lippmeier JC, Lucas S. The genome of the diatom Thalassiosira pseudonana: ecology, evolution, and metabolism. Science. 2004;306:79–86. doi: 10.1126/science.1101156. [PubMed] [Cross Ref]
  • Bowler C, Allen AE, Badger JH, Grimwood J, Jabbari K, Kuo A, Maheswari U, Martens C, Maumus F, Otillar RP, Rayko E, Salamov A, Vandepoele K, Beszteri B, Gruber A, Heijde M, Katinka M, Mock T, Valentin K, Verret F, Berges JA, Brownlee C, Cadoret JP, Chiovitti A, Choi CJ, Coesel S, De Martino A, Detter JC, Durkin C, Falciatore A. The Phaeodactylum genome reveals the evolutionary history of diatom genomes. Nature. 2008;456:239–244. doi: 10.1038/nature07410. [PubMed] [Cross Ref]
  • Cock JM, Sterck L, Rouze P, Scornet D, Allen AE, Amoutzias G, Anthouard V, Artiguenave F, Aury JM, Badger JH, Beszteri B, Billiau K, Bonnet E, Bothwell JH, Bowler C, Boyen C, Brownlee C, Carrano CJ, Charrier B, Cho GY, Coelho SM, Collen J, Corre E, Da Silva C, Delage L, Delaroque N, Dittami SM, Doulbeau S, Elias M, Farnham G. The Ectocarpus genome and the independent evolution of multicellularity in brown algae. Nature. pp. 617–621. [PubMed] [Cross Ref]
  • Cook RJ, Sitton JW, Waldher JT. Evidence for Pythium as a pathogen of direct-drilled wheat in the Pacific Northwest. Plant Dis. 1980;64:102–103.
  • Larkin RP, English JT, Mihail JD. Effects of infection by Pythium spp. on the root system morphology of alfalfa seedlings. Phytopathology. 1995;85:430–435. doi: 10.1094/Phyto-85-430. [Cross Ref]
  • Sumner DR, Gascho GJ, Johnson AW, Hook JE, Threadgill ED. Root diseases, populations of soil fungi, and yield decline in continuous double-crop corn. Plant Disease. 1990;74:704–710. doi: 10.1094/PD-74-0704. [Cross Ref]
  • Snowdon AL. A color atlas of post-harvest diseases & disorders of fruits and vegetables. CRC Press. 1990;I:302.
  • van der Plaats-Niterink AJ. Monograph of the genus Pythium. Studies Mycol. 1981;21:242.
  • Martin FN, Loper JE. Soilborne plant diseases caused by Pythium spp.: ecology, epidemiology, and prospects for biological control. Crit Rev Plant Sci. 1999;18:111–181. doi: 10.1016/S0735-2689(99)00389-5. [Cross Ref]
  • Saunders GA, Washburn JO, Egerter DE, Anderson JR. Pathogenicity of fungi isolated from field-collected larvae of the western treehole mosquito, Aedes sierrensis (Diptera: Culicidae). J Invertebr Pathol. 1988;52:360–363. doi: 10.1016/0022-2011(88)90148-6. [PubMed] [Cross Ref]
  • Mendoza L, Ajello L, McGinnis MR. Infections caused by the oomycetous pathogen Pythium insidiosum. J Mycologie Medicale. 1996;6:151–164.
  • Lévesque CA, deCock WAM. Molecular phylogeny and taxonomy of the genus Pythium. Mycol Res. 2004;108:1363–1383. doi: 10.1017/S0953756204001431. [PubMed] [Cross Ref]
  • Erwin DC, Ribeiro OK. Phytophthora Diseases Worldwide. St Paul, MN: American Phytopathological Society; 1996.
  • Cooke DE, Drenth A, Duncan JM, Wagels G, Brasier CM. A molecular phylogeny of Phytophthora and related oomycetes. Fungal Genet Biol. 2000;30:17–32. doi: 10.1006/fgbi.2000.1202. [PubMed] [Cross Ref]
  • Panabières F, Ponchet M, Allasia V, Cardin L, Ricci P. Characterization of border species among Pythiaceae: several Pythium isolates produce elicitins, typical proteins from Phytophthora spp. Mycol Res. 1996;101:1459–1468. doi: 10.1017/S0953756297004413. [Cross Ref]
  • Jiang RH, Tyler BM, Whisson SC, Hardham AR, Govers F. Ancient origin of elicitin gene clusters in Phytophthora genomes. Mol Biol Evol. 2006;23:338–351. doi: 10.1093/molbev/msj039. [PubMed] [Cross Ref]
  • Rosso ML, Rupe JC, Chen P, Mozzoni LA. Inheritance and genetic mapping of resistance to Pythium damping-off caused by Pythium aphanidermatum in 'Archer' soybean. Crop Sci. 2008;48:2215–2222. doi: 10.2135/cropsci2008.01.0035. [Cross Ref]
  • Yang DE, Jin DM, Wang B, Zhang DS, Nguyen HT, Zhang CL, Chen SJ. Characterization and mapping of Rpi1, a gene that confers dominant resistance to stalk rot in maize. Mol Genet Genomics. 2005;274:229–234. doi: 10.1007/s00438-005-0016-5. [PubMed] [Cross Ref]
  • Latijnhouwers M, de Wit PJGM, Govers F. Oomycetes and fungi: similar weaponry to attack plants. Trends Microbiol. 2003;11:462–469. doi: 10.1016/j.tim.2003.08.002. [PubMed] [Cross Ref]
  • Francis DM, St Clair DA. Outcrossing in the homothallic oomycete, Pythium ultimum, detected with molecular markers. Curr Genet. 1993;24:100–106. doi: 10.1007/BF00324672. [PubMed] [Cross Ref]
  • Barr DJS, Warwick SI, Desaulniers NL. Isozyme variation, morphology, and growth response to temperature in Pythium ultimum. Can J Bot. 1996;74:753–761. doi: 10.1139/b96-094. [Cross Ref]
  • Martin F. Phylogenetic relationships among some Pythium species inferred from sequence analysis of the mitochondrially encoded cytochrome oxidase II gene. Mycologia. 2000;92:711–727. doi: 10.2307/3761428. [Cross Ref]
  • Tyler BM, Tripathy S, Zhang X, Dehal P, Jiang RH, Aerts A, Arredondo FD, Baxter L, Bensasson D, Beynon JL, Chapman J, Damasceno CM, Dorrance AE, Dou D, Dickerman AW, Dubchak IL, Garbelotto M, Gijzen M, Gordon SG, Govers F, Grunwald NJ, Huang W, Ivors KL, Jones RW, Kamoun S, Krampis K, Lamour KH, Lee MK, McDonald WH, Medina M. Phytophthora genome sequences uncover evolutionary origins and mechanisms of pathogenesis. Science. 2006;313:1261–1266. doi: 10.1126/science.1128796. [PubMed] [Cross Ref]
  • Haas BJ, Kamoun S, Zody MC, Jiang RH, Handsaker RE, Cano LM, Grabherr M, Kodira CD, Raffaele S, Torto-Alalibo T, Bozkurt TO, Ah-Fong AM, Alvarado L, Anderson VL, Armstrong MR, Avrova A, Baxter L, Beynon J, Boevink PC, Bollmann SR, Bos JI, Bulone V, Cai G, Cakir C, Carrington JC, Chawner M, Conti L, Costanzo S, Ewan R, Fahlgren N. Genome sequence and analysis of the Irish potato famine pathogen Phytophthora infestans. Nature. 2009;461:393–398. doi: 10.1038/nature08358. [PubMed] [Cross Ref]
  • Jiang HY, Tripathy S, Govers F, Tyler BM. RXLR effector reservoir in two Phytophthora species is dominated by a single rapidly evolving super-family with more than 700 members. Proc Natl Acad Sci USA. 2008;105:4874–4879. doi: 10.1073/pnas.0709303105. [PMC free article] [PubMed] [Cross Ref]
  • Kamoun S. A catalogue of the effector secretome of plant pathogenic oomycetes. Annu Rev Phytopathol. 2006;44:41–60. doi: 10.1146/annurev.phyto.44.070505.143436. [PubMed] [Cross Ref]
  • Cheung F, Win J, Lang J, Hamilton J, Vuong H, Leach J, Kamoun S, Levesque CA, Tisserat N, Buell CR. Analysis of the Pythium ultimum transcriptome using Sanger and pyrosequencing approaches. BMC Genomics. 2008;9:542. doi: 10.1186/1471-2164-9-542. [PMC free article] [PubMed] [Cross Ref]
  • Venter JC, Adams MD, Myers EW, Li PW, Mural RJ, Sutton GG, Smith HO, Yandell M, Evans CA, Holt RA, Gocayne JD, Amanatides P, Ballew RM, Huson DH, Wortman JR, Zhang Q, Kodira CD, Zheng XH, Chen L, Skupski M, Subramanian G, Thomas PD, Zhang J, Gabor Miklos GL, Nelson C, Broder S, Clark AG, Nadeau J, McKusick VA, Zinder N. The sequence of the human genome. Science. 2001;291:1304–1351. doi: 10.1126/science.1058040. [PubMed] [Cross Ref]
  • Adams MD, Celniker SE, Holt RA, Evans CA, Gocayne JD, Amanatides PG, Scherer SE, Li PW, Hoskins RA, Galle RF, George RA, Lewis SE, Richards S, Ashburner M, Henderson SN, Sutton GG, Wortman JR, Yandell MD, Zhang Q, Chen LX, Brandon RC, Rogers YH, Blazej RG, Champe M, Pfeiffer BD, Wan KH, Doyle C, Baxter EG, Helt G, Nelson CR. The genome sequence of Drosophila melanogaster. Science. 2000;287:2185–2195. doi: 10.1126/science.287.5461.2185. [PubMed] [Cross Ref]
  • Lander ES, Linton LM, Birren B, Nusbaum C, Zody MC, Baldwin J, Devon K, Dewar K, Doyle M, FitzHugh W, Funke R, Gage D, Harris K, Heaford A, Howland J, Kann L, Lehoczky J, LeVine R, McEwan P, McKernan K, Meldrim J, Mesirov JP, Miranda C, Morris W, Naylor J, Raymond C, Rosetti M, Santos R, Sheridan A, Sougnez C. Initial sequencing and analysis of the human genome. Nature. 2001;409:860–921. doi: 10.1038/35057062. [PubMed] [Cross Ref]
  • Waterston RH, Lindblad-Toh K, Birney E, Rogers J, Abril JF, Agarwal P, Agarwala R, Ainscough R, Alexandersson M, An P, Antonarakis SE, Attwood J, Baertsch R, Bailey J, Barlow K, Beck S, Berry E, Birren B, Bloom T, Bork P, Botcherby M, Bray N, Brent MR, Brown DG, Brown SD, Bult C, Burton J, Butler J, Campbell RD, Carninci P. Initial sequencing and comparative analysis of the mouse genome. Nature. 2002;420:520–562. doi: 10.1038/nature01262. [PubMed] [Cross Ref]
  • C. elegans Sequencing Consortium. Genome sequence of the nematode C. elegans: a platform for investigating biology. Science. 1998;282:2012–2018. doi: 10.1126/science.282.5396.2012. [PubMed] [Cross Ref]
  • Arabidopsis Genome Initiative. Analysis of the genome sequence of the flowering plant Arabidopsis thaliana. Nature. 2000;408:796–815. doi: 10.1038/35048692. [PubMed] [Cross Ref]
  • Goffeau A, Barrell BG, Bussey H, Davis RW, Dujon B, Feldmann H, Galibert F, Hoheisel JD, Jacq C, Johnston M, Louis EJ, Mewes HW, Murakami Y, Philippsen P, Tettelin H, Oliver SG. Life with 6000 genes. Science. 1996;274:546–567. doi: 10.1126/science.274.5287.546. [PubMed] [Cross Ref]
  • Galagan JE, Calvo SE, Borkovich KA, Selker EU, Read ND, Jaffe D, FitzHugh W, Ma LJ, Smirnov S, Purcell S, Rehman B, Elkins T, Engels R, Wang S, Nielsen CB, Butler J, Endrizzi M, Qui D, Ianakiev P, Bell-Pedersen D, Nelson MA, Werner-Washburne M, Selitrennikoff CP, Kinsey JA, Braun EL, Zelter A, Schulte U, Kothe GO, Jedd G, Mewes W. The genome sequence of the filamentous fungus Neurospora crassa. Nature. 2003;422:859–868. doi: 10.1038/nature01554. [PubMed] [Cross Ref]
  • Yandell M, Mungall CJ, Smith C, Prochnik S, Kaminker J, Hartzell G, Lewis S, Rubin GM. Large-scale trends in the evolution of gene structures within 11 animal genomes. PLoS Comput Biol. 2006;2:e15. doi: 10.1371/journal.pcbi.0020015. [PMC free article] [PubMed] [Cross Ref]
  • Wang ET, Sandberg R, Luo S, Khrebtukova I, Zhang L, Mayr C, Kingsmore SF, Schroth GP, Burge CB. Alternative isoform regulation in human tissue transcriptomes. Nature. 2008;456:470–476. doi: 10.1038/nature07509. [PMC free article] [PubMed] [Cross Ref]
  • Devos KM, Brown JKM, Bennetzen JL. Genome size reduction through illegitimate recombination counteracts genome expansion in Arabidopsis. Genome Res. 2002;12:1075–1079. doi: 10.1101/gr.132102. [PMC free article] [PubMed] [Cross Ref]
  • Eichler EE, Sankoff D. Structural dynamics of eukaryotic chromosome evolution. Science. 2003;301:793–797. doi: 10.1126/science.1086132. [PubMed] [Cross Ref]
  • Yoder JA, Walsh CP, Bestor TH. Cytosine methylation and the ecology of intragenomic parasites. Trends Genet. 1997;13:335–340. doi: 10.1016/S0168-9525(97)01181-5. [PubMed] [Cross Ref]
  • Judelson HS, Randall TA. Families of repeated DNA in the oomycete Phytophthora infestans and their distribution within the genus. Genome. 1998;41:605–615. doi: 10.1139/gen-41-4-605. [PubMed] [Cross Ref]
  • Avila-Adame C, Gomez-Alpizar L, Zismann V, Jones KM, Buell CR, Beagle Ristaino J. Mitochondrial genome sequences and molecular evolution of the Irish potato famine pahtogen, Phytophthora infestans. Curr Genet. 2005;49:39–46. doi: 10.1007/s00294-005-0016-3. [PubMed] [Cross Ref]
  • Grayburn WS, Hudspeth DS, Gane MK, Hudspeth ME. The mitochondrial genome of Saprolegnia ferax : organization, gene content, and nucleotide sequence. Mycologia. 2004;96:981–989. doi: 10.2307/3762082. [PubMed] [Cross Ref]
  • Martin FN, Bensasson D, Tyler BM, Boore JL. Mitochondrial genome sequences and comparative genomics of Phytophthora ramorum and P. sojae. Curr Genet. 2007;51:285–296. doi: 10.1007/s00294-007-0121-6. [PubMed] [Cross Ref]
  • Mi H, Lazareva-Ulitsky B, Loo R, Kejariwal A, Vandergriff J, Rabkin S, Guo N, Muruganujan A, Doremieux O, Campbell MJ, Kitano H, Thomas PD. The PANTHER database of protein families, subfamilies, functions and pathways. Nucleic Acids Res. 2005;33:D284–288. doi: 10.1093/nar/gki078. [PMC free article] [PubMed] [Cross Ref]
  • Boller T, He SY. Innate immunity in plants: an arms race between pattern recognition receptors in plants and effectors in microbial pathogens. Science. 2009;324:742–744. doi: 10.1126/science.1171647. [PMC free article] [PubMed] [Cross Ref]
  • Rosebrock TR, Zeng L, Brady JJ, Abramovitch RB, Xiao F, Martin GB. A bacterial E3 ubiquitin ligase targets a host protein kinase to disrupt plant immunity. Nature. 2007;448:370–374. doi: 10.1038/nature05966. [PMC free article] [PubMed] [Cross Ref]
  • Zeng LR, Vega-Sanchez ME, Zhu T, Wang GL. Ubiquitination-mediated protein degradation and modification: an emerging theme in plant-microbe interactions. Cell Res. 2006;16:413–426. doi: 10.1038/sj.cr.7310053. [PubMed] [Cross Ref]
  • Bendtsen JD, Nielsen H, von Heijne G, Brunak S. Improved prediction of signal peptides: SignalP 3.0. J Mol Biol. 2004;340:783–795. doi: 10.1016/j.jmb.2004.05.028. [PubMed] [Cross Ref]
  • Birch PR, Armstrong M, Bos J, Boevink P, Gilroy EM, Taylor RM, Wawra S, Pritchard L, Conti L, Ewan R, Whisson SC, van West P, Sadanandom A, Kamoun S. Towards understanding the virulence functions of RXLR effectors of the oomycete plant pathogen Phytophthora infestans. J Exp Bot. 2009;60:1133–1140. doi: 10.1093/jxb/ern353. [PubMed] [Cross Ref]
  • Birch PR, Rehmany AP, Pritchard L, Kamoun S, Beynon JL. Trafficking arms: oomycete effectors enter host plant cells. Trends Microbiol. 2006;14:8–11. doi: 10.1016/j.tim.2005.11.007. [PubMed] [Cross Ref]
  • Torto TA, Li S, Styer A, Huitema E, Testa A, Gow NA, van West P, Kamoun S. EST mining and functional expression assays identify extracellular effector proteins from the plant pathogen Phytophthora. Genome Res. 2003;13:1675–1685. doi: 10.1101/gr.910003. [PMC free article] [PubMed] [Cross Ref]
  • Win J, Bos J, Krasileva K, Cano L, Chapparo-Garcia A, Ammar R, Staskawicz BJ, Kamoun S. Adaptive evolution has targeted the C-terminal domain of the RXLR effectors of plant pathogenic oomycetes. The Plant Cell. 2007;19:2349–2369. doi: 10.1105/tpc.107.051037. [PMC free article] [PubMed] [Cross Ref]
  • Chisholm ST, Coaker G, Day B, Staskawicz BJ. Host-microbe interactions: shaping the evolution of the plant immune response. Cell. 2006;124:803–814. doi: 10.1016/j.cell.2006.02.008. [PubMed] [Cross Ref]
  • Panstruga R, Dodds PN. Terrific protein traffic: the mystery of effector protein delivery by filamentous plant pathogens. Science. 2009;324:748–750. doi: 10.1126/science.1171652. [PMC free article] [PubMed] [Cross Ref]
  • Dou D, Kale SD, Wang X, Jiang RHY, Bruce NA, Arredondo FD, Zhang X, Tyler BM. RXLR-mediated entry of Phytophthora sojae effector Avr1b into soybean cells does not require pathogen-encoded machinery. Plant Cell. 2008;20:1930–1947. doi: 10.1105/tpc.107.056093. [PMC free article] [PubMed] [Cross Ref]
  • Whisson SC, Boevink PC, Moleleki L, Avrova AO, Morales JG, Gilroy EM, Armstrong MR, Grouffaud S, van West P, Chapman S, Hein I, Toth IK, Pritchard L, Birch PR. A translocation signal for delivery of oomycete effector proteins into host plant cells. Nature. 2007;450:115–118. doi: 10.1038/nature06203. [PubMed] [Cross Ref]
  • Bangyeekhun E, Cerenius L, Soderhall K. Molecular cloning and characterization of two serine proteinase genes from the crayfish plague fungus, Aphanomyces astaci. J Invertebr Pathol. 2001;77:206–216. doi: 10.1006/jipa.2001.5019. [PubMed] [Cross Ref]
  • Dou D, Kale SD, Wang X, Chen Y, Wang Q, Wang X, Jiang RHY, Arredondo FD, Anderson R, Thakur P, McDowell J, Wang Y, Tyler BM. Carboxy-terminal motifs common to many oomycete RXLR effectors are required for avirulence and suppression of BAX-mediated programmed cell death by Phytophthora sojae effector Avr1b. Plant Cell. 2008;20:1118–1133. doi: 10.1105/tpc.107.057067. [PMC free article] [PubMed] [Cross Ref]
  • Gaulin E, Madoui MA, Bottin A, Jacquet C, Mathe C, Couloux A, Wincker P, Dumas B. Transcriptome of Aphanomyces euteiches: New oomycete putative pathogenicity factors and metabolic pathways. PLoS ONE. 2008;3:e1723. doi: 10.1371/journal.pone.0001723. [PMC free article] [PubMed] [Cross Ref]
  • Hein I, Gilroy EM, Armstrong MR, Birch PR. The zig-zag-zig in oomycete-plant interactions. Mol Plant Pathol. 2009;10:547–562. doi: 10.1111/j.1364-3703.2009.00547.x. [PubMed] [Cross Ref]
  • Brunner F, Rosahl S, Lee J, Rudd JJ, Geiler C, Kauppinen S, Rasmussen G, Scheel D, Nurnberger T. Pep-13, a plant defense-inducing pathogen-associated pattern from Phytophthora transglutaminases. EMBO J. 2002;21:6681–6688. doi: 10.1093/emboj/cdf667. [PMC free article] [PubMed] [Cross Ref]
  • Gaulin E, Drame N, Lafitte C, Torto-Alalibo T, Martinez Y, Ameline-Torregrosa C, Khatib M, Mazarguil H, Villalba-Mateos F, Kamoun S, Mazars C, Dumas B, Bottin A, Esquerre-Tugaye MT, Rickauer M. Cellulose binding domains of a Phytophthora cell wall protein are novel pathogen-associated molecular patterns. Plant Cell. 2006;18:1766–1777. doi: 10.1105/tpc.105.038687. [PMC free article] [PubMed] [Cross Ref]
  • Cantarel BL, Coutinho PM, Rancurel C, Bernard T, Lombard V, Henrissat B. The Carbohydrate-Active EnZymes database (CAZy): an expert resource for glycogenomics. Nucleic Acids Res. 2009;37:D233–D238. doi: 10.1093/nar/gkn663. [PMC free article] [PubMed] [Cross Ref]
  • Baker CJ, Bateman DF. Cutin degradation by plant pathogenic fungi. Phytopathology. 1978;68:1577–1584. doi: 10.1094/Phyto-68-1577. [Cross Ref]
  • Campion C, Massiot P, Rouxel F. Aggressiveness and production of cell-wall degrading enzymes by Pythium violae, Pythium sulcatum and Pythium ultimum, responsible for cavity spot on carrots. Eur J Plant Pathol. 1997;103:725–735. doi: 10.1023/A:1008657319518. [Cross Ref]
  • Belbahri L, Calmin G, Mauch F, Andersson JO. Evolution of the cutinase gene family: evidence for lateral gene transfer of a candidate Phytophthora virulence factor. Gene. 2008;408:1–8. doi: 10.1016/j.gene.2007.10.019. [PubMed] [Cross Ref]
  • Muñoz CI, Bailey AM. A cutinase-encoding gene from Phytophthora capsici isolated by differential-display RT-PCR. Curr Genet. 1998;33:225–230. doi: 10.1007/s002940050330. [PubMed] [Cross Ref]
  • Jiang RH, Tyler BM, Govers F. Comparative analysis of Phytophthora genes encoding secreted proteins reveals conserved synteny and lineage-specific gene duplications and deletions. Mol Plant Microbe Interact. 2006;19:1311–1321. doi: 10.1094/MPMI-19-1311. [PubMed] [Cross Ref]
  • Chérif M, Benhamou N, Bélanger RR. Ultrastructural and cytochemical studies of fungal development and host reactions in cucumber plants infected by Pythium ultimum. Physiol Mol Plant Pathol. 1991;39:353–375. doi: 10.1016/0885-5765(91)90017-C. [Cross Ref]
  • Torto TA, Rauser L, Kamoun S. The pipg1 gene of the oomycete Phytophthora infestans encodes a fungal-like endopolygalacturonase. Curr Genet. 2002;40:385–390. doi: 10.1007/s00294-002-0272-4. [PubMed] [Cross Ref]
  • Wu CH, Yan HZ, Liu LF, Liou RF. Functional characterization of a gene family encoding polygalacturonases in Phytophthora parasitica. Mol Plant Microbe Interact. 2008;21:480–489. doi: 10.1094/MPMI-21-4-0480. [PubMed] [Cross Ref]
  • Yan HZ, Liou RF. Cloning and analysis of pppg1, an inducible endopolygalacturonase gene from the oomycete plant pathogen Phytophthora parasitica. Fungal Genet Biol. 2005;42:339–350. [PubMed]
  • Götesson A, Marshall JS, Jones DA, Hardham AR. Characterization and evolutionary analysis of a large polygalacturonase gene family in the oomycete plant pathogen Phytophthora cinnamomi. Mol Plant Microbe Interact. 2002;15:907–921. doi: 10.1094/MPMI.2002.15.9.907. [PubMed] [Cross Ref]
  • Moore LD, Couch HB. Influence of calcium nutrition on pectolytic and cellulolytic enzyme activity of extracts of highland bentgrass foliage blighted by Pythium ultimum. Phytopathology. 1968;58:833–838.
  • Bartnicki-Garcia S. Cell wall chemistry, morphogenesis, and taxonomy of fungi. Annu Rev Microbiol. 1968;22:87–108. doi: 10.1146/annurev.mi.22.100168.000511. [PubMed] [Cross Ref]
  • Blaschek W, Käsbauer J, Kraus J, Franz G. Pythium aphanidermatum: culture, cell-wall composition, and isolation and structure of antitumour storage and solubilised cell-wall (1->3), (1- >6)-beta-D-glucans. Carbohydr Res. 1992;231:293–307. doi: 10.1016/0008-6215(92)84026-O. [PubMed] [Cross Ref]
  • Grenville-Briggs LJ, Anderson VL, Fugelstad J, Avrova AO, Bouzenzana J, Williams A, Wawra S, Whisson SC, Birch PR, Bulone V, van West P. Cellulose synthesis in Phytophthora infestans is required for normal appressorium formation and successful infection of potato. Plant Cell. 2008;20:720–738. doi: 10.1105/tpc.107.052043. [PMC free article] [PubMed] [Cross Ref]
  • Zevenhuizen LP, Bartnicki-Garcia S. Structure and role of a soluble cytoplasmic glucan from Phytophthora cinnamomi. J Gen Microbiol. 1970;61:183–188. [PubMed]
  • Wang MC, Bartnicki-Garcia S. Distrubution of mycolaminarans and cell wall β-glucans in the life cycle of Phytophthora. Exp Mycol. 1980;4:269–280. doi: 10.1016/0147-5975(80)90031-6. [Cross Ref]
  • Cohen Y, Coffey MD. Systemic fungicides and the control of oomycetes. Annu Rev Phytopathol. 1986;24:311–338. doi: 10.1146/annurev.py.24.090186.001523. [Cross Ref]
  • Davidse L. In: Fungicide Resistance in North America. Delp CJ, editor. St Paul, Minnesota: American Phytopathological Society; 1988. Phenylamide fungicides: Mechanism of action and resistance. pp. 63–65.
  • Bauer BE, Wolfger H, Kuchler K. Inventory and function of yeast ABC proteins: about sex, stress, pleiotropic drug and heavy metal resistance. Biochim Biophys Acta. 1999;1461:217–236. doi: 10.1016/S0005-2736(99)00160-1. [PubMed] [Cross Ref]
  • Cannon RD, Lamping E, Holmes AR, Niimi K, Baret PV, Keniya MV, Tanabe K, Niimi M, Goffeau A, Monk BC. Efflux-mediated antifungal drug resistance. Clin Microbiol Rev. 2009;22:291–321. doi: 10.1128/CMR.00051-08. [PMC free article] [PubMed] [Cross Ref]
  • Connolly MS, Sakihama Y, Phuntumart V, Jiang Y, Warren F, Mourant L, Morris PF. Heterologous expression of a pleiotropic drug resistance transporter from Phytophthora sojae in yeast transporter mutants. Curr Genet. 2005;48:356–365. doi: 10.1007/s00294-005-0015-4. [PubMed] [Cross Ref]
  • Katzmann DJ, Hallstrom TC, Voet M, Wysock W, Golin J, Volckaert G, Moye-Rowley WS. Expression of an ATP-binding cassette transporter-encoding gene (YOR1) is required for oligomycin resistance in Saccharomyces cerevisiae. Mol Cell Biol. 1995;15:6875–6883. [PMC free article] [PubMed]
  • Kolaczkowski M, Kolaczowska A, Luczynski J, Witek S, Goffeau A. In vivo characterization of the drug resistance profile of the major ABC transporters and other components of the yeast pleiotropic drug resistance network. Microb Drug Resist. 1998;4:143–158. doi: 10.1089/mdr.1998.4.143. [PubMed] [Cross Ref]
  • Judelson H, Senthil G. Investigating the role of ABC transporters in multifungicide insensitivity in Phytophthora infestans. Mol Plant Pathol. 2006;7:17–29. doi: 10.1111/j.1364-3703.2005.00313.x. [PubMed] [Cross Ref]
  • Goldberg AL. Protein degradation and protection against misfolded or damaged proteins. Nature. 2003;426:895–899. doi: 10.1038/nature02263. [PubMed] [Cross Ref]
  • Staszczak M. The role of the ubiquitin-proteasome system in the response of the ligninolytic fungus Trametes versicolor to nitrogen deprivation. Fungal Genet Biol. 2008;45:328–337. doi: 10.1016/j.fgb.2007.10.017. [PubMed] [Cross Ref]
  • Dreschler C. Zoospore development from oospores of Pythium ultimum and Pythium debaryanum and its relation to rootlet-tip discoloration. Plant Disease Reporter. 1946;30:226–227.
  • Hulpiau P, van Roy F. Molecular evolution of the cadherin superfamily. Int J Biochem Cell Biol. 2009;41:349–369. doi: 10.1016/j.biocel.2008.09.027. [PubMed] [Cross Ref]
  • Cao L, Yan X, Borysenko CW, Blair HC, Wu C, Yu L. CHDL: a cadherin-like domain in Proteobacteria and Cyanobacteria. FEMS Microbiol Lett. 2005;251:203–209. doi: 10.1016/j.femsle.2005.08.004. [PubMed] [Cross Ref]
  • Finn RD, Tate J, Mistry J, Coggill PC, Sammut SJ, Hotz HR, Ceric G, Forslund K, Eddy SR, Sonnhammer EL, Bateman A. The Pfam protein families database. Nucleic Acids Res. 2008;36:D281–288. doi: 10.1093/nar/gkm960. [PMC free article] [PubMed] [Cross Ref]
  • Nollet F, Kools P, van Roy F. Phylogenetic analysis of the cadherin superfamily allows identification of six major subfamilies besides several solitary members. J Mol Biol. 2000;299:551–572. doi: 10.1006/jmbi.2000.3777. [PubMed] [Cross Ref]
  • Saitou N, Nei M. The neighbor-joining method: a new method for reconstructing phylogenetic trees. Mol Biol Evol. 1987;4:406–425. [PubMed]
  • Guindon S, Gascuel O. A simple, fast, and accurate algorithm to estimate large phylogenies by maximum likelihood. Syst Biol. 2003;52:696–704. doi: 10.1080/10635150390235520. [PubMed] [Cross Ref]
  • Katoh K, Toh H. Recent developments in the MAFFT multiple sequence alignment program. Brief Bioinform. 2008;9:286–298. doi: 10.1093/bib/bbn013. [PubMed] [Cross Ref]
  • PHRINGE. http://genomeprojectsolutions.com/PHRINGE_pipeline.html
  • Boudjeko T, Andème-Onzighi C, Vicré M, Balangé A, Ndoumou D, Driouich A. Loss of pectin is an early event during infection of cocoyam roots by Pythium myriotylum. Planta. 2006;223:271–282. doi: 10.1007/s00425-005-0090-2. [PubMed] [Cross Ref]
  • Abad P, Gouzy J, Aury JM, Castagnone-Sereno P, Danchin EG, Deleury E, Perfus-Barbeoch L, Anthouard V, Artiguenave F, Blok VC, Caillaud MC, Coutinho PM, Dasilva C, De Luca F, Deau F, Esquibet M, Flutre T, Goldstone JV, Hamamouch N, Hewezi T, Jaillon O, Jubin C, Leonetti P, Magliano M, Maier TR, Markov GV, McVeigh P, Pesole G, Poulain J, Robinson-Rechavi M. Genome sequence of the metazoan plant-parasitic nematode Meloidogyne incognita. Nat Biotechnol. 2008;26:909–915. doi: 10.1038/nbt.1482. [PubMed] [Cross Ref]
  • Margulies M, Egholm M, Altman WE, Attiya S, Bader JS, Bemben LA, Berka J, Braverman MS, Chen YJ, Chen Z, Dewell SB, Du L, Fierro JM, Gomes XV, Godwin BC, He W, Helgesen S, Ho CH, Irzyk GP, Jando SC, Alenquer ML, Jarvie TP, Jirage KB, Kim JB, Knight JR, Lanza JR, Leamon JH, Lefkowitz SM, Lei M, Li J. Genome sequencing in microfabricated high-density picolitre reactors. Nature. 2005;437:376–380. [PMC free article] [PubMed]
  • Goldberg SM, Johnson J, Busam D, Feldblyum T, Ferriera S, Friedman R, Halpern A, Khouri H, Kravitz SA, Lauro FM, Li K, Rogers YH, Strausberg R, Sutton G, Tallon L, Thomas T, Venter E, Frazier M, Venter JC. A Sanger/pyrosequencing hybrid approach for the generation of high-quality draft assemblies of marine microbial genomes. Proc Natl Acad Sci USA. 2006;103:11240–11245. doi: 10.1073/pnas.0604351103. [PMC free article] [PubMed] [Cross Ref]
  • Myers EW, Sutton GG, Delcher AL, Dew IM, Fasulo DP, Flanigan MJ, Kravitz SA, Mobarry CM, Reinert KH, Remington KA, Anson EL, Bolanos RA, Chou HH, Jordan CM, Halpern AL, Lonardi S, Beasley EM, Brandon RC, Chen L, Dunn PJ, Lai Z, Liang Y, Nusskern DR, Zhan M, Zhang Q, Zheng X, Rubin GM, Adams MD, Venter JC. A whole-genome assembly of Drosophila. Science. 2000;287:2196–2204. doi: 10.1126/science.287.5461.2196. [PubMed] [Cross Ref]
  • Miller JR, Delcher AL, Koren S, Venter E, Walenz BP, Brownley A, Johnson J, Li K, Mobarry C, Sutton G. Aggressive assembly of pyrosequencing reads with mates. Bioinformatics. 2008;24:2818–2824. doi: 10.1093/bioinformatics/btn548. [PMC free article] [PubMed] [Cross Ref]
  • Cantarel BL, Korf I, Robb SM, Parra G, Ross E, Moore B, Holt C, Sanchez Alvarado A, Yandell M. MAKER: an easy-to-use annotation pipeline designed for emerging model organism genomes. Genome Res. 2008;18:188–196. doi: 10.1101/gr.6743907. [PMC free article] [PubMed] [Cross Ref]
  • Korf I. Gene finding in novel genomes. BMC Bioinformatics. 2004;5:59. doi: 10.1186/1471-2105-5-59. [PMC free article] [PubMed] [Cross Ref]
  • Salamov AA, Solovyev VV. Ab initio gene finding in Drosophila genomic DNA. Genome Res. 2000;10:516–522. doi: 10.1101/gr.10.4.516. [PMC free article] [PubMed] [Cross Ref]
  • Lomsadze A, Ter-Hovhannisyan V, Chernoff YO, Borodovsky M. Gene identification in novel eukaryotic genomes by self-training algorithm. Nucleic Acids Res. 2005;33:6494–6506. doi: 10.1093/nar/gki937. [PMC free article] [PubMed] [Cross Ref]
  • Boguski MS, Lowe TMJ, Tolstoshev CM. dbEST - database for "expressed sequence tags". Nat Genet. 1993;4:332–333. doi: 10.1038/ng0893-332. [PubMed] [Cross Ref]
  • Bairoch A, Apweiler R. The SWISS-PROT protein sequence database and its supplement TrEMBL in 2000. Nucleic Acids Res. 2000;28:45–48. doi: 10.1093/nar/28.1.45. [PMC free article] [PubMed] [Cross Ref]
  • UniProt Consortium. The Universal Protein Resource (UniProt). Nucleic Acids Res. 2007;35:D193–197. doi: 10.1093/nar/gkl929. [PMC free article] [PubMed] [Cross Ref]
  • Jurka J, Kapitonov VV, Pavlicek A, Klonowski P, Kohany O, Walichiewicz J. Repbase Update, a database of eukaryotic repetitive elements. Cytogenet Genome Res. 2005;110:462–467. doi: 10.1159/000084979. [PubMed] [Cross Ref]
  • Smith CD, Edgar RC, Yandell MD, Smith DR, Celniker SE, Myers EW, Karpen GH. Improved repeat identification and masking in Dipterans. Gene. 2007;389:1–9. doi: 10.1016/j.gene.2006.09.011. [PMC free article] [PubMed] [Cross Ref]
  • Edgar RC, Myers EW. PILER: identification and classification of genomic repeats. Bioinformatics. 2005;21 Suppl 1:i152–i158. doi: 10.1093/bioinformatics/bti1003. [PubMed] [Cross Ref]
  • Apweiler R, Attwood TK, Bairoch A, Bateman A, Birney E, Biswas M, Bucher P, Cerutti L, Corpet F, Croning MDR, Durbin R, Falquet L, Fleischmann W, Gouzy J, Hermjakob H, Hulo N, Jonassen I, Kahn D, Kanapin A, Karavidopoulou Y, Lopez R, Marx B, Mulder NJ, Oinn TM, Pagni M, Servant F, Sigrist CJA, Zdobnov EM. The InterPro database, an integrated documentation resource for protein families, domains and functional sites. Nucleic Acids Res. 2001;29:37–40. doi: 10.1093/nar/29.1.37. [PMC free article] [PubMed] [Cross Ref]
  • Quevillon E, Silventoinen V, Pillai S, Harte N, Mulder N, Apweiler R, Lopez R. InterProScan: protein domains identifier. Nucleic Acids Res. 2005;33:W116–120. doi: 10.1093/nar/gki442. [PMC free article] [PubMed] [Cross Ref]
  • Mulder NJ, Apweiler R, Attwood TK, Bairoch A, Bateman A, Binns D, Biswas M, Bradley P, Bork P, Bucher P, Copley R, Courcelle E, Durbin R, Falquet L, Fleischmann W, Gouzy J, Griffith-Jones S, Haft D, Hermjakob H, Hulo N, Kahn D, Kanapin A, Krestyaninova M, Lopez R, Letunic I, Orchard S, Pagni M, Peyruc D, Ponting CP. InterPro: An integrated documentation resource for protein families, domains and functional sites. Brief Bioinform. 2002;3:225–235. doi: 10.1093/bib/3.3.225. [PubMed] [Cross Ref]
  • Lewis SE, Searle SM, Harris N, Gibson M, Lyer V, Richter J, Wiel C, Bayraktaroglir L, Birney E, Crosby MA, Kaminker JS, Matthews BB, Prochnik SE, Smithy CD, Tupy JL, Rubin GM, Misra S, Mungall CJ, Clamp ME. Apollo: a sequence annotation editor. Genome Biol. 2002;3:RESEARCH0082. doi: 10.1186/gb-2002-3-12-research0082. [PMC free article] [PubMed] [Cross Ref]
  • Altschul SF, Gish W, Miller W, Meyers EW, Lipman DJ. Basic Local Alignment Search Tool. J Mol Biol. 1990;215:403–410. [PubMed]
  • Rice P, Longden I, Bleasby A. EMBOSS: the European Molecular Biology Open Software Suite. Trends Genet. 2000;16:276–277. doi: 10.1016/S0168-9525(00)02024-2. [PubMed] [Cross Ref]
  • Emanuelsson O, Brunak S, von Heijne G, Nielsen H. Locating proteins in the cell using TargetP, SignalP and related tools. Nat Protoc. 2007;2:953–971. doi: 10.1038/nprot.2007.131. [PubMed] [Cross Ref]
  • Krogh A, Larsson B, von Heijne G, Sonnhammer EL. Predicting transmembrane protein topology with a hidden Markov model: application to complete genomes. J Mol Biol. 2001;305:567–580. doi: 10.1006/jmbi.2000.4315. [PubMed] [Cross Ref]
  • HMMER. http://hmmer.org/
  • Langmead B, Trapnell C, Pop M, Salzberg SL. Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol. 2009;10:R25. doi: 10.1186/gb-2009-10-3-r25. [PMC free article] [PubMed] [Cross Ref]
  • Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B. Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods. 2008;5:621–628. doi: 10.1038/nmeth.1226. [PubMed] [Cross Ref]
  • Enright AJ, Van Dongen S, Ouzounis CA. An efficient algorithm for large-scale detection of protein families. Nucleic Acids Res. 2002;30:1575–1584. doi: 10.1093/nar/30.7.1575. [PMC free article] [PubMed] [Cross Ref]
  • Bailey TL, Elkan C. Fitting a mixture model by expectation maximization to discover motifs in biopolymers. Proc Int Conf Intell Syst Mol Biol. 1994;2:28–36. [PubMed]
  • Edgar RC. MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004;32:1792–1797. doi: 10.1093/nar/gkh340. [PMC free article] [PubMed] [Cross Ref]
  • Wernersson R, Pedersen AG. RevTrans: Multiple alignment of coding DNA from aligned amino acid sequences. Nucleic Acids Res. 2003;31:3537–3539. doi: 10.1093/nar/gkg609. [PMC free article] [PubMed] [Cross Ref]
  • Stamatakis A. RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models. Bioinformatics. 2006;22:2688–2690. doi: 10.1093/bioinformatics/btl446. [PubMed] [Cross Ref]
  • WebLogo3. http://weblogo.berkeley.edu
  • Thomas PD, Campbell MJ, Kejariwal A, Mi H, Karlak B, Daverman R, Diemer K, Muruganujan A, Narechania A. PANTHER: a library of protein families and subfamilies indexed by function. Genome Res. 2003;13:2129–2141. doi: 10.1101/gr.772403. [PMC free article] [PubMed] [Cross Ref]
  • PANTHER Database. http://www.pantherdb.org
  • PANTHER Classification System. http://www.pantherdb.org/tools/compareToRefListForm.jsp
  • PANTHER ftp site. ftp://ftp.pantherdb.org/genome/pthr7.0
  • Thomas PD. GIGA: a simple, efficient algorithm for gene tree inference in the genomic age. BMC Bioinformatics. p. 312. [PMC free article] [PubMed] [Cross Ref]
  • Gams KW, Hoekstra ES, Aptroot A. CBS Course of Mycology. Baarn, The Netherlands: Centraalbureau voor Schimmelcultures; 1998.
  • Letunic I, Bork P. Interactive Tree Of Life (iTOL): an online tool for phylogenetic tree display and annotation. Bioinformatics. 2007;23:127–128. doi: 10.1093/bioinformatics/btl529. [PubMed] [Cross Ref]
  • Campion C, Vian B, Nicole M, Rouxel F. A comparative study of carrot root tissue colonization and cell wall degradation by Pythium violae and Pythium ultimum, two pathogens responsible for cavity spot. Can J Microbiol. 1998;44:221–230. doi: 10.1139/cjm-44-3-221. [Cross Ref]
  • Buckeridge MS, dos Santos HP, Tiné MA. Mobilisation of storage cell wall polysaccharides in seeds. Plant Physiol Biochem. 2000;38:141–156. doi: 10.1016/S0981-9428(00)00162-5. [Cross Ref]
  • Doblin MS, Vergara CE, Read S, Newbigin E, Bacic A. In: The Plant Cell. Rose JKC, editor. Vol. 8. Ithaca, New York: Blackwell Publishing Ltd - CRC Press; 2003. Plant cell wall biosynthesis: making the bricks. pp. 183–222.
  • Denisov G, Walenz B, Halpern AL, Miller J, Axelrod N, Levy S, Sutton G. Consensus generation and variant detection by Celera Assembler. Bioinformatics. 2008;24:1035–1040. doi: 10.1093/bioinformatics/btn074. [PubMed] [Cross Ref]
  • Levy S, Sutton G, Ng PC, Feuk L, Halpern AL, Walenz BP, Axelrod N, Huang J, Kirkness EF, Denisov G, Lin Y, MacDonald JR, Pang AW, Shago M, Stockwell TB, Tsiamouri A, Bafna V, Bansal V, Kravitz SA, Busam DA, Beeson KY, McIntosh TC, Remington KA, Abril JF, Gill J, Borman J, Rogers YH, Frazier ME, Scherer SW, Strausberg RL. The diploid genome sequence of an individual human. PLoS Biol. 2007;5:e254. doi: 10.1371/journal.pbio.0050254. [PMC free article] [PubMed] [Cross Ref]
  • Brunner F, Wirtz W, Rose JK, Darvill AG, Govers F, Scheel D, Nürnberger T. A beta-glucosidase/xylosidase from the phytopathogenic oomycete, Phytophthora infestans. Phytochemistry. 2002;59:689–696. doi: 10.1016/S0031-9422(02)00045-6. [PubMed] [Cross Ref]
  • Chérif M, Benhamou N, Bélanger RR. Occurence of cellulose and chitin in the hyphal walls of Pythium ultimum: a comparative study with other plant pathogenic fungi. CanJMicrobiol. 1993;39:213–222.
  • Cosgrove DJ. Loosening of plant cell walls by expansins. Nature. 2000;407:321–326. doi: 10.1038/35030000. [PubMed] [Cross Ref]
  • Espagne E, Lespinet O, Malagnac F, Da Silva C, Jaillon O, Porcel BM, Couloux A, Aury JM, Segurens B, Poulain J, Anthouard V, Grossetete S, Khalili H, Coppin E, Dequard-Chablat M, Picard M, Contamine V, Arnaise S, Bourdais A, Berteaux-Lecellier V, Gautheret D, de Vries RP, Battaglia E, Coutinho PM, Danchin EG, Henrissat B, Khoury RE, Sainsard-Chanet A, Boivin A, Pinan-Lucarre B. The genome sequence of the model ascomycete fungus Podospora anserina. Genome Biol. 2008;9:R77. doi: 10.1186/gb-2008-9-5-r77. [PMC free article] [PubMed] [Cross Ref]
  • Coutinho PM, Anderson MR, Kolenova K, vanKuyk PA, Benoit I, Gruben BS, Trejo-Aguilar B, Visser H, van Solingen P, Pakula T, Seiboth B, Battaglia E, Aguilar-Osorio G, de Jong JF, Ohm RA, Aguilar M, Henrissat B, Nielsen J, Stålbrand H, de Vries RP. Post-genomic insights into the plant polysaccharide degradation potential of Aspergillus nidulans and comparison to Aspergillus niger and Aspergillus oryzae. Fungal Genet Biol. 2009;46 Suppl 1:S161–S169. doi: 10.1016/j.fgb.2008.07.020. [PubMed] [Cross Ref]
  • Agnihotri VP, Vaartaja O. The influence of nitrogenous compounds on growth of 711-727 species. Can J Microbiol. 1967;13:1509–1519. doi: 10.1139/m67-199. [PubMed] [Cross Ref]
  • Gaulin E, Jauneau A, Villalba F, Rickauer M, Esquerré-Tugayé MT, Bottin A. The CBEL glycoprotein of Phytophthora parasitica var-nicotianae is involved in cell wall deposition and adhesion to cellulosic substrates. J Cell Sci. 2002;115:4565–4575. doi: 10.1242/jcs.00138. [PubMed] [Cross Ref]
  • Torto-Alalibo T, Tian M, Gajendran K, Waugh M, van West P, Kamoun S. Expressed sequence tags from the oomycete fish pathogen Saprolegnia parasitica reveals putative virulence factors. BMC Microbiol. 2005;5:46. doi: 10.1186/1471-2180-5-46. [PMC free article] [PubMed] [Cross Ref]
  • Tian M, Benedetti B, Kamoun S. A second Kazal-like protease inhibitor from Phytophthora infestans inhibits and interacts with the apoplastic pathogenesis-related protease P69B of tomato. Plant Physiol. 2005;138:1785–1793. doi: 10.1104/pp.105.061226. [PMC free article] [PubMed] [Cross Ref]
  • Song J, Win J, Tian M, Schornack S, Kaschani F, Ilyas M, van der Hoorn RA, Kamoun S. Apoplastic effectors secreted by two unrelated eukaryotic plant pathogens target the tomato defense protease Rcr3. Proc Natl Acad Sci USA. 2009;106:1654–1659. doi: 10.1073/pnas.0809201106. [PMC free article] [PubMed] [Cross Ref]
  • Tian M, Huitema E, Da Cunha L, Torto-Alalibo T, Kamoun S. A Kazal-like extracellular serine protease inhibitor from Phytophthora infestans targets the tomato pathogenesis-related protease P69B. J Biol Chem. 2004;279:26370–26377. doi: 10.1074/jbc.M400941200. [PubMed] [Cross Ref]
  • Tian M, Win J, Song J, van der Hoorn R, van der Knaap E, Kamoun S. A Phytophthora infestans cystatin-like protein targets a novel tomato papain-like apoplastic protease. Plant Physiol. 2007;143:364–377. doi: 10.1104/pp.106.090050. [PMC free article] [PubMed] [Cross Ref]
  • Bouzidi MF, Parlange F, Nicolas P, Mouzeyar S. Expressed sequence tags from the oomycete Plasmopara halstedii, an obligate parasite of the sunflower. BMC Microbiol. 2007;7:110. doi: 10.1186/1471-2180-7-110. [PMC free article] [PubMed] [Cross Ref]
  • Meijer HJ, Govers F. Genomewide analysis of phospholipid signaling genes in Phytophthora spp.: novelties and a missing link. Mol Plant Microbe Interact. 2006;19:1337–1347. doi: 10.1094/MPMI-19-1337. [PubMed] [Cross Ref]
  • Werck-Reichhart D, Feyereisen R. Cytochromes P450: a success story. Genome Biol. 2000;1 REVIEWS3003. [PMC free article] [PubMed]
  • Iordachescu M, Imai R. Trehalose biosynthesis in response to abiotic stresses. J Integr Plant Biol. 2008;50:1223–1229. doi: 10.1111/j.1744-7909.2008.00736.x. [PubMed] [Cross Ref]
  • Vogel G, Aeschbacher RA, Muller J, Boller T, Wiemken A. Trehalose-6-phosphate phosphatases from Arabidopsis thaliana: identification by functional complementation of the yeast tps2 mutant. Plant J. 1998;13:673–683. doi: 10.1046/j.1365-313X.1998.00064.x. [PubMed] [Cross Ref]
  • Moustafa A, Beszteri B, Maier UG, Bowler C, Valentin K, Bhattacharya D. Genomic footprints of a cryptic plastid endosymbiosis in diatoms.. Science. 2009;324:1724–1726. doi: 10.1126/science.1172983. [PubMed] [Cross Ref]

Articles from Genome Biology are provided here courtesy of BioMed Central
PubReader format: click here to try

Formats:

Related citations in PubMed

See reviews...See all...

Cited by other articles in PMC

See all...

Links

Recent Activity

Your browsing activity is empty.

Activity recording is turned off.

Turn recording back on

See more...