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. 2006 Jul 12;7:177. doi: 10.1186/1471-2164-7-177

Comparative EST analysis provides insights into the basal aquatic fungus Blastocladiella emersonii

Karina F Ribichich 1, Raphaela C Georg 1, Suely L Gomes 1,
PMCID: PMC1550239  PMID: 16836762

Abstract

Background

Blastocladiella emersonii is an aquatic fungus of the Chytridiomycete class, which is at the base of the fungal phylogenetic tree. In this sense, some ancestral characteristics of fungi and animals or fungi and plants could have been retained in this aquatic fungus and lost in members of late-diverging fungal species. To identify in B. emersonii sequences associated with these ancestral characteristics two approaches were followed: (1) a large-scale comparative analysis between putative unigene sequences (uniseqs) from B. emersonii and three databases constructed ad hoc with fungal proteins, animal proteins and plant unigenes deposited in Genbank, and (2) a pairwise comparison between B. emersonii full-length cDNA sequences and their putative orthologues in the ascomycete Neurospora crassa and the basidiomycete Ustilago maydis.

Results

Comparative analyses of B. emersonii uniseqs with fungi, animal and plant databases through the two approaches mentioned above produced 166 B. emersonii sequences, which were identified as putatively absent from other fungi or not previously described. Through these approaches we found: (1) possible orthologues of genes previously identified as specific to animals and/or plants, and (2) genes conserved in fungi, but with a large difference in divergence rate in B. emersonii. Among these sequences, we observed cDNAs encoding enzymes from coenzyme B12-dependent propionyl-CoA pathway, a metabolic route not previously described in fungi, and validated their expression in Northern blots.

Conclusion

Using two different approaches involving comparative sequence analyses, we could identify sequences from the early-diverging fungus B. emersonii previously considered specific to animals or plants, and highly divergent sequences from the same fungus relative to other fungi.

Background

Since the sequencing of the first complete fungal genome, the budding yeast Saccharomyces cerevisiae [1], fungal genomics and the specific area of comparative genome analysis in fungi have experienced a recent but impressive advance. Following sequencing of the genomes of two other ascomycetes, Schyzosaccharomyces pombe and Neurospora crassa [2,3], efforts have focused on species throughout the fungal kingdom that represent diverse scientific interests. In this sense, genomes from plant and human pathogenic basidiomycetes have been sequenced [4,5] and there are drafts or genome projects in progress of other fungi. Likewise, the sequencing of one zygomycete genome has been completed and there are two chytrid genome projects underway (see [6] for an overview of fungal genome sequencing projects).

Expressed sequence tag (EST) data from fungi, even though less numerous than genome sequences, are also showing to be useful to specific and diverse aims, such as mapping previously characterized genes [7], investigation of patterns of fungal genome evolution [8], prediction of novel genes [9], prediction of pathogenicity determinants [10], identification of disease-related sequences [11], improvement of functional assignments [12], and identification of alternatively spliced mRNA species [13].

Recently, we reported a sequencing program of nearly 17,000 ESTs corresponding to different developmental stages of Blastocladiella emersonii life cycle, an early diverging fungus that belongs to the Chytridiomycete class [14,15]. Approximately 52% of the uniseqs presented similarity to sequences deposited in public data banks. Interestingly, several of these ESTs revealed similarity with known genes not previously reported in fungi, and which had been recognized as animal or plant specific proteins. Despite the fact that a consensus phylogenetic tree seems to resolve fungi and animals as sister groups [16], we wondered if some ancestral characteristics of fungi and animals or of fungi and plants could have been retained in this basal fungus and have been lost or become highly divergent in members of the late-branching group of fungi.

Our previous study provided the functional identification of putative unique transcripts based on sequence comparison, and contributed to linking in silico expression profile data with previous information about biological processes occurring throughout the fungal life cycle [14]. In this sense, the survey increased the knowledge about this interesting biological model. However, our approach did not provide a direct link between expressed sequences in B. emersonii and gene expression in major groups, like animals and plants.

In the present work, we carried out a large-scale comparative analysis of B. emersonii ESTs against protein and transcript sequences of fungi, animals and plants, using databases constructed ad hoc. Our goals were to identify putative orthologues in B. emersonii of genes previously classified as specific to animals and/or plants, as well as to find B. emersonii sequences common to fungi but which have evolved at a lower rate in this chytrid than in late-diverging fungi. Based on our results, we discuss possible relationships between expressed sequences and structures and/or biological processes occurring in animals and/or plants and B. emersonii, including a metabolic pathway previously reported only in animals and bacteria.

Results

B. emersonii-animal shared sequences

To uncover sequences shared by B. emersonii and animals, we carried out a comparison between B. emersonii ESTs and an animal database constructed ad hoc, and assigned a putative identification to these sequences (see Methods section below). We then classified B. emersonii sequences that matched with animal data (named B. emersonii-animal shared sequences) as follows: hits only found in animals; hits found in animals and protists (including flagellated and ciliated organisms and green algae not filtered as plants on purpose, some hits also included bacteria); hits only found in animals (when using an Evalue ≤ 10-5 as cut-off) but with protein family members also described in plants and/or fungi; hits found in animals and bacteria (Table 1).

Table 1.

Putative identification of 105 B. emersonii-animal shared sequences.

CONTIG PROCESSa SUBPROCESS DESCRIPTION Sc ORGANISM
BeAS318 cell growthb transport mannose-6-phosphate/insulin-like growth factor II receptor 62 Animals
BeE120N38E06 cell growth microtubule-based process Kinesin-associated protein 3 147
BeZSPN12E10 cell growth transport proton-coupled dipeptide cotransporter 53
BeE120N31C02 cell growth transport sperm-associated cation channel 2 isoform 1 71
BeAS13321 metabolism L-methylmalonyl-CoA metabolism EC 5.1.99.1 Methylmalonyl-CoA-racemase 204
BeAS1259 metabolism EC 5.4.99.2 Methylmalonyl-CoA-mutase 375
BeZSPN11A04 signal transduction inositol polyphosphate-4-phosphatase 63
BeE120N37B06 signal transduction guanylyl cyclase 77
BeAS12731 signal transduction Arf-like 2 binding protein BART1 100
BeE90N05E012 development sexual reproduction sperm associated antigen 1 (predicted) 66
BeE90N05C03 metabolism protein amino acid phosphorylation similar to CG32019-PA, isoform A 57
BeE90N10F02 signal transduction G-protein coupled receptor protein signaling pathway Hypothetical protein CBG04044 56
BeE120N07G08 unknown LOC495042 protein 50
BeE3018G09 unknown similar to CG7382-PA 60
BeE90N01G07 unknown similar to ATP-binding cassette protein C12 60
BeE90N07C01 unknown ENSANGP00000002549 AG 59
BeE90N08H06 unknown unnamed protein product 50
BeE90N12F11 unknown similar to Myosin heavy chain 72
BeE90N19F101 unknown similar to CG3313-PA 60
BeE90N20B07 unknown nonmuscle myosin heavy chain b 50
BeE90N20E12 unknown C20orf26 84
BeE90N25E10 unknown Origin recognition complex subunit 5 55
BeG90N01F09 unknown similar to KIAA0467 protein 55
BeG90N13H11 unknown ENSANGP00000021997 57
BeE90N02H12 unknown similar to Neurogenic locus notch homolog protein 1 69
BeE90N19F09 unknown similar to MEGF11 protein 64
BeE120N02G09 unknown unknown (WD repeat domain 34)* 63
BeAS1968 unknown unknown (leucine-rich) 60
BeE60N20B11 unknown Cc2-27, MGC83786* 53
BeAS392 unknown similar to RIKEN cDNA 5530601I19 74
BeG30N12H05 unknown C9orf119 protein 54
BeAS991 unknown Blu protein 107
BeE60N03A11 unknown unnamed protein product 100
BeAS334 unknown intraflagellar transport protein 71
BeAS76 unknown shippo 58
BeE60N01H07 unknown radial spokehead-like 1 70
BeAS1855 unknown unnamed protein product 85
BeAS590 unknown unnamed protein product* 94
BeAS239 unknown unnamed protein product 49
BeAS1806 unknown unnamed protein product 67
BeAS1622 unknown PHD finger protein 10* 62
BeAS973 unknown hypothetical protein* 63
BeE120N38F02 unknown predicted protein 58
BeE60N12D05 unknown ENSANGP00000021947 563
BeAS1425 unknown hypothetical protein 173
BeE60N08G06 unknown hypothetical protein* 158
BeE60N16C07 unknown hypothetical protein* 206
BeE120N03F08 unknown hypothetical protein 62
BeAS898 unknown ring finger protein 121 (RNF121) 95
BeAS153 unknown cortactin 97
BeG30N15C05 unknown K-Cl cotransporter 51
BeE60N16H08 unknown clusterin associated protein 1 93
BeAS1786 unknown SH3 and multiple ankyrin repeat* 96
BeE120N34D07 unknown axonemal dynein light chain p33 276

BeAS1072 metabolism proteolysis and peptidolysis intraflagellar transport particle protein 140 124 Animals and protists
BeAS1821 metabolism de novo pyrimidine base biosynthesis involved in spermatogenesis 126
BeE120N38D06 metabolism regulation of transcription RIKEN cDNA 4930506L13 137
BeE90N20A031,3 metabolism GTP biosynthesis similar to Ndpkz4 protein 100
BeE90N03H032,3 cell differentiation spermatid development sperm associated antigen 6 (SPAG6) 60
BeE90N11E043,4 development morphogenesis unnamed protein product 129
BeE90N14D083,4 response to stimulus sensory perception Unc-119 homolog 138
BeE60N09G102 cell growth microtubule-based process FLJ00203 protein 209
BeAS1587 cell growth microtubule nucleation centromere protein J* 133
BeAS2791 signal transduction AKAP-associated sperm protein 91
BeE120N06E012 signal transduction small GTPase mediated signal transduction dynein 2 light intermediate chain* 139
BeAS2842 signal transduction similar to capillary morphogenesis protein-1 137
BeAS16332 unknown spoke protein 152
BeAS962 unknown protofilament ribbon protein 105
BeE60N15D072 unknown IFT81* 155
BeAS16992 unknown radial spokehead-like 1 116
BeE90N01D061,3,4 unknown hypothetical protein, conserved 114
BeG90N18C043 unknown Sfrs1 protein 54
BeE90N05B013,4 unknown similar to CG17669-PA 124
BeG60N12A124 unknown ENSANGP00000011450 76
BeE90N13A07 unknown hypothetical protein DDB0168470 68
BeE90N15B103 unknown PREDICTED: hypothetical protein XP_787841 56
BeE90N11E093 unknown similar to WD-repeat protein 56, partial 102
BeE90N13H053,4 unknown similar to hypothetical protein 86
BeE90N14C083,4 unknown similar to Nasopharyngeal epithelium specific protein 1, partial 91
BeE90N18E063,4 unknown unnamed protein product 224
BeE90N22D063,4 unknown Hypothetical protein LOC555400 99
BeE90N01F043,4 unknown chromosome 21 ORF frame 59 variant 152
BeAS78 unknown PACRG (Parkin co-regulated gene) 286
BeAS847 unknown unc-93 homolog A 66
BeAS380 unknown C21orf59-like 136
BeAS1625 unknown zinc finger, MYND domain containing 12 176
BeAS1475 unknown unnamed protein product* 60
BeE60N17F02 unknown expressed protein 167
BeAS1840 unknown hypothetical protein* 55
BeE60N15C02 unknown RIKEN cDNA 9430097H08 163
BeAS451 unknown RIKEN cDNA 1700027N10 124
BeAS240 unknown CG1553-PB 103
BeZSPN14C121 unknown Protein C21orf2 61
BeAS1791 unknown Putative adenylate kinase 7 124
BeE60N04C06 unknown signal recognition particle 81
BeAS1698 unknown hypothetical protein 58

BeAS956 unknown ubiquitin-like 3 55 Animals (but also described in plants
BeE60N06C03 unknown probable katanin-like protein 70

BeE30N11H041 metabolism histidine catabolism Hypothetical protein Amdhd1 protein 216 Animals and bacteria
BeAS168Cd5 metabolism L-methylmalonyl-CoA metabolism EC 6.4.1.3 Propionyl-CoA carboxilase
BeE30N13F082 cell growth cation transport similar to sperm-associated cation channel 2 isoform 1 141
BeE90N16A05 metabolism, signal transduction regulation of transcription, two-component signal transduction system (phosphorelay) putative two-component response regulator 167
BeAS15121 unknown EC 2.5.1.17 Adenosyltransferase 195
BeAS1143 unknown CG4662-PB, LD23951p, unnamed 58
BeAS509 unknown Similar to RIKEN cDNA 2010311D03 95

1Full-length sequences. 2Sequences associated with flagella. 3Matches with euglenozoos. 4Matches with ciliates. 5ESTs assembled in this contig were obtained from B. emersonii cells treated with cadmium (accession number DQ533709). aBiological process, according to GO, assigned to the best hit in the specific database. bcell growth means cell growth and/or maintenance. cBit score values obtained by searching against nr and dbEST-others (assigned as ESTs) databases from Genbank. *Genes presenting an Evalue between 10-3 and 10-5 against ad hoc fungal database. Proteins mentioned in the text are in bold

As the most important result, matches only with animal proteins revealed two consensus sequences encoding enzymes involved in coenzyme B12-dependent propionyl-CoA metabolism: DL-methylmalonyl-CoA racemase (EC 5.1.99.1) and methylmalonyl-CoA mutase (EC 5.4.99.2). We also found ESTs encoding the alpha and beta chains of propionyl-CoA carboxylase (EC 6.4.1.3), the enzyme that catalyzes the first step of this metabolic route (Table 1 and Figure 1). These enzymes give the capacity to metabolise propionate through propionyl-CoA and methylmalonyl-CoA in the TCA cycle and they seem to be present in most animal species and prokaryotes [17,18] but there are no sequences or activities described in fungi. Furthermore, methylmalonyl-CoA mutase needs adenosylcobalamin (coenzyme B12) as a cofactor and we wondered whether sequences encoding enzymes involved in biosynthesis of coenzyme B12 would be expressed in B. emersonii. Interestingly, we found another assembled sequence, among the matches with animal and bacteria proteins, encoding an ATP:Cob(I)alamin adenosyltransferase (EC 2.5.1.17), the enzyme that catalyses the last step of coenzyme B12 biosynthesis. Afterwards, we proceeded to do an experimental validation of the expression of these sequences in the fungus. As shown in Northern blot assays (Figure 2A–H), these genes are expressed during B. emersonii sporulation. In addition, as cobalt is necessary for the pathway to function, we also evaluated expression of these genes in cells exposed to cobalt and all four genes appeared to be induced by this cation (Figure 2E,H).

Figure 1.

Figure 1

Scheme of the pathway of cobalamin-dependent propionyl-CoA metabolism. Enzymes mentioned in the text and in Table 1 are underlined.

Figure 2.

Figure 2

Northern blot analysis of B. emersonii genes encoding enzymes involved in propionyl-CoA metabolism. A, E. Propionyl-CoA carboxylase; B, F. DL-methylmalonyl-CoA-racemase; C, G. Methylmalonyl-CoA mutase; D, H. ATP:Cob(I)alamin adenosyltransferase. The RNA blots were also hybridized with a probe of the hsp70-3 gene, which is not induced by CoCl, as a control (A1-D1). Data from densitometry scanning of the hybridization bands is shown in panels E-H. The values were normalized using the hsp70-3 bands as a control. S = total RNA isolated from cells after 60 min of sporulation; S + Co = total RNA isolated from cells after 60 min of sporulation in the presence of 100 μM CoCl.

Moreover, approximately 10% of the hits obtained through this approach were related to flagella and significant alignments appeared with animals and Chlamydomonas reinhardti, suggesting that these sequences are conserved among different organisms. Finally, 13% of the matches included animals and euglenozoos, as Trypanosoma cruzi, and 10% included the ciliated Tetrahymena thermophila. A small proportion of two hits revealed sequences that retrieved significant matches only with animal proteins, but which belong to protein families with members among plants and fungi. However, both of them are not well characterized.

B. emersonii-plant shared sequences

After removal of contaminants, as carried out for B. emersonii-animal shared sequences, we classified the hits found against the plant database (B. emersonii-plant shared sequences) as follows: hits only found in plants; hits found in plants and protists; hits only found in plants but with protein family members also described in animals and/or fungi; hits found in plants and bacteria (Table 2).

Table 2.

Putative identification of 20 B. emersonii-plant shared sequences. See legend of Table 1 for details of the notes.

CONTIG PROCESSa SUBPROCESS DESCRIPTION Sc ORGANISM
BeAS808 metabolism protein amino acid phosphorylation receptor protein kinase 62 Plants
BeE90N21F06 metabolism protein amino acid phosphorylation phytosulfokine receptor precursor 82
BeE90N13B04 signal transduction two-component signal transduction system (phosphorelay) ethylene receptor CS-ETR2 76
BeAS1061 cell growthb RNA-dependent DNA replication unknown, putative reverse transcriptase* 70
BeE90N13A06 unknown ESTs 40
BeE30N05D12 unknown putative elicitor-responsive gene 51
BeAS1555 unknown putative elicitor-responsive gene 52
BeZSPN17F09 unknown ESTs* 60
BeG90N16H10 unknown ESTs 61
BeAS1324 unknown unknown 73
BeAS1941 unknown ESTs 56

BeAS412 unknown LMBR1 integral membrane family protein-like 169 Plants and protists
BeE120N27G09 unknown LMBR1 integral membrane family protein 88
BeE90N07H12 unknown ESTs* 49

BeAS412 cell growth transport putative syntaxin 71* 81 Plants (but also described in animals and/or fungi)
BeAS1606 unknown putative isp4 protein* 55
BeG60N07F02 unknown ESTs* 49
BeE90N18D12 unknown putative DNA damage repair protein* 52

BeZSPN13D02 metabolism proteolysis and peptidolysis ATP/GTP-binding site motif A (P-loop) 145 Plants and bacteria
BeE30N11G05 unknown Putative transcription activator 74

The first important difference observed in B. emersonii-animal and B. emersonii-plant sequence comparison was the number of uniseqs with matches in each group: the number of matches with plants was one fifth of the number obtained with animal proteins (20 vs. 105). However, some noteworthy information could be obtained. Three putative protein receptors: a phytosulfokine receptor, an ethylene receptor CS_ETR2 and a protein kinase receptor (the first two mentioned in [14]), which are plant receptors not previously found among fungi, were found in B. emersonii.

On the other hand, two B. emersonii assembled sequences presented significant matches only with plants but encode proteins that belong to families with members in animals and fungi. One of them encodes a putative Isp4 protein, which represents a family of transporters of small oligopeptides (OPT family), initially characterized only in three different species of yeast [19-21]. A set of related proteins from Arabidopsis thaliana, characterized as oligopeptide transporters, was later described as an outgroup to the yeast set by neighbor joining analysis [22]. The B. emersonii assembled sequence aligns with a significant score only to sequences of the plant OPT family and not to the fungal sequences. Nevertheless, although the assembled sequence presents the conserved regions characteristic of the protein family of both animals and fungi, the region of alignment comprises less than 60% of the total length of the best matching sequence. Thus, the assignment of a putative function for the protein should be taken with caution.

The other assembled sequence matched with a member of the syntaxin family of soluble N-ethylmaleimide-sensitive factor adaptor protein receptors (SNAREs) superfamily, which is known to play an important role in the fusion of transport vesicles with specific organelles [23]. In a general sense, animals and plants have syntaxins that are orthologues to one of the yeast syntaxins. However, whereas some classes of yeast and mammalian syntaxin genes appear to be absent in Arabidopsis, its genome presents syntaxin gene families not found in other eukaryotes [24]. The SYP7 family (with three members) does not appear to have an ortholog among yeast or animal syntaxins, and this group may be unique to plants. The B. emersonii assembled sequence mentioned above matched with a putative syntaxin 71, a member of SYP7 family. We also looked for B. emersonii ESTs encoding other syntaxin family members and found representatives for all except one (SYP8) of the families categorized according to Sanderfoot et al. [24](Table 3).

Table 3.

Distribution of syntaxin family members in different main groups of organisms. The column with B. emersonii heading indicates the presence (yes) or absence (not found yet) of ESTs encoding the respective syntaxins in our libraries. SNARE proteins (including syntaxins) have been reclassified in two groups divided into five classes (see [41] and ref. there in). We have maintained the distribution according Sanderfoot et al. [24] to facilitate the comparison with our data.

SUBFAMILIES of SYNTAXINS and their ORTHOLOGS
PLANTS ANIMALS FUNGI (S. cerevisiae) B. emersonii

SYP1 Syn1 SSO1 and SSO2 Yes
SYP2 Syn7, Syn12 and Syn13 Pep12 and Vam3 Yes
SYP3 Syn5 Sed5p Yes
SYP4 Syn16 Tlg2p Yes
SYP5 and SYP6 Syn 8, Syn6 and Syn 10 Tlg1p Yes
SYP7 NO ORTHOLOGS NO ORTHOLOGS Yes
SYP8 Syn18 Ufe1p Not found yet

B. emersonii-animal-plant shared sequences

Following the same procedure carried out for the two previous analyses, we classified the hits found against the animal and plant databases (B. emersonii-animal-plant shared sequences) as follows: hits found in animals and plants; hits found in animals, plants and protists (some hits also included bacteria); hits found in animals and plants but with protein family members also described in fungi; hits found in animals, plants and bacteria (some hits also included protists) (Table 4).

Table 4.

Putative identification of 37 B. emersonii-animal-plant shared sequences. See legend of Table 1 for details of the notes.

CONTIG PROCESSa SUBPROCESS DESCRIPTION Sc ORGANISM
BeE30N11D12 metabolism regulation of transcription similar to PHD finger protein 16 61 Animals and plants
BeE30N11E01 metabolism protein amino acid phosphorylation receptor tyrosine kinase 54
BeE30N16H02 metabolism, response to stimulus electron transport, phototransduction GA20503-PA 58
BeE90N24F09 metabolism, signal transduction protein amino acid phosphorylation, intracellular signaling cascade CG3216-PB, isoform B 176
BeAS682 unknown hypothetical protein DDB0204189 51
BeAS1783 unknown similar to RIKEN cDNA 3110006P09 60
BeAS701 unknown similar to bicaudal-C 59

BeAS1800 metabolism histidine catabolism Probable urocanate hydratase (EC 4.2.1.49) 307 Animals, plants and protists
BeAS1219 metabolism proteolysis and peptidolysis aminoacylase 1 134
BeAS3841 metabolism regulation of transcription, DNA-dependent hypothetical protein DDB0188202 96
BeE120N26E05 metabolism nucleoside triphosphate Nucleoside diphosphate kinase, putative* 80
biosynthesis
BeE90N22D09 development similar to transcription factor IIB 321
BeE90N06A09 unknown Zgc:101782 76
BeE30N21F06 cell growth, metabolism vesicle-mediated transport, lipid metabolism similar to copine VIII 121
BeE90N13D061 response to stimulus defense response similar to Interferon-induced guanylate-binding protein 158
BeE90N21E02 metabolism cytoskeleton organization and biogenesis LOC398504 protein 64
BeAS3151 unknown ENSANGP00000015780 105
BeAS8841 unknown MTN3 89
BeAS1905 unknown fiber protein Fb27 95
BeAS891 unknown similar to NN8-4AG* 134
BeE120N08C01 unknown similar to B9 protein 124
BeE60N19G081 unknown rudimentary enhancer 75

BeZSPN11C071 cell growth, transport N-ethylmaleimide sensitive fusion protein attachment protein gamma 70 Animals and plants (but also described in fungi)
BeZSPN17H061 cell growth transport YfnA 86
BeAS17701 metabolism intracellular protein transport Fructose-bisphosphate aldolase C 416
BeG30N01B091 metabolism nucleotide catabolism 5'-nucleotidase, cytosolic III 103
BeAS16561 metabolism protein amino acid phosphorylation RAC-gamma serine/threonine-protein kinase* 62
BeAS1542 metabolism electron transport Acad8 protein* 92
BeAS1889 metabolism amino acid metabolism glutamate dehydrogenase 193
BeZSPN18F021 unknown putative NEC1 Mtn3 family 92
BeE60N17G06 unknown WD-repeat protein 71

BeAS111 metabolism, signal transduction protein amino acid phosphorylation, intracellular signaling cascade guanylyl cyclase 191 Animals, plants and bacteria
BeE90N18H07 metabolism porphyrin biosynthesis Putative oxygen-independent coproporphyrinogen III oxidase 106
BeE90N21G11 signal transduction putative membrane protein 151
BeE90N24F08 unknown Protein of unknown function UPF0061 124
BeAS585 unknown aminotransferase, putative 59
BeAS64 unknown hypothetical protein LOC554117* 138

A noteworthy identification was a putative urocanate hydratase, urocanase or imidazolone-propionate hydrolase (EC 4.2.1.49), the second enzyme involved in the catabolism of histidine by conversion of this amino acid to glutamate [25]. We also found an EST encoding an imidazolonepropionase (EC 3.5.2.7), among the matches with animal and bacteria proteins, the third enzyme in the same pathway. The first enzyme of the pathway is the histidase or histidine-ammonia lyase, which converts histidine into urocanate, the substrate of the urocanase. Urocanase has been found in bacteria, in the liver of mammals, in the land plant white clover, and also in Chlamydomonas reinhardtii (see [26] and ref. therein; [27]). This activity is probably present in protists and other plants as Medicago sativa, according to sequences deposited in Genbank protein database. In bacteria, the degradation of histidine to glutamate provides the organism with a source of carbon and nitrogen (see [28] and ref. therein). Fungi apparently lack urocanase activity, as revealed by the absence of genes encoding the enzyme in fungal sequence resources. The enzyme activity has been specifically searched in Aspergillus nidulans [28]. This fungus synthesizes an active histidase enzyme but cannot use histidine as the sole carbon source, which has been attributable to the lack of an active urocanase; histidine is quantitatively converted to urocanate, which accumulates in the extracellular medium.

Among the sequences recovered, we also observed a type C fructose-bisphosphate aldolase (FBA). This type of enzyme belongs to the Class I aldolase family, whose members have been observed mainly in higher eukaryotes. Fungi FBAs belong to the Class II aldolase family, presenting little similarity with proteins from Class I (Rutter, 1964 in [29]). In addition, we did not find another FBA in B. emersonii transcript database.

Three different putative proteins from B. emersonii, originated from full length cDNA sequences, do not have orthologues in other fungi but are found in animals and plants, and present similarity with the MtN3 family of proteins according to Pfam database. Although the molecular function of the proteins that compose this family is unknown, they are almost certainly transmembrane proteins. One of the B. emersonii putative proteins contains six transmembrane regions and one MtN3 domain [BeDB: BeAS884], another presents seven transmembrane regions and two MtN3 domains [BeDB: BeAS315], and the third one contains five transmembrane regions and one MtN3 domain [BeDB: BeZSPN18F02], according to the Interpro program package.

We also identified a novel sequence not previously identified in fungi: a singlet encoding a gamma-SNAP protein (soluble N-ethylmaleimide-sensitive factor-attachment protein). Whereas alpha-SNAP homologues have been identified in yeast, plant, mollusk and insect cells, gamma-SNAP homologues have been found only in mammals, plants and more recently Dictyostelium discoideum [30]. In addition, a cDNA encoding an alpha-SNAP homologue was also observed in B. emersonii database, showing that this fungus has the two different types of SNAP proteins.

Finally, among B. emersonii-animal, B. emersonii-plant and B. emersonii-animal-plant shared sequences, the highest percentage of matches (approximately 65%) was achieved for sequences encoding proteins classified in unknown processes. In fact, the functional characterization of these sequences remains one of the most important challenges in post-transcriptome research.

Sequence divergence comparison between B. emersonii and N. crassa or U. maydis

We also carried out a comparative analysis to identify B. emersonii putative genes with a higher degree of similarity to animal or plant genes than to their fungal counterparts. The S' values, obtained for pairs of putative orthologues from N. crassa/U. maydis and B. emersonii, were plotted with their best matches in animal or plant sequences. Pairs of hits with highest differences in S' values in two or more comparisons were chosen for further investigation (Figure 3). Four apparently divergent sequences were identified and three of these were, unexpectedly, more divergent in B. emersonii than in N. crassa and U. maydis (Table 5). None of the four sequences appeared related by biological process, function or localization. In addition, two of them, encoding a putative Rbj-like protein and an elongation factor 1 alpha long form, do not have clear orthologous relationships.

Figure 3.

Figure 3

Pairwise score comparison between fungal orthologues and animal and plant sequences. Black dots on the plots represent score-pairs with a difference in bit score equal or higher than 150.

Table 5.

Selected divergent and conserved orthologs from B. emersonii according to pairwise bit score plots. ΔS' = difference in bit score value. For each comparison plus and minus signs represent conserved and divergent B. emersonii sequences, respectively. Black circles identify a difference between N. crassa or U. maydis and B. emersonii scores when compared to animal or plant sequences (Nc A, Nc P, Um A and Um P, respectively). The database accession numbers below the circles correspond to sequences from N. crassa/U. maydis and animal/plant putative orthologs in each comparison. Data were selected from the plot in figure 3 and re-evaluated by comparison with other fungal vs. animal/plant scores. Database assembled sequences or accession numbers of B. emersonii and animal/plant putative orthologous sequences (same order as shown in the table) are: B. emersonii, [BeDB:BeAS1253, BeAS1274, BeAS745, and BeAS895]; animal data, [Genbank:DAA01331, AAB00075, AK060330, and EMBL: CAF97202]; plant data, [Genbank: AK062838, AK110624, and AK073448]

DESCRIPTION Δ S NcA NcP UmA UmP
Rbj-like protein -198 Genbank: EAA33910 Genbank: EAA33910
-193 Genbank: AAH45014 Genbank: AB018117
elongation factor 1 -407 Genbank: EAA35632 Genbank: EAK82108
alpha long form -416 Genbank: AAB00075 PRF:2021264A
ADP/ATP translocase -186 PIR:XWNC Genbank: EAK82103
-324 DDBJ: AK073448 DDBJ: AK073448
2-amino-3-carboxymuconate- 231 Genbank: EAA30585 Genbank: EAK85652
6-semialdehyde decarboxylase 264 EMBL: CAF97202 RefSeq:NM_134372

Rbj-like or Rjl proteins are members of Ras-related GTP-binding proteins. Rjl proteins have recently been identified as a new family, independent of the Rab family, to which they were initially linked [31]. There is no evidence for a role for these proteins in other organisms, except chordates [31]. As no Rjl sequences were identified in other fungi, we looked for family signatures in B. emersonii deduced protein sequence, and we also checked N. crassa, animal and plant data, which had been collected as orthologues.

In the putative protein from B. emersonii, four of the family characteristics identified by Nepomuceno-Silva et al. [31] were observed: 1) the substitution of the canonical glutamine residue in the third GTP binding domain; 2) the alteration of the DTAGQE motif to DMAGDR (it is the first motif with E to R substitution); 3) the percent identity with other Rjl proteins (between 37 and 40%), with only one exception; 4) the absence of a prenylation motif. Using a hidden Markov Model [32,33], a signal peptide prediction was made but with low probability (58 %), and no signal anchor was predicted, as is expected for Rjl proteins.

The apparent N. crassa ortholog [Genbank: EAA33910] and its best matches among animal and plant data were GTPases from the Rab family. Likewise, the best match of B. emersonii Rjl in the plant database was a Rab protein [Genbank: AK062838], in agreement with the absence of Rjl records in land plants. In contrast, when compared with animal data, B. emersonii Rjl aligned better with an Rbj protein from Tetraodon nigroviridis [Genbank: DAA01331], which is the expected Rjl ortholog in chordates.

The elongation factor 1-α (EF1-α), a core member of the protein biosynthesis machinery, is ubiquitous in eukaryotes and in prokaryotes, where it is named EF-Tu [34]. B. emersonii presents an EF-like or EFL protein, which is different from the canonical EF1-α identified in the majority of the organisms [14]. Due to this fact, we expected to sample the B. emersonii divergent sequence encoding the EFL protein during this procedure. Although EFL and EF1-α probably perform similar roles, they are clearly different proteins, and EFL proteins form a completely separated branch in molecular phylogenies. Moreover, taxa genomes with EF1-α lack EFL, suggesting that EFL has replaced eEF-1 α several times independently [34]. However to our surprise, a first data processing revealed no significant S' difference (ΔS') between the pair B. emersonii EFL/plant protein match, and N. crassa/U. maydis EF1-α/plant protein matches, even though these two fungi present the canonical form of EF1-α. The explanation for this unexpected result is that Oryza sativa genome apparently contains two different genes [Genbank: AK110624 and AK107366], one that matched with the sequence encoding B. emersonii EFL, and another that matched with the fungal N. crassa and U. maydis EF1-α. In addition, O. sativa genome also presents a third gene encoding the canonical EF1-α [Genbank: AK103738] usually found in plants. The first two rice sequences do not seem to be contaminant products, as no positive results were obtained using blastn against Genbank non-redundant or dbEST databases. Altogether, O. sativa genome seems to contain three genes encoding divergent EF1-α. Whether or not all three sequences actually represent rice genes requires clarification.

Another assembled sequence shown to be divergent in B. emersonii encodes a mitochondrial ADP/ATP translocase. This translocase, also known as a mitochondrial adenine nucleotide translocator (ANT), catalyses the exchange of ATP and ADP between mitochondria and cytosol, and seems to participate in mitochondrial events that control cell death (see [35] and ref. therein.) The divergence of B. emersonii sequence was only observed when the comparison was carried out against the plant database. A molecular phylogeny based on neighbor-joining distances following a Poisson model resolved B. emersonii sequence in a branch separate from other fungi, which diverged closer to plant than to animal counterparts (data not shown). This tree is in agreement with the differences revealed through local alignments. Curiously, B. emersonii branch was shared with three other sequences from evolutionarily distant organisms: Dictyostelium discoideum [RefSeq:XM_642074], Phytophtora infestans [Genbank: AAN31467] and Oryza sativa [Genbank: AK060330]. In addition, we identified three more O. sativa unigenes together with the above sequence: the canonical plant sequence [RefSeq:XP_467495], one that branched with fungi [Genbank: AK110815], and another very similar to a U. maydis sequence [Genbank: AK108179], which remained unresolved as its putative fungal ortholog.

Finally, we found sequences encoding a putative 2-amino-3-carboxymuconate-6-semialdehyde decarboxylase or ACMSD (EC 4.1.1.45), an enzyme involved in the tryptophan-niacin pathway in eukaryotes. There are few eukaryotic and even fewer prokaryotic sequences known. Fungal sequences are poorly characterized, and they are apparently absent from plants. Moreover, we could observe that some bacterial sequences diverged with the eukaryotic counterparts in a molecular phylogeny constructed with the same method used for the putative ANT (data not shown). This observation suggests the possibility of lateral gene transfer, as proposed by Muraki et al. [36]. B. emersonii deduced protein appears to have the two conserved motifs described for ACMSD proteins by the same authors, even though the motifs possess clear differences from those found in fungal homologues.

Discussion

We carried out a comprehensive comparative EST analysis that identified one hundred and sixty-six expressed sequences from the aquatic fungus B. emersonii encoding putative proteins not previously reported in other fungi.

Among the ESTs with significant similarity to animal sequences, we found assembled sequences encoding enzymes involved in coenzyme B12-dependent propionyl-CoA metabolism. Propionate, the second most abundant fatty acid in soil, is formed by fermentative processes from carbohydrates and several amino acids [37]. Propionate is converted to propionyl-CoA, which is also formed by oxidation of odd-chain fatty acids and several amino acids, and then converted to succinyl-CoA that then enters the central metabolism. This pathway is used in diverse metabolic processes and homologues of intervening enzymes were found within archaeal, bacterial and eukaryal genomes, but not in plants or fungi. In mammals, this route is employed in the catabolism of valine, isoleucine, methionine, threonine, thymine, cholesterol, as well as odd-chain fatty acids [38], and defects in some of the enzymes involved lead to the rare but severe inherited disease methylmalonyl aciduria [17].

Propionate is generally toxic to fungi and bacteria, and this is the reason why it is widely used as a preservative [39]. Despite its toxicity, many bacteria and fungi are able to use propionate as carbon and energy sources under aerobic conditions, using an alternative pathway to that mentioned above, the "methyl citrate cycle" that catalyses the oxidation of propionate to pyruvate.

Fungi such as S. cerevisiae and Aspergillus nidulans seem to lack cobalamin-dependent functions and therefore cannot use the methyl-malonyl-CoA pathway [18]. Leadley et al. [18] suggested that the maintenance of this pathway in proto-eukaryotes would have meant a high evolutionary cost, due to the need to preserve also the enzymes capable of producing coenzyme B12, and at the same time, the existence of other pathways for propionate utilization may have superceded the selective pressure for preserving this metabolic route.

The question is why B. emersonii would express coenzyme B12-dependent enzymes under the conditions tested. The presence in archaea, eubacteria and animals of coenzyme B12 and coenzyme B12-dependent enzymes seems to indicate that the conservation of these functions is important to diverse processes and this principle can also be applied to fungi. Despite the absence of genes encoding cobalamin-dependent proteins and enzymes of coenzyme B12 biosynthesis in the fungal genomes sequenced, pathways involving this coenzyme could be active under conditions not frequently tested in other fungi whose genomes have not been sequenced yet. In fact, some of B. emersonii ESTs encoding these enzymes were isolated from a cDNA library constructed with mRNA isolated from cells exposed to high concentrations of cadmium. Differently from cadmium, several transition metals, such as cobalt, play a role as catalysts in a variety of enzymatic reactions. These metals, which are normally useful to the cells, can be toxic when in excess. Thus, many molecular mechanisms for cell detoxification have been developed. Some of these mechanisms are promiscuous, being responsible for detoxification of more than one of these heavy metals [40]. In this sense, we cannot rule out the possibility that some B. emersonii genes induced by exposure to cadmium could be involved in cobalt metabolism.

Our analysis has also shown eleven sequences associated to flagella-related proteins expressed in B. emersonii and animals, nine of them also present in green algae. The absence of these sequences from fungi and plant databases was expected, as a consequence of the bias in the most investigated species, which mainly belong to late-diverging fungi and land plants. Thus, B. emersonii could be a good model to study processes related to flagella structure and movement, probably contributing to the characterization of differences between animals and other flagellated cells.

Comparison of B. emersonii ESTs with plant sequences revealed two assembled sequences with high similarity to genes found only in plants, but encoding proteins that belong to families with members also in animals and fungi: a putative Isp4 protein (an oligopeptide transporter) and a putative syntaxin 71 (a member of SYP7 family of protein receptors). Oligopeptides can be used as source of amino acids, nitrogen and carbon, and their transporters have been documented in bacteria, fungi and plants. The identification of multiple OPTs in Arabidopsis, with tissue-specific expression patterns, supports the idea of different functional roles for these transporters, e. g., regulators of hormone activity in hormone-peptide conjugates [22]. There is also evidence indicating that members of other peptide transporter family, the PTR, have a role in plant growth and development. Thus, it is possible that the putative OPT found in B. emersonii has a specific function, different from those described in other fungi, as regulation of growth and differentiation.

In this same context, we can include the matches of B. emersonii ESTs with two plant receptors associated with the control of proliferation and development in plants. Even though the alignments extend over a conserved region in the plant sequences, domains characteristic of the assignments do not overlap. Consequently, B. emersonii proteins could be involved in completely different processes. Further studies will be necessary to clarify this hypothesis.

The syntaxin family of proteins is well represented in B. emersonii transcriptome. We found representatives for all except one (SYP8) of the defined families [24] (Table 3). The group included syntaxin 71, a member of SYP7 family, which seems exclusive of plants. Such broad representation suggests that syntaxin 71 could have specific functions in B. emersonii, perhaps related to functions developed in plants.

Members of the syntaxin family are known to play an important role in the fusion of transport vesicles with specific organelles [23], and specifically SYP7 proteins seem to be involved in transport between the ER and the Golgi apparatus [41]. Interestingly, membrane transport and vesicle rearrangement have critical importance during the sporulation stage of B. emersonii life cycle [42], and several ESTs related to this function were exclusively isolated from sporulating cells (see [43] GO:0006886 intracellular protein transport), which includes the EST encoding the possible syntaxin 71.

B. emersonii-animal-plant common sequences included an urocanase, an enzyme with no records in sequenced fungal genomes and which could be indicative of B. emersonii's ability to use histidine as a carbon source. The presence of sequences encoding enzymes possibly involved in the catabolism of valine, isoleucine, methionine and threonine (such as the enzymes that are active in coenzyme B12-dependent propionyl-CoA metabolism), and enzymes possibly involved in the catabolism of histidine, suggest that B. emersonii metabolism might be directed towards amino acid catabolism, as a source of carbon. Early studies in chytrids indicated distinct roles for some amino acids, other than serving as nitrogen source or protein building blocks. For instance, certain amino acids have been shown to be effective in initiating growth on sugars different from glucose, such as mannose and fructose, in Allomyces macrogynus cultures, presumably supplying both carbon and nitrogen sources [44].

An assembled sequence encoding a FBA type C, a member of class I FBA, was also found in our analyses. FBAs are divided into two non-related protein classes: Class I FBA, not found in fungi but with widespread distribution in other eukaryotes and also found in prokaryotes, and Class II FBA, identified mainly in eubacteria and also in eukaryotes, including fungi [29,45]. Although the scattered taxonomic distribution of FBA classes does not have a consensual evolutionary explanation yet, gene duplication events and replacement of one paralog by the other are events that could have occurred. For instance, there is some evidence for the existence of an ancestral class II aldolase, from the endosymbiosis with a cyanobacterium, which could have been replaced by a class I aldolase in red and green algae, as well as in higher plants [29,46]. Class II FBA genes of ascomycetes are also of eubacterial origin, and probably consequence of endosymbiosis with mitochondria ancestors [47]. Thus, a gene replacement event such as the proposed for red and green algae and land plants could similarly be proposed for the origin of B. emersonii FBA gene.

Even more interesting than the presence of a member of class I FBA in B. emersonii, could be the type observed, the C type, which is supposed to have evolved after divergence of the B type [48]. In fact, no B type FBA sequences were observed among B. emersonii ESTs. One possible explanation would be that the C type FBA could have replaced the B type. Another explanation, perhaps the simplest one, is that the B type sequence was not found among B. emersonii sequenced ESTs, but the gene is present in the genome. However, why both types of FBAs would be expressed in B. emersonii is not clear yet. In vertebrates, Class I comprises three types of isozymes expressed in different tissues: aldolase A (muscle type, also expressed in brain), B (liver type) and C (brain type). As described for other enzymes of the glycolytic pathway, aldolases A and C display activities different from that observed during glucose metabolism, as they regulate the stability of the light neurofilament mRNA through their ribonuclease activity [49]. A specialized function for the C type aldolase in B. emersonii should not be ruled out.

In addition, two putative genes encoding the alpha and gamma-SNAPs were observed in B. emersonii. Until now, no gamma-SNAPs have been described in fungi, B. emersonii being the first fungus in which this gene has been identified. However, the presence of both alpha and gamma-SNAPs in eukaryotic cells seems to be the rule, with fungi being the exception, considering that five phylogenetically distant species are known to possess both alpha and gamma-SNAP: D. melanogaster, B. taurus, H. sapiens, A. thaliana and D. discoideum [30]. The protein alpha-SNAP is essential for membrane traffic because it allows efficient NSF/SNARE interaction. Instead of this direct function, gamma-SNAP could have a regulatory role in membrane fusion. It was also suggested a role for gamma-SNAP in mitochondrial dynamics, contributing as an adaptor in the attachment of mitochondria to the cytoskeleton [50]. Our results in B. emersonii indicate that D. discoideum is not the only simple eukaryote containing both alpha and gamma-SNAPs.

As a second approach to discover non-typical fungal genes in B. emersonii, we carried out a comparative analysis with the expressed sequences of this aquatic fungus and other fungal sequences. We intended to be conservative at the time of selection and very few sequences were identified. Likewise, several difficulties arose due to the complexity of dealing with large multigene families. Indeed, two of the four selected sequences initially collected were not orthologues, and the relationship between the other two is not evident, but we decided to include these sequences in our analysis because the information extracted was also relevant. In fact, even though the sequences encoding the Rjl protein were not reported in fungi or plants, we did not detect them among the 105 B. emersonii-animal-shared sequences selected in our first approach. The divergence found for the other three cases (EF1α, ADP/ATP translocase and aminocarboxymuconate semialdehyde decarboxylase) is also noteworthy, because it could reflect high evolutionary rates, gene duplication and replacement (as suggested for EF1α in [34]), gene conversion, or horizontal gene transfer from prokaryotes to eukaryotes or among eukaryotes, which seems to be more common that previously thought (see [31]).

This collection of selected B. emersonii assembled sequences represents the result of approaches that use comparative EST analyses to address differences and similarities between chytrids and other eukaryotes (other fungi, animals and plants). The results of such analyses will probably suffer modifications when more fungal sequences are available. Specifically, other chytrid and zygomycete sequences will contribute to define retained, lost and divergent genes. Moreover, at least part of the borderline sequences (with an Evalue between 10-3 and 10-5 against ad hoc fungal database), which could be true divergent homologues, could constitute a group of interest to help understand phylogenetic relationships among fungi.

Conclusion

Through two different approaches involving comparative sequence analyses, and using computational tools and manual revision, we identified 162 protein-coding sequences from B. emersonii previously described in animals (such as coenzyme B12-dependent propionyl-CoA pathway members, and proteins related to flagella structure or movement), in plants (such as protein receptors, a putative member of small olipeptide transporter, and a SYP7 family member of syntaxins), and in animals and plants (such as an urocanase, a fructose-bisphosphate aldolase (FBA) type C, members of the MtN3 family and a gamma-SNAP representative). We also found 4 sequences from B. emersonii, which were identified in a fungal sequence comparison as not found or highly divergent from other fungal species: a Rbj-like protein (similar to animal proteins), an EF-like protein (dispersely distributed in taxa, already described in [14]), an ADP/ATP translocase (similar neither to plant nor to animal sequences) and a 2-amino-3-carboxymuconate-6-semialdehyde decarboxylase (different from fungal sequences, poorly characterized). When the selected ESTs were classified according to the biological processes in which they could be involved, cell growth and maintenance, signal transduction and metabolism resulted as the biological processes most represented. Some sequences selected were expected, based on the knowledge about chytrids, like those associated to specific structures not found in other fungi (e. g., flagellar-associated ESTs). Thus, B. emersonii seems to be an interesting model to study flagella-associated structures or functions.

Among the ESTs exclusively isolated from sporulating cells, we collected sequences associated to membrane transport, such as syntaxin 71. Membrane fusion and vesicle rearrangement are crucial events in B. emersonii sporulation, when cytokinesis occurs. A set of core SNAREs is apparently sufficient to mediate most intracellular vesicle fusion events, although multicellular organisms would express additional SNARE proteins for specific functions associated with the body complexity [51]. Thus, proteins like syntaxin 71 are good candidates to function as additional SNARE proteins in the transition of unicellular multinucleated zoosporangia to zoospores during B. emersonii life cycle.

Other collected ESTs were unexpected, like those involved in specific metabolic pathways, such as sequences involved in conversion of propionate and histidine to glutamate. We hypothesize that alternative pathways leading to the use of amino acids and other substrates as carbon and nitrogen sources could have been lost in late-diverging fungi and retained in basal fungi.

Finally, a large number of sequences selected by the first approach were not classified in a known process, which suggests that other structures or biological processes not identified yet can be shared by B. emersonii, animals and plants.

Methods

B. emersonii EST database

All the information concerning B. emersonii ESTs, such as construction and nucleotide sequencing of cDNA libraries, removal of contaminant sequences, and the annotation process were previously described [14]. The sequences are public and can be obtained from National Center for Biotechnology Information (NCBI) EST database (dbEST) [52] [dbEST:CO961503 – CO978552] or at the Blastocladiella emersonii database (BeDB) in the project website [43].

Approach 1. Database source and construction, and pipeline for sequence comparative analysis

We constructed three databases ad hoc, representing fungal, animal and plant datasources, using the NCBI formatdb program to format them before carrying out local blast search. Protein sequences from eight distinct fungi and nine different animal species were downloaded from Genbank protein database and represent fungal and animal datasets, respectively. Considered species for fungal database were Ustilago maydis, Saccharomyces cerevisiae, Schizosaccharomyces pombe, Candida albicans, Aspergillus nidulans, Neurospora crassa, Gibberella zeae and Magnaporthe grisea. For animal database were chosen Homo sapiens, Mus musculus, Tetraodon nigroviridis, Anopheles gambiae, Danio rerio, Rattus norvegicus, Xenopus leavis, Drosophila melanogaster and Caenorhabditis elegans. A low proportion of plant protein data is found in public databanks, whereas EST collections have a more complete information set, even though redundant. Consequently, we based our plant database in unigene dataset (gene-oriented clusters of transcript sequences) from five plants (Arabidopsis thaliana, Lycopersicon esculentum, Glycine max, Zea mays and Oryza sativa) obtained also from Genbank. All data were collected between October 10 to 15, 2004, and final annotations and comparative analyses were updated up to April, 2006. Database sizes ranged from 40 to 138 million residues. When choosing species to incorporate into the datasets, the number of sequences deposited in Genbank and the biological representation into the group were considered. Searches throughout databases were carried out using the NCBI stand-alone blastall program. BLASTX and tBLASTX algorithms [53] were used for searching against protein databases and unigene databases, respectively. Linux tools and scripts were used to deal with data sets and blast outputs, and extract specific text/data lines of interest. The pipeline is summarized in Figure 4. Database sizes ranged from ~40 million to 138 million of amino acids and we used an Evalue ≤ 10-5 as the cut-off to assign significance to best hit in the alignments. Final data to be analysed (indicated as "B. emersonii-animal shared sequences", "B. emersonii-plant shared sequences" and "B. emersonii-animal-plant shared sequences") were obtained after their filtration against species not included in our databases (fungi, plants and animals) to remove those sequences initially considered as not found in these groups, named as contaminants in this study. Hits found also in bacteria were specially checked for the presence of a poly A+ tail. Taking account that after the initial construction of the ad hoc databases several new fungal genomes became publicly available [6], we constructed two new fungal databases (protein and nucleotide bases) to proceed with the filtration. Data were downloaded from four of the several centres that have released genome sequences [6]: the Joint Genome Institute (JGI) [54], the Broad Institute [55] the University of Oklahoma [56] and the NCBI [57]. The complete list of species used to construct fungal databases is in Table 6. A local search against the new fungal bases was made using BLASTX or tBLASTX algorithms. We also used a client server program (blastcl3 program) and BLASTX or tBLASTX algorithms for remote search against non-redundant (nr) and dbEST-others databases from Genbank [58], respectively. Considering that databases at Genbank are larger than our ad hoc databases, we adjusted the E threshold to a less stringent value (~1 to 6E-4), maintaining S' constant (~50) and following the equation E = mn2-S' [53]. Standalone blast and client server blast packages were downloaded from NCBI BLAST ftp site [59].

Figure 4.

Figure 4

Overview of the pipeline used in the EST comparative study, approach 1. B. emersonii uniseqs were compared against animal and plant databases. aSequences from NCBI dbEST database [dbEST:CO961503 – CO978552]; bsequences from nine fungal species; csequences from eight animal species; dsequences from five plants species; esequences from species not included in our databases. See Methods section for details.

Table 6.

Fungal expressed sequences used for constructing the two ad hoc fungal databases. Two new protein and nucleotide databases were used to filter out sequences not previously matched with fungal data belonging to the original fungal database. The nucleotide database included only unigenes, ESTs and mitochondrial sequences.

Species/Strain Data Lineage Sequencing/Source center
Ajellomyces capsulatus protein Ascomycota/Eurotiomycetes NCBI
Aspergillus flavus protein Ascomycota/Eurotiomycetes NCBI
Aspergillus fumigatus Af293 protein Ascomycota/Eurotiomycetes FC/JGI
Aspergillus nidulans FGSC A4 protein Ascomycota/Eurotiomycetes Broad Institute/JGI
Botrytis cinerea protein Ascomycota/Leotiomycetes Broad Institute
Candida glabrata CBS138 protein Ascomycota/Saccharomycetes Institut Pasteur/JGI
Candida guillermondii protein Ascomycota/Saccharomycetes Broad Institute
Candida lusitaniae protein Ascomycota/Saccharomycetes Broad Institute
Chaetomium globosum protein Ascomycota/Sordariomycetes Broad Institute
Coccidioides immitis protein Ascomycota/Eurotiomycetes Broad Institute
Coprinus cinereus protein Basidiomycota/Homobasidiomycetes Broad Institute
Cryptococcus neoformans H99 protein Basidiomycota/Heterobasidiomycetes Broad Institute
Cryptococcus neoformans JEC21 protein Basidiomycota/Heterobasidiomycetes TIGR/JGI
Debaryomyces hansenii CBS767 protein Ascomycota/Saccharomycetes CNRS, Genoscope/JGI
Encephalitozoon cuniculi GB-M protein Microsporidia Genoscope, Univ. Blaise Pascal/JGI
Eremothecium gossypii protein Ascomycota/Saccharomycetes Basel Univ., Syngenta AG/JGI
Fusarium graminearum protein Ascomycota/Sordariomycetes Broad Institute
Gibberella zeae PH-1 protein Ascomycota/Sordariomycetes International Consortium/JGI
Kluyveromyces lactis NRRL Y-MHO protein Ascomycota/Saccharomycetes Univ. Claude Bernard, Genoscope, Institut Pasteur/JGI
Magnaporthe grisea 70–15 protein Ascomycota/Sordariomycetes Broad Institute/JGI
Nectria haematococca protein Ascomycota/Sordariomycetes Joint Genome Institute
Neurospora crassa protein Ascomycota/Sordariomycetes Broad Institute
Phanerochaete crysosporium protein Basidiomycota/Homobasidiomycetes Joint Genome Institute
Pichia stipitis protein Ascomycota/Saccharomycetes Joint Genome Institute
Rhizopus oryzae protein Zigomycota/Zygomycetes Broad Institute
Saccharomyces cerevisiae protein Ascomycota/Saccharomycetes International Consortium/JGI
Schizosaccharomyces pombe 972 h protein Ascomycota/Schizosaccharomycetes Sanger Institute, Cold Spring Harbor Laboratory/JGI
Sclerotinia sclerotiorum protein Ascomycota/Leotiomycetes Broad Institute
Stagonospora nodorum protein Ascomycota/Dothideomycetes Broad Institute
Trichoderma reseei protein Ascomycota/Sordariomycetes Joint Genome Institute
Ustilago maydis protein Basidiomycota/Ustilagomycetes Broad Institute
Yarrowia lipolytica CLIB122 protein Ascomycota/Saccharomycetes CNRS, Genoscope/JGI

Ajellomyces capsulatus ESTs Ascomycota/Eurotiomycetes Washington University/NCBI
Aspergillus flavus unigene Ascomycota/Eurotiomycetes University of Oklahoma
Botrytis cinerea mitochondrial Ascomycota/Leotiomycetes Broad Institute
Candida tropicalis mitochondrial Ascomycota/Saccharomycetes Broad Institute
Coccidioides immitis mitochondrial Ascomycota/Eurotiomycetes Broad Institute
Coprinus cinereus ESTs Basidiomycota/Homobasidiomycetes Patricia Pukkila, Univ. North Carolina Chapel/Broad Institute
Coprinus cinereus unigene Basidiomycota/Homobasidiomycetes University of Oklahoma
Cryptococcus neoformans 184A ESTs Basidiomycota/Heterobasidiomycetes University of Oklahoma
Cryptococcus neoformans B3501 ESTs Basidiomycota/Heterobasidiomycetes University of Oklahoma
Cryptococcus neoformans H99 ESTs Basidiomycota/Heterobasidiomycetes University of Oklahoma
Fusarium sporotrichiodes unigene Ascomycota/Sordariomycetes University of Oklahoma
Fusarium verticillioides mitochondrial Ascomycota/Sordariomycetes Broad Institute
Histoplasma capsulatum mitochondrial Ascomycota/Eurotiomycetes Broad Institute
Laccaria sp. ESTs Basidiomycota/Homobasidiomycetes Joint Genome Institute
Magnaporthe grisea mitochondrial Ascomycota/Sordariomycetes Broad Institute
Neurospora crassa mitochondrial Ascomycota/Sordariomycetes Broad Institute
Neurospora crassa unigene Ascomycota/Sordariomycetes University of Oklahoma
Rhizopus oryzae mitochondrial Zigomycota/Zygomycetes Broad Institute
Sclerotinia sclerotiorum mitochondrial Ascomycota/Leotiomycetes Broad Institute
Uncinocarpus reesii mitochondrial Ascomycota/Eurotiomycetes Broad Institute
Ustilago maydis mitochondrial Basidiomycota/Ustilagomycetes Broad Institute

Approach 2. Database source and construction, and pipeline for comparative sequence analysis

Two databases were constructed using N. crassa and U. maydis protein sequences downloaded from NCBI database. N. crassa and U. maydis were chosen in this study as representatives of ascomycetes and basidiomycetes with completely sequenced genomes, respectively. Putative orthologues of B. emersonii in N. crassa or U. maydis were obtained by comparing B. emersonii full-length sequences against the two fungal databases using BLASTX program. The pipeline is summarized in Figure 5. We chose not to proceed with a bidirectional best hit (BBH) comparison to select orthologous sequences because it could produce equivocal results, since B. emersonii transcriptome data are incomplete. Instead, we carried out a final manual revision of the resulting divergent sequences to exclude paralogues from our analysis. We accepted as homologues B. emersonii sequences that presented at least 80% of overlap with the corresponding protein sequences in N. crassa or U. maydis, and an Evalue ≤ 10-5 as the cut-off to assign significance to best hit in the alignments. Full-length coding sequences were estimated as previously reported [14]. We based our analysis on the procedure adopted by Braun et al. [8] for comparing the amount of divergence. Pairs of putative orthologues from N. crassa/U. maydis and translated B. emersonii putative unique sequences were compared using BLASTP or tBLASTP against animal or plant databases, respectively, and the obtained bit scores (S') were recorded. A score difference equal or higher than 150 (ΔS' ≥ 150) was chosen to consider proteins as divergent. Divergent bit scores were re-evaluated by comparing them to other fungal vs. animal/plant scores to exclude divergences only proper to the two fungi initially considered.

Figure 5.

Figure 5

Overview of the pipeline used in the EST comparative study, approach 2. B. emersonii putative full-length uniseqs were compared against fungal protein sequences from N. crassa and U. maydis, and orthologous pairs were compared against animal and plant databases. See Methods section for details.

Sequence annotation

To assign a putative identification to B. emersonii uniseqs, we took into account BLASTX best-hit descriptions, or subsequent alignments with an Evalue below the assumed cut-off, resulting from sequence comparison against the nr and dbEST-others databases at NCBI. We also considered the biological process categories from Gene Ontology Consortium (GO) [60] attributed to uniseqs after comparison with sequences from curated databases (Swiss-Prot and TrEMBL) available at ExPASy proteomics server of the Swiss Institute of Bioinformatics (SIB) [61]. We maintained the GO structure we used in [14] for the classification of B. emersonii ESTs. This classification is available at [43]. However, GO classification is being upgraded continuously; upgrades can be checked in [60]. Other information sources were also consulted (mainly InterPro [62] and linked references, MIPS [63], Fantom3 [64] and FlyBase [65]) to refine the annotation.

Authors' contributions

KFR designed the study, performed the first approach computational analysis, contributed with part of the data in the second approach analysis, and drafted the manuscript. RCG performed the second approach computational analysis, contributed with part of data in this second approach and helped to draft the manuscript figures. SLG participated in coordination and design of the study and helped to draft the manuscript. All authors read and approved the final manuscript.

Acknowledgments

Acknowledgements

This work was supported by a grant from Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP). K.F.R. and R.C.G. are fellows of FAPESP. S.L.G. was partially supported by Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq).

Contributor Information

Karina F Ribichich, Email: kribi@iq.usp.br.

Raphaela C Georg, Email: raphaela@iq.usp.br.

Suely L Gomes, Email: sulgomes@iq.usp.br.

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