Expressed sequences tags of the anther smut fungus, Microbotryum violaceum, identify mating and pathogenicity genes
© Yockteng et al; licensee BioMed Central Ltd. 2007
Received: 17 November 2006
Accepted: 10 August 2007
Published: 10 August 2007
The basidiomycete fungus Microbotryum violaceum is responsible for the anther-smut disease in many plants of the Caryophyllaceae family and is a model in genetics and evolutionary biology. Infection is initiated by dikaryotic hyphae produced after the conjugation of two haploid sporidia of opposite mating type. This study describes M. violaceum ESTs corresponding to nuclear genes expressed during conjugation and early hyphal production.
A normalized cDNA library generated 24,128 sequences, which were assembled into 7,765 unique genes; 25.2% of them displayed significant similarity to annotated proteins from other organisms, 74.3% a weak similarity to the same set of known proteins, and 0.5% were orphans. We identified putative pheromone receptors and genes that in other fungi are involved in the mating process. We also identified many sequences similar to genes known to be involved in pathogenicity in other fungi. The M. violaceum EST database, MICROBASE, is available on the Web and provides access to the sequences, assembled contigs, annotations and programs to compare similarities against MICROBASE.
This study provides a basis for cloning the mating type locus, for further investigation of pathogenicity genes in the anther smut fungi, and for comparative genomics.
Deciphering the molecular mechanisms involved in infection is important for the control of devastating crop diseases. Furthermore, the comparison of pathogenicity-related genes from different fungi provides insight into the evolution of host-pathogen interactions, thereby advancing our understanding of host specificity, virulence, and the emergence of new diseases. Modern sequencing technologies have led to a remarkable increase in genomic data available for identifying genes by similarity searches . Key genes involved in pathogenicity in several fungi have been compiled into the PHI database .
In the smut fungi of monocot hosts (e.g. Ustilago maydis and U. hordei, major pathogens of corn and barley, respectively), the sexual phase and the genes linked to the mating-type loci play a key role in development and pathogenicity . Mating-type loci determine sexual compatibility: only individuals differing at these loci can mate. In U. maydis, cell recognition and fusion is regulated by a pheromone/receptor system that resides at the a locus. After fusion, the dikaryon is maintained and cells switch to filamentous growth if they are heterozygous for the second mating type locus, the b locus [4, 5]. The b locus encodes two homeodomain proteins that function as transcriptional regulators after dimerization. The majority of sexual basidiomycete fungi possess such a system called "tetrapolar", where a and b unlinked loci (respectively called B and A in some species) are both involved in sexual compatibility and are often multiallelic [5, 6]. Other members of this phylum are "bipolar", due to the a and b loci being tightly linked (e.g. in U. hordei, ) or due to one of the two mating type loci having lost their role in mating type specificity (e.g. in Coprinellus disseminatus, ). Tetrapolarity is likely ancestral  and promotes outcrossing as it increases the number of available mating type. The study of mating-type loci is important for understanding the infection process and the evolution of mating systems in basidiomycetes.
A widely recognized model to study host-pathogen coevolution and fungal genetics is the anther smut fungus Microbotryum violaceum (Pers.) Deml and Oberw. (formerly Ustilago violacea (Pers.) Fuckel), which is a basidiomycete, obligate parasite of more than 100 perennial species of Caryophyllaceae . In plants infected by M. violaceum, fungal teliospores are produced in anthers and diseased plants are usually completely sterilized, the pollen being replaced by fungal spores and the stigmas and ovaries being reduced. New infections occur when fungal spores are transported from a diseased to a healthy plant by the insects that usually serve as pollinators. Once deposited on a host plant, diploid teliospores undergo meiosis and give rise to four haploid cells, two of mating type A1 and two of mating-type A2, M. violaceum having a bipolar mating system. Each of these post-meiotic cells can buds off yeast-like sporidia on the plant surface. New infectious dikaryons are produced only after conjugation of two cells of opposite mating-types . The fungus then grows endophytically and causes perennial systemic infections.
Although M. violaceum is related to major crop pathogens like U. maydis and Puccinia spp., it has no impact on human activities, making it valuable for the study of natural host-pathogen coevolution, and avoiding the risk of dispersion in human crops. However, one present limitation of this model is that little genomic sequence data are available, except studies on transposable elements and on the genomic defense mechanism against the accumulation of mobile elements . In particular, the mating-type locus was reticent to several cloning attempts (T. Giraud and M.E. Hood, unpublished; J. Kronstad, pers. com.) and there exist few sequences of expressed genes from M. violaceum in public databases. Only a few Microbotryum genes that contribute to hyphal development and subsequent infectious capability have been described .
The generation of Expressed Sequence Tags (EST) is an efficient tool to discover novel genes and investigate their expression at different developmental stages (e.g., [14, 15]). Therefore, a cDNA library has been built from pools of mating haploid cells and growing infectious hyphae for a single dikaryotic isolate of M. violaceum collected from the host plant species Silene latifolia. Genes involved in mating and during early pathogenic development were expected to be expressed under these conditions because they represent the mating and infectious stages. We generated 24,128 ESTs from this library, on which we performed similarity searches in order to identify genes with functions known as important for these developmental stages.
Results and discussion
EST sequence analysis
The cDNA library created from poly(A)+mRNA from seven days-old mixed A1 and A2 cultures produced enough material to sequence 40,000 clones. A total of 28,430 sequences were obtained (success rate of 71%) with an average read length of 815 bp, which is similar to the EST library of U. maydis . Some ribosomal (n = 109), mitochondrial (n = 16) and vector (n = 14) sequences were identified. After discarding them, a total of 24,128 ESTs were obtained (85% of the initial sequences). After trimming vector and low quality sequences, the average cDNA read was not very long, with 345 ± 167 bases (mean ± SD). We indeed did not select the sizes of mRNA, as recommended for normalized libraries.
Online database: MICROBASE
A website is available with open access to the EST sequences, unisequences and annotations . Several tools are made available, allowing visualising contig assemblies and performing searches on our ESTs or unisequences, by BLAST, by annotation, by function, and by sequence ID. The database was named MICROBASE, after Micro botryum EST database.
Similarity searches performed on the 7,765 unisequences indicated that 1,953 (25.2%) had a highly significant similarity to UniProt or Genbank entries (E-value ≤ 10-10). Among these, 125 unisequences were similar to strictly "hypothetical" or "unknown" proteins. A total of 818 sequences (10.5%) could be classified in a putative cellular function according to the characterization scheme outlined by the Gene Ontology Consortium. In addition, 5,772 (74.3%) unisequences showed moderate to very low similarity (10-10 < E-value < 10-1) to the UniProt and Genbank databases. A total of 125 unisequences (0.5%) had no similarity to any existing UniProt nor Genbank entry ("orphans"). This high frequency of genes without significant BLAST hit is similar to previous fungal EST libraries (e.g., [14, 15]). In some cases, this lack of similarity to protein database entries could be due to the sequence being derived from the 5' or 3' untranslated region of the cDNA . Among the 1,953 sequences that had a highly significant similarity to Genbank entries, 93.48% had their most significant hit against fungal sequences and 4.79% against sequences from other organisms: animals (1.6%), plants (2.58%), protozoa (0.37%) and bacteria (0.24%).
Contigs of Microbotryum violaceum blasting significantly to the pathogenicity-related genes reported in the PHI-database
Contig or singlet ID
Gene Ontology category
Gene Ontology class
Transporter activity/catalytic activity
Transporter activity/catalytic activity
ATP molecular dependent chaperone
Carnitine acetyl transferase
G protein alpha subunit
G-protein beta subunit 1
Guanine nucleotide exchange factor Cdc24
Enzyme regulator activity
Guanyl nucleotide exchange factor Sql2
Enzyme regulator activity
Imidazole glycerol phosphate dehydratase
Cellular process/metabolic process
Mitochondrial glycoprotein, Mrb1
NADH-ubiquinone oxidoreductase 49 kDa subunit, mitochondrial precursor
Multiorganism process/catalytic activity
Biological process/molecular function
Peroxisome biogenesis – Pex6 protein
Metabolic process/cellular process
Pheromone receptor CPRa1p
Signal transducer activity
Putative branched-chain amino acid aminotransferase
Rab subfamily of small GTPases, Rsr1p
Ras-like small GTPases CaRho1
Cellular process/metabolic process
Cellular process/metabolic process
vacuolar (H+)-ATPase subunit
Virulence associated DEAD box protein 1
Sequences relevant to mating-types
Our cDNA library contained 70 sequences presenting a similarity (E-value ≤ 10-10) with genes belonging to, or linked to, the MAT loci in other fungi. According to the Gene Ontology classification, most of these sequences (61%) would have molecular functions. Thirteen sequences were similar to pheromone receptors, transporters or response factors, mainly from the other basidiomycete species Coprinopsis cinerea, Schizophyllum commune, Ustilago maydis and Cryptococcus neoformans. We also identified 332 sequences similar to genes regulating mating, morphogenesis and pathogenesis, such as the mitogen-activated protein kinase (MAPK) and the cAMP dependent protein kinase (PKA), components of the PKA/MAPK network in U. maydis . Other sequences had a significant similarity to transcription factors, like the Prf1 of U. maydis , which are essential for the interconnection between the pathways of PKA and MAPK pathways.
Unisequences of Microbotryum violaceum blasting against pheromone receptors. For each of the four unisequences significantly blasting against pheromone receptors: best hits, primer designed for PCR amplification, expected size from the EST sequence, rough amplification size obtained, and mating type of the sporidia that gave amplification products.
Number of ESTs
Contig size obtained from ESTs
Rough amplification size
Amplification in sporidia of mating type
Rcb1 of Coprinopsis cinerea
Bbr2 of Schizophyllum commune
Rcb2 of C. cinerea
B alpha 8 of S. commune
Bbr2 of S. commune
Rcb3 of C. cinerea
Rcb1 of C. cinerea
Bbr2 of S. commune
Furthermore, the p-distance  showed that sequences of singlet pr0aaa87yh06 and contig 588 were highly similar (p = 0.273) and identical on the second halves of the sequences (p = 0.000). Inspection of the chromatograms showed that one of the 3 ESTs assembled in the contig 588 was of very poor quality on the first half of the sequences, suggesting that the singlet pr0aaa87yh06 and contig 588 were actually probably transcripts of the same gene. This was checked by designing primers on the most different parts of the two unisequences, which amplification products indeed yielded identical sequences, including the intronic parts.
These two sequences were less similar to the contigs 2096 and 660 (p = 0.702 and 0.793 respectively). The contigs 2096 and 660 overlapped only on 25 bp, but aligned one to each other perfectly at their edges (p = 0.000), suggesting that they represent ESTs from the same gene. Contigs 2096 and 660 were not assembled into a single contig because the region of overlap with sufficient PHRED quality sequence was too short. The PCR performed using the forward primer of the Contig 2096 and the reverse primer of the Contig 660 (Table 2) yielded a single amplification product whose sequence read without apparent heterogeneity on the chromatograms. This indicates that the contigs 2096 and 660 indeed correspond to the same pheromone receptor.
The putative pheromone receptors identified in our cDNA library did not show highly significant similarity to the pheromone receptors of U. maydis and U. hordei, which explains why they hybridized only weakly on Southern blots , and why cloning attempts of the M. violaceum mating type locus by designing degenerate primers from the U. maydis sequences have failed (T. Giraud, unpublished).
The cloning of the complete mating type locus of M. violaceum is currently under way, starting from the pheromone receptors obtained in the present library. The complete sequence of the mating-type locus will allow identifying the organisation and composition of this genomic region, and thus understand how the transition occurred between tetrapolarity and bipolarity in M. violaceum or its ancestral lineages. One tentative hypothesis given the data at hand is that it exists a single allele of each mating type locus and that the two mating type loci are linked, as in U. hordei . Recombination is indeed suppressed along most of the sex chromosomes in M. violaceum .
Other sequences relevant to pathogenesis
A total of 70 sequences had a high similarity to genes shown experimentally to play a role in pathogenicity in other fungi (Table 2). An important class of proteins in pathogenicity is the secretome, which play important roles in penetration and colonization of plant tissues . No sequence in MICROBASE presented high similarity with genes encoding cell wall-degrading enzymes, such as lyases, lipases, proteases, and we detected only two polygalacturonases. Plant pathogens that kill host cells, like Magnaporthe grisea and Fusarium graminearum, contain in their genome many genes involved in degradation of cell tissue. In contrast, it is not surprising to find a reduced number of genes involved in such hydrolytic functions in fungi with a biotrophic life style in which host damage is minimized, like M. violaceum. Similar conclusions have been drawn from the complete genome sequence of Ustilago maydis , which also has a biotrophic life style. The genome of U. maydis contained in contrast numerous secreted proteins with unknown functions, and even with no similarity to any other proteins in the databases. The total number (594) of proteins predicted to be secreted in MICROBASE was similar to that in the genome of U. maydis , and the percentage of secreted proteins without a significant hit in databases was also very high (86.4% in MICROBASE). This suggests that the specific and intimate relationships between biotrophic fungi and their host plant select for specific secreted functions.
In several fungi, the cAMP signalling and two MAP kinase pathways have been implicated in regulating various plant infection processes, in particular in monocot-infecting smuts . Several contigs of M. violaceum were similar to enzymes of these molecular pathways, including G proteins, protein kinases and Ras proteins. In U. maydis for instance, disruption of Ras2 resulted in loss of pathogenicity and dramatic changes in cell morphology . Another important molecular pathway in pathogenic fungi is the Calcineurin/cyclophilin signalling , for which we also detected putative genes in the MICROBASE. Other important molecules involved in pathogeniticy belong to the secondary metabolism which includes P450 genes, such as the putative ones present in the MICROBASE, or the small peptides synthetized by nonribosomal peptide synthases (NRPS). We detected contigs similar to NRPS, such as the one similar to CPS1 .
Expressed transposable elements
Prior studies have reported that some unidentified transposable elements may be active only during mitosis, whereas others would be active during meiosis , and the conditions under which our library was built may therefore lead to an underestimation of the TE transcriptional activity. A more specific study is required to understand the importance of the RIP mechanism in the accumulation of transposable elements in the genome of M. violaceum, especially as RIP-affected and non-functional TE copies may still be transcribed. The comparison of TE transcripts in the MICROBASE with the genomic copies should be interesting to estimate the impact of the RIP defense mechanism in M. violaceum. We did not identify any EST similar to the RID (RIP defective) DNA methyltransferase gene required for RIP in Neurospora crassa , although we detected several sequences similar to methyltransferases.
This study, providing the first extensive genomic dataset on M. violaceum, has permitted the detection of many genes putatively involved in mating, some of which were shown to be linked to the mating-type locus, and also many genes possibly involved in pathogenesis. Studies of reverse genetics are however required to validate these putative biological functions. Studies of comparative genomics among fungi should also benefit from the existence of resources such as the MICROBASE . This extensive database will not only allow comparing the sequence evolution among species, but also searches for the presence of genes and the numbers for gene families. Such comparative approaches yield valuable insights into the evolution of host-pathogen interactions . Furthermore, it is now possible to clone and sequence the whole mating type locus of M. violaceum, allowing elucidating its organization. Comparison with the mating type loci of other basidiomycetes will then provide insights into its evolution, in particular into the mechanism of the transition between tetra- and bipolarity. Finally, the high expression level of transposable elements raises questions about the importance of the RIP genome defense, and how it can be escaped.
Microbotryum violaceum strain and culture conditions
Teliospores from the strain 100.02 of M. violaceum, collected from the host Silene latifolia in 2001 in the Alps, near Tirano in Italy, was plated on GMB1 medium . On such nutritive media, diploid teliospores germinate and produce haploid sporidia of the two mating type A1 and A2. A1 and A2 sporidia lines from the strain 100.02 were identified by pairing with existing stocks of known mating type.
A mixed suspension of A1 and A2 sporidia (250 μL of each) was plated on water agar supplemented with α-tocopherol (10 IU/g) and incubated at 4°C for one week. These conditions of low nutrients with α-tocopherol are thought to mimic the host plant surface for the fungus, because sporidia conjugate and produce hyphae of a few cells . This was checked using a light microscope (400×).
RNA isolation, cDNA library construction and sequencing
Total RNA was extracted from conjugated cells and hyphae using the Trizol reagent following the manufacture protocol (Invitrogen, The Netherlands). Extractions yielded 50 μg–500 μg of total RNA. Poly (A+) RNA was purified using the mRNA Absolutely Purification Kit (Stratagene, CA). The SuperSmart cDNA Synthesis Kit (Clontech, CA) was used to synthesize cDNA, and the library was normalized using the Trimmer kit (Evrogen, Moscow) that reduces the quantity of the most abundant cDNA copies. cDNAs were ligated into the pGEM-T vector (Promega, WI). To test the quality of the ligation, we transformed ultracompetent cells (XL10-Gold, Stratagene, CA) and amplified inserts from 100 clones. The average size of inserts was 500 bp. Individual colonies were examined using the blue-white selection for the vector giving >50% of vector with inserts and an estimate of 2.0 × 105 cfu. Forty thousand clones were then sequenced in one direction by the Genoscope (Evry-France) using the primer of cDNA synthesis kit (SMART II A Oligonucleotide 5'-AAG CAG TGG TAT CAA CGC AGA GTA CGC GGG-3').
Sequence analyses and EST clustering
Raw sequence data were cleaned from vector and adaptor sequences. Contaminating plasmid sequences, such as E. coli, mitochondrial or ribosomal fungal sequences were removed from the analyses. PHRED software [38, 39] was used for base-calling the chromatogram trace files. Only sequences with a PHRED score over 20 on at least 100 bp were released in the EST division of the EMBL-EBI (European Molecular Biology Laboratory – European Bioinformatic Institute) Nucleotide Sequence Database.
ESTs were aligned and assembled into contigs using the CAP3 software  when the criterion of a minimum identity of 95% over 50 bp was met. When an EST could not be assembled with others in a contig, it remained as a "singlet". The contigs and the singlets should thus correspond to sequences of unique genes, and will be called hereafter "unisequences". The consensus sequences of the contigs and the sequences of the singlets were compared to the sequences in the GenBank database and in the Uniprot database using the tBLASTx and the BLASTx algorithms . Unisequences showing significant similarity (E-value <= 10-4) to database entries were annotated using the most significant matches. Unisequences were also classified into Gene Ontology functional categories  based on BLAST similarities to known genes of the NCBI nr (non-redundant) protein database and using the Blast2GO annotation tool . Sequences were also compared to the pathogenicity genes assembled in the PHI database [2, 44] and to the genes linked to the mating-type in other fungi using a manually built list of such genes. The sequences showing significant similarity to transposable elements were also recorded. WoLF PSORT version 2.0  was used to predict protein localization using the higher prediction score for external compartments. Finally, using a modified version of the ESTIMA tool  we developed a public database named MICROBASE, dedicated to Microbotryum violaceum EST management and analysis. This database includes information on EST sequences, contigs, annotations, gene ontology functional categories and search programs to compare similarities of any sequence against the database. MICROBASE is accessible freely through a web interface .
Amplification of putative pheromone receptors
Primers were designed in the four unisequences with significant sequence similarity to pheromone receptors (Table 2) and amplifications were performed on DNA extracted from sporidia of known mating type, from ten different strains of M. violaceum, of various geographical origins. DNA was extracted from single-sporidial colonies using the Chelex (Biorad) protocol . PCR amplifications were performed using a PTC 100 thermal cycler (MJ Research), with 65°C as the annealing temperature, for the amplification to be as specific as possible, using the Qbiogene (Irvine, CA) Taq polymerase following the manufacturer recommendations.
High quality genomic DNA was isolated from a Microbotryum violaceum strain from S. latifolia. The DNA was digested by blunt end cutting enzymes (Dra I, Pvu II, Eco RV and Stu I) provided in the Universal GenomeWalker kit (BD Biosciences, Clontech, USA). The digested DNA was then purified and ligated overnight with the adaptors provided in the kit. The genome walking approach was followed according to the manufacturer instructions.
We thank Jessie Abbate for the genome walking libraries and Bernard Lejeune for helpful discussions and advice. Muriel Viaud, Bernard Lejeune and Marc-Henri Lebrun provided helpful comments on an earlier draft of the manuscript. Joelle Amselem provided help in sequence analysis. This work was funded by ACI Jeunes Chercheurs and by the "Consortium National de Recherche en Génomique" for sequencing the library.
- Xu J: Microbial ecology in the age of genomics and metagenomics: concepts, tools, and recent advances. Molecular Ecology. 2006, 15: 1713-1729. 10.1111/j.1365-294X.2006.02882.x.PubMedView Article
- Winnenburg R, Baldwin TK, Urban M, Rawlings C, Kohler J, Hammond-Kosack KE: PHI-base: a new database for pathogen host interactions. Nucl Acids Res. 2006, 34: D459-464. 10.1093/nar/gkj047.PubMed CentralPubMedView Article
- Brachmann A, Weinzierl G, Kamper J, Kahmann R: Identification of genes in the bW/bE regulatory cascade in Ustilago maydis. Molecular Microbiology. 2001, 42: 1047-1063. 10.1046/j.1365-2958.2001.02699.x.PubMedView Article
- Feldbrugge M, Kamper J, Steinberg G, Kahmann R: Regulation of mating and pathogenic development in Ustilago maydis. Current Opinion in Microbiology. 2004, 7: 666-672. 10.1016/j.mib.2004.10.006.PubMedView Article
- Raper JR: Genetics of sexuality in higher fungi. 1966, New York, Ronald Press
- Raper JR, Flexer AS: Mating systems and evolution of the Basidiomycetes. Evolution in the Higher Basidiomycetes. Edited by: Petersen RH. 1971, Knoxville, TN., University of Tennessee Press, 149–167-
- Bakkeren G, Kronstad JW: Linkage of mating-type loci distinguishes bipolar from tetrapolar mating in Basidiomycetous smut fungi. Proc Natl Acad Sci U S A. 1994, 91 (15): 7085-7089. 10.1073/pnas.91.15.7085.PubMed CentralPubMedView Article
- James TY, Srivilai P, Kues U, Vilgalys R: Evolution of the bipolar mating system of the mushroom Coprinellus disseminatus from its tetrapolar ancestors involves loss of mating-type-specific pheromone receptor function. Genetics. 2006, 172: 1877-1891. 10.1534/genetics.105.051128.PubMed CentralPubMedView Article
- Hibbett DS, Donoghue MJ: Analysis of character correlations among wood decay mechanisms, mating systems, and substrate ranges in homobasidiomycetes. Systematic Biology. 2001, 50: 215-242. 10.1080/10635150151125879.PubMedView Article
- Thrall PH, Biere A, Antonovics J: Plant-life history and disease susceptibility – the occurrence of Ustilago violacea on different species within the Caryophyllaceae. Journal of Ecology. 1993, 81: 489-498. 10.2307/2261527.View Article
- Day AW: Mating type and morphogenesis in Ustilago violacea. Bot Gaz. 1979, 140: 94-109. 10.1086/337062.View Article
- Hood ME: Repetitive DNA in the automictic fungus Microbotryum violaceum. Genetica. 2005, 124: 1-10. 10.1007/s10709-004-6615-y.PubMedView Article
- Wang L, Perlin MH: Isolation of a novel gene (HSGc11) whose expression is apparently limited to the hyphal stage of Microbotryum violaceum. International Journal of Plant Sciences. 1998, 159: 206-212. 10.1086/297540.View Article
- Sacadura NT, Saville BJ: Gene expression and EST analyses of Ustilago maydis germinating teliospores. Fungal Genet Biol. 2003, 40 (1): 47-64. 10.1016/S1087-1845(03)00078-1.PubMedView Article
- Viaud M, Legeai F, Pradier JM, Brygoo Y, Bitton F, Weissenbach J, Brunet-Simon A, Duclert A, Fillinger S, Fortini D, Gioti A, Giraud C, Halary S, Lebrun I, Le Pecheur P, Samson D, Levis C: Expressed sequence tags from the phytopathogenic fungus Botrytis cinerea. European Journal of Plant Pathology. 2005, 111: 139-146. 10.1007/s10658-004-1429-4.View Article
- Panabieres F, Amselem J, Galiana E, Le Berre JY: Gene identification in the oomycete pathogen Phytophthora parasitica during in vitro vegetative growth through expressed sequence tags. Fungal Genet Biol. 2005, 42: 611-623. 10.1016/j.fgb.2005.03.002.PubMedView Article
- Galagan JE, Henn MR, Ma LJ, Cuomo CA, Birren B: Genomics of the fungal kingdom: Insights into eukaryotic biology. Genome Research. 2005, 15: 1620-1631. 10.1101/gr.3767105.PubMedView Article
- Database MICROBASE. [http://genome.jouy.inra.fr/microbase]
- Skinner W, Keon J, Hargreaves J: Gene information for fungal plant pathogens from expressed sequences. Current Opinion in Microbiology. 2001, 4: 381-386. 10.1016/S1369-5274(00)00221-6.PubMedView Article
- Hartmann HA, Kahmann R, Bolker M: The pheromone response factor coordinates filamentous growth and pathogenicity in Ustilago maydis. Embo Journal. 1996, 15: 1632-1641.PubMed CentralPubMed
- Nei M, Kumar S: Molecular evolution and phylogenetics. 2000, New York, Oxford University Press
- Fowler TJ, Mitton MF, Vaillancourt LJ, Raper CA: Changes in mate recognition through alterations of pheromones and receptors in the multisexual mushroom fungus Schizophyllum commune. Genetics. 2001, 158: 1491-1503.PubMed CentralPubMed
- Halsall JR, Milner MJ, Casselton LA: Three subfamilies of pheromone and receptor genes generate multiple B mating specificities in the mushroom Coprinus cinereus. Genetics. 2000, 154: 1115-1123.PubMed CentralPubMed
- Bakkeren G, Gibbard B, Yee A, Froeliger E, Leong S, Kronstad J: The a-loci and b-loci of Ustilago maydis hybridize with DNA-sequences from other smut fungi. Molecular Plant-Microbe Interactions. 1992, 5: 347-355.PubMedView Article
- Hood ME, Antonovics J, Koskella B: Shared forces of sex chromosome evolution in haploid-mating and diploid-mating organisms: Microbotryum violaceum and other model organisms. Genetics. 2004, 168: 141-146. 10.1534/genetics.104.029900.PubMed CentralPubMedView Article
- Kars I, van Kan JAL: Intracellular enzymes and metabolites involved in pathogenesis of Botrytis. Botrytis: Biology, Pathology and Control. Edited by: Elad Y, Williamson B, Tudzynski P and Delen N. 2004, , Kluwer Academic Publisher
- Kamper J, Kahmann R, Bolker M, Ma LJ, Brefort T, Saville BJ, Banuett F, Kronstad JW, Gold SE, Muller O, Perlin MH, Wosten HAB, de Vries R, Ruiz-Herrera J, Reynaga-Pena CG, Snetselaar K, McCann M, Perez-Martin J, Feldbrugge M, Basse CW, Steinberg G, Ibeas JI, Holloman W, Guzman P, Farman M, Stajich JE, Sentandreu R, Gonzalez-Prieto JM, Kennell JC, Molina L, Schirawski J, Mendoza-Mendoza A, Greilinger D, Munch K, Rossel N, Scherer M, Vranes M, Ladendorf O, Vincon V, Fuchs U, Sandrock B, Meng S, Ho ECH, Cahill MJ, Boyce KJ, Klose J, Klosterman SJ, Deelstra HJ, Ortiz-Castellanos L, Li WX, Sanchez-Alonso P, Schreier PH, Hauser-Hahn I, Vaupel M, Koopmann E, Friedrich G, Voss H, Schluter T, Margolis J, Platt D, Swimmer C, Gnirke A, Chen F, Vysotskaia V, Mannhaupt G, Guldener U, Munsterkotter M, Haase D, Oesterheld M, Mewes HW, Mauceli EW, DeCaprio D, Wade CM, Butler J, Young S, Jaffe DB, Calvo S, Nusbaum C, Galagan J, Birren BW: Insights from the genome of the biotrophic fungal plant pathogen Ustilago maydis. Nature. 2006, 444: 97-101. 10.1038/nature05248.PubMedView Article
- Lee N, D'Souza CA, Kronstad JW: Of smuts, blasts, mildews, and blights: cAMP signaling in phytopathogenic fungi. Annu Rev Phytopathol. 2003, 41: 399-427. 10.1146/annurev.phyto.41.052002.095728.PubMedView Article
- Lee N, Kronstad JW: ras2 Controls morphogenesis, pheromone response, and pathogenicity in the fungal pathogen Ustilago maydis. Eukaryotic Cell. 2002, 1: 954-966. 10.1128/EC.1.6.954-966.2002.PubMed CentralPubMedView Article
- Viaud M, Brunet-Simon A, Brygoo Y, Pradier JM, Levis C: Cyclophilin A and calcineurin functions investigated by gene inactivation, cyclosporin A inhibition and cDNA arrays approaches in the phytopathogenic fungus Botrytis cinerea. Molecular Microbiology. 2003, 50: 1451-1465. 10.1046/j.1365-2958.2003.03798.x.PubMedView Article
- Lu SW, Kroken S, Lee BN, Robbertse B, Churchill ACL, Yoder OC, Turgeon BG: A novel class of gene controlling virulence in plant pathogenic ascomycete fungi. Proc Natl Acad Sci U S A. 2003, 100: 5980-5985. 10.1073/pnas.0931375100.PubMed CentralPubMedView Article
- Hood ME, Katawczik M, Giraud T: Repeat-induced point mutation and the population structure of transposable elements in Microbotryum violaceum. Genetics. 2005, 170: 1081-1089. 10.1534/genetics.105.042564.PubMed CentralPubMedView Article
- Garber ED, Ruddat M: Genetics of Ustilago violacea. XXXIV. Genetic evidence for a transposable element functioning during mitosis and two transposable elements functioning during meiosis. International Journal of Plant Sciences. 1998, 159: 1018–1022-10.1086/297623.View Article
- Freitag M, Williams RL, Kothe GO, Selker EU: A cytosine methyltransferase homologue is essential for repeat-induced point mutation in Neurospora crassa. Proc Natl Acad Sci U S A. 2002, 99: 8802-8807. 10.1073/pnas.132212899.PubMed CentralPubMedView Article
- Xu JR, Peng YL, Dickman MB, Sharon A: The dawn of fungal pathogen genomics. Annu Rev Phytopathol. 2006, 44: 337-366. 10.1146/annurev.phyto.44.070505.143412.PubMedView Article
- Thomas A, Shykoff J, Jonot O, Giraud T: Sex-ratio bias in populations of the phytopathogenic fungus Microbotryum violaceum from several host species. International Journal of Plant Sciences. 2003, 164: 641-647. 10.1086/375374.View Article
- Day AW, Garber ED: Ustilago violacea, anther smut of the Caryophyllaceae. Advances in Plant Pathology. 1988, 6: 457-482.View Article
- Ewing B, Green P: Base-calling of automated sequencer traces using phred. II. Error probabilities. Genome Research. 1998, 8: 186-194.PubMedView Article
- Ewing B, Hillier L, Wendl MC, P. G: Base-calling of automated sequencer traces using phred. I. Accuracy assessment. Genome Research. 1998, 8: 175-185.PubMedView Article
- Huang X, Madan A: CAP3: A DNA Sequence Assembly Program. Genome Res. 1999, 9: 868-877. 10.1101/gr.9.9.868.PubMed CentralPubMedView Article
- Altschul SF, Madden TL, Schäffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Research. 1997, 25: 3389-3402. 10.1093/nar/25.17.3389.PubMed CentralPubMedView Article
- Database Gene Ontology. [http://www.geneontology.org]
- Conesa A, Gotz S, Garcia-Gomez JM, Terol J, Talon M, Robles M: Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics. 2005, 21: 3674-3676. 10.1093/bioinformatics/bti610.PubMedView Article
- PHI database. [http://www.phi-base.org]
- Horton P, Park KJ, Obayashi T, Nakai K: WoLF PSORT: protein localization predictor. Nucleic Acids Res. 2007, 35 (Web Server issue): W585-7. 10.1093/nar/gkm259.PubMed CentralPubMedView Article
- Kumar CG, LeDuc R, Gong G, Roinishivili L, Lewin HA, Liu L: ESTIMA, a tool for EST management in a multi-project environment. BMC Bioinformatics. 2004, 5: 176-187. 10.1186/1471-2105-5-176.PubMed CentralPubMedView Article
- Bucheli E, Gautschi B, Shykoff JA: Differences in population structure of the anther smut fungus Microbotryum violaceum on two closely related host species, Silene latifolia and S. dioica. Molecular Ecology. 2001, 10: 285-294. 10.1046/j.1365-294x.2001.01146.x.PubMedView Article
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.