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. 2005 Sep;4(9):1599–1602. doi: 10.1128/EC.4.9.1599-1602.2005

Transcript Profiling Reveals Novel Marker Genes Involved in Fruiting Body Formation in Tuber borchii

Silvia Gabella 1,, Simona Abbà 1,, Sebastien Duplessis 2, Barbara Montanini 3,§, Francis Martin 2, Paola Bonfante 1,*
PMCID: PMC1214200  PMID: 16151254

Abstract

cDNA arrays were used to explore mechanisms controlling fruiting body development in the truffle Tuber borchii. Differences in gene expression were higher between reproductive and vegetative stage than between two stages of fruiting body maturation. We suggest hypotheses about the importance of various physiological processes during the development of fruiting bodies.


Irrespective of their nutritional strategies, most saprotrophic and mycorrhizal fungi produce conspicuous fruiting bodies where hyphae aggregate, produce pseudotissues with differentiated compartments, develop specialized structures, and eventually differentiate meiotic spores. Among them, the ectomycorrhizal truffles (Tuber spp.) produce hypogeous ascocarps which are highly appreciated and commercialized for their delicate organoleptic properties. Since truffle fruiting bodies cannot yet be obtained under controlled conditions, our knowledge of the morphogenetic events leading to ascocarp development and maturation (3), as well as their underlying molecular bases (1, 4, 8, 12), is quite limited. Elucidating the spatiotemporal control of gene expression during the successive stages of the truffle life cycle will improve our knowledge of processes that initiate and coordinate the formation of hypogeous truffles. Here, we describe changes in gene expression during the formation of the ascomata of Tuber borchii.

Unripe (CF05; 0 to 5% mature spores) and ripe (CF70; 70 to 100% mature spores) T. borchii fruiting bodies were collected under hazelnut trees from a natural truffle ground near Alba in Piedmont (Italy) during the 2000 to 2001 production seasons. RNA was extracted as described by Lacourt et al. (4). cDNA libraries were constructed using the PCR-based SMART cDNA library construction kit in λTriplEx2 (Clontech, Palo Alto, CA) (2). A cDNA array containing 2,041 elements was produced, hybridized, and analyzed according to Duplessis et al. (2). Six cDNA complex probes were then prepared from total RNA of two CF05 ascomata, two CF70 ascomata, and vegetative mycelium (4).

During fruiting body development, the vast majority of genes were not significantly regulated among the different stages. However, comparisons between fruiting bodies and mycelium indicated that 69 nonredundant transcripts (i.e., 3%) showed significant changes in expression (analysis of variance, P < 0.01) (Table 1). In addition, inferences were only made from genes showing a differential expression ratio above 2.5 (below 0.4) between any two stages.

TABLE 1.

List of the 69 genes with the highest (up-regulation) and lowest (down-regulation) ascoma/vegetative mycelium (M) expression ratiosa

Accession no. Clone no. CF05/M expression ratio CF70/M expression ratio Similarity (species) BLASTX E-value
DN601500 M6G10 163.6 103.1 Predicted protein (Neurospora crassa) 3.0E-35
CN488330 P3D05 58.9 9.78 Hypothetical protein an6633.2 (Aspergillus nidulans) 2.0E-09
CN488328 P1I01 41.1 15.5 Hypothetical protein fg09972.1 (Gibberella zeae) 1.0E-23
CN488002 M1F02 39.4 60.0 Induced by heat shock entry into stationary phase depletion of glucose, and addition of lipids (fatty acids); HSP12p (Saccharomyces cerevisiae) 3.0E-09
CN488054 M9E05 38.0 29.2 Hmp1 (Ustilago maydis) 6.0E-08
CN487953 M12B01 28.9 35.9 Ferredoxin-like iron-sulfur protein (Paracoccidioides brasiliensis) 6.0E-62
CN488043 M5B12 27.0 43.5
CN488323 P12H03 24.7 7.2 Hypothetical protein fg05397.1 (Gibberella zeae) 7.0E-16
CN488039 M4H04 23.3 15.0
CN487923 M11E12 22.5 34.4
CN488178 SA1F07 19.3 20.4 Isopentenyl diphosphate isomerase (Aspergillus nidulans) 8.0E-66
CN488171 SA1E03 18.9 7.1 Hypothetical protein fg09455.1 (Gibberella zeae) 6.0E-17
CN488042 M5B09 18.7 28.7 STCW EMENI putative sterigmatocystin biosynthesis monooxygenase StcW (Aspergillus nidulans) 5.0E-33
CN487924 M11F01 18.4 12.7 Predicted protein (Neurospora crassa) 9.0E-26
CN488292 P11E09 15.3 11.5 Hypothetical protein an5480.2 (Aspergillus nidulans) 6.0E-25
CN488189 SA1H08 14.0 17.4 Unknown (environmental sequence) 8.0E-18
CN488278 P11B10b 13.6 5.2 Hypothetical protein an4299.2 (Aspergillus nidulans) 3.0E-39
CN487957 M12B08 13.5 25.1
CN488035 M4F06 11.9 15.1 Transketolase putative (Aspergillus fumigatus) 3.0E-52
CN487984 M12F05 11.3 17.8
CN488158 SA1C03 11.1 5.6 Cytochrome c oxidase polypeptide II (Neurospora crassa) 2.0E-25
CN487854 M10F07 10.0 8.0
CN488363 SA2E04 10.0 2.9 Hypothetical protein mg08059.4 (Magnaporthe grisea) 3.0E-15
CN488383 SA2G07 9.8 8.0 TIP1-related; Tir3p (Saccharomyces cerevisiae) 2.0E-09
CN488160 SA1C09 8.7 6.2 Zinc-dependent alcohol dehydrogenase, putative (Aspergillus fumigatus) 1.0E-24
CN487903 M11D01 8.6 3.8
CN487762 M08C04 8.1 6.5 Conserved hypothetical protein (Vibrio parahaemolyticus) 3.0E-19
CN487849 M10E11 7.8 9.7
CN487930 M11F10 7.6 6.1
CN487922 M11E11 7.6 5.3
CN488311 P12D04 7.2 2.1 UPF0057 family protein; possible stress response protein (Schizosaccharomyces pombe) 6.0E-14
CN488364 SA2E05 6.5 2.0 Hypothetical protein fg05291.1 (Gibberella zeae) 4.0E-11
CN488024 M3H08 6.3 5.1 Myosin heavy chain (Lethenteron japonicum) 2.0E-06
CN488353 SA2C08 6.1 4.2
CN488320 P12G07 5.8 3.3
CN488056 M9E10 5.2 2.4 Hypothetical protein an5614.2 (Aspergillus nidulans) 3.0E-36
CN488012 M3B09 5.1 7.4 Probable acyl-CoA dehydrogenase (Glomus intraradices) 8.0E-90
CN487837 M10D09 4.4 5.6 Probable hydroxymethylglutaryl-CoA synthase (Neurospora crassa) 1.0E-150
CN488026 M3H11 4.2 2.5 Hypothetical protein fg01695.1 (Gibberella zeae) 1.0E-14
CN488027 M4A12 3.8 6.5 COG1028: dehydrogenases with different specificities (related to short-chain alcohol dehydrogenases) (Ralstonia eutropha) 6.0E-42
DN601486 M11G02 3.6 6.4 Glyoxysomal malate synthase (Neurospora crassa) 2.0E-08
CN487827 M10C08 3.5 1.8
CN488052 M9A03 3.4 2.4 Glycine-rich RNA-binding protein GRP1 (Triticum aestivum) 2.0E-30
CN488167 SA1D09 3.4 4.3
CN488350 SA2C03 3.3 2.6
CN488360 SA2D10 3.1 1.9 DNA topoisomerase III (Schizosaccharomyces pombe) 2.0E-39
CN488384 SA2G08 3.1 2.2 Possible mannosylphosphorylation protein Mnn4 protein (Aspergillus fumigatus) 2.0E-44
CN487921 M11E10 2.9 3.9
CN488390 SA2H06 2.9 1.9 Putative C2H2 zinc finger protein (Podospora anserina) 4.0E-35
CN488381 SA2G05 2.7 1.4 Rho GDP dissociation inhibitor. (Schizosaccharomyces pombe) 9.0E-34
CN488394 SA2H11 2.7 4.1 Putative allantoicase (EC 3.5.3.4) (Schizosaccharomyces pombe) 2.0E-63
CN487966 M12D01 2.7 2.5
CN488343 SA2B04 2.5 2.7 Hypothetical protein mg07328.4 (Magnaporthe grisea) 2.0E-29
CN488048 M6H04 2.5 2.1 Ubiquitin, ubi1 (Emericella nidulans) 9.0E-80
CN488049 M6H10 2.4 2.6
CN487944 M11H06 −2.5 −1.4 60S ribosomal protein L41 (Quercus suber) 4.0E-06
BM266217 VA72 −2.5 −1.4 Probable 40S ribosomal protein S5 (Neurospora crassa) 1.0E-98
BM266253 VL16 −3.4 −2.3
BM266237 VA90 −3.4 −3.1
CN487946 M11H09 −3.7 −1.7 Related to translation initiation factor 4e (Neurospora crassa) 3.0E-19
BM266143 VA101 −3.9 −3.0 Hypothetical protein fg09970.1 (Gibberella zeae) 5.0E-13
BM266230 VA84 −4.0 −3.0 Hypothetical protein um01737.1 (Ustilago maydis) 8.0E-21
BM266235 VA89 −4.3 −3.3 H2A_NEUCR histone H2A (Gibberella zeae PH-1) 9.0E-43
CN488243 MR4P5H08 −4.4 −3.4 CS antigen (Coccidioides posadasii) 7.0E-28
BM266147 VA107 −6.8 −5.3 Hypothetical protein (probable V-ATPase, 20k chain) (Neurospora crassa) 3.0E-27
BM266192 VA48 −10.5 −9.0 Predicted protein (Neurospora crassa) 1.0E-05
BM266210 VA65 −27.2 −21.2 Hypothetical protein (Plasmodium falciparum) 5.0E-25
DN604789 VA66 −83.5 −52.9
BM266240 VA93 −214.3 −156.9
a

Signal ratios of <1.0 were inverted and multiplied by −1 to aid in their interpretation.

Genes showing the strongest changes in expression coded for homologs of proteins involved in stress metabolism (Hsp12, sterigmatocystin biosynthesis monooxygenase), lipid metabolism (isopentenyl diphosphate isomerase, acyl-coenzyme A [CoA]-dehydrogenase, hydroxymethylglutaryl [HMG]-CoA synthase) and Hmp1, which encodes a cruciform DNA binding protein. Several transcripts (34) with a differential expression coded for hypothetical proteins. Eight transcripts (Table S1 in the supplemental material) showed an increased synthesis (≥2.5) in unripe (CF05) compared to ripe (CF70) fruiting bodies, while none was more expressed in CF70 than CF05. These genes are highly similar to fungal hypothetical proteins of unknown function from other ascomycete species, e.g., Aspergillus nidulans, Gibberella zeae, and Magnaporthe grisea. They likely belong to a set of genes of unknown function involved in sexual development in ascomycetous fungi.

Differential expression of four differentially expressed genes representing genes related to lipid metabolism (HMG-CoA synthase, acetyl-CoA acetyltransferase [ACAT], isopentenyl diphosphate isomerase [IPPI]), and stress response (Hsp12) was validated by RNA blot analysis (Fig. S1 in the supplemental material). ACAT was selected because it operates upstream of the HMG-CoA synthase and isopentenyl diphosphate isomerase in the isoprenoid synthesis pathway. Isoprenoids are involved in the synthesis of ergosterol, related isoprenoid compounds, and several terpenic volatile aromas, which are thought to be modified during truffle formation and plant interactions (6). The observed changes in expression rates were comparable to those detected in cDNA array analysis. In addition, HMG-CoA synthase and IPPI showed an increased expression in the last stage of maturation. Similarly, the analysis of the putative ACAT showed that it was also expressed more in the mature fruiting body, whereas cDNA array analysis showed no change in expression levels. This discrepancy can be explained by the fact that the Northern blot probe was highly specific to the analyzed ACAT, while the complex probe hybridized to the cDNA array may cross-hybridize with transcripts of other members of the ACAT gene family.

The observed increased expression of ACAT, HMG-CoA synthase, and IPPI provides a molecular support for the observed changes in the concentration of specific volatile organic compounds synthesized during T. borchii fruiting body development (11). These three enzymes are also involved in the synthesis of ergosterol, a major fungal membrane component (10). The expression pattern of the stress protein Hsp12 observed by cDNA array was fully confirmed by Northern blot analysis. The high Hsp12 expression levels detected during the reproductive stage of T. borchii and its absence during the mycelial stage suggest that this gene could be considered a potential marker for the maturation of truffle fruiting bodies, as suggested for Pleurotus ostreatus (5). Moreover, Stone et al. (9) demonstrated that Hsp12 was strongly induced upon glucose deprivation and further enhanced by the addition of fatty acids. These novel results, together with our previous work on differentially expressed genes in mycelium and fruiting body of Tuber borchii (4), confirmed that lipid metabolism plays a key role during the reproductive stage.

The global gene expression analyses presented here add new information to existing models of fruiting body development in edible fungi (5, 7). Expression profiling showed that a moderate developmental reprogramming takes place during the time course of fruiting body formation. A marked change in gene expression was observed during fruiting body formation at multiple levels: (i) a striking induction of transcripts coding for enzymes of the isoprenoid metabolism and (ii) an activation of stress proteins. Characterization of genes that are regulated during fruiting body development is an initial step towards understanding this complex developmental mechanism. Transcript profiles provide a strong point of reference and are highly valuable for systems that have not been extensively characterized at the molecular level, such as truffles. The current data set of activated genes contained several genes coding for unknown proteins, and functional analysis of these genes will provide insights into the regulation and processes involved in truffle formation.

Nucleotide sequence accession numbers.

The nucleotide sequence data reported in this paper have been submitted to the DDBJ/EMBL/GenBank databases under accession numbers CN487736 to CN488394, DN601486 to DN601509, and DN604789.

Supplementary Material

[Supplemental material]

Acknowledgments

We thank Simone Ottonello (Dipartimento di Biochimica e Biologia Molecolare, Università di Parma) for assistance in the Northern blot experiments; Christine Delaruelle (UMR IaM, INRA, Nancy) for expressed sequence tag sequencing; and Annegret Kohler for cDNA array analysis.

This work was supported by grants to P.B. from the National Research Council of Italy, from the Ministry of Education, University and Research (FIRB project “Plant/Microbe Interactions” and CEBIOVEM), as well as from the CRT of Cuneo (Italy) and the Compagnia di San Paolo (Turin). The DNA sequencing and functional genomics facilities at INRA-Nancy are funded by INRA, the Federative Research Institute no. 110, and the Region Lorraine.

Footnotes

Supplemental material for this article may be found at http://ec.asm.org/.

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