Abstract
Fungi that produce their fruiting bodies underground within the soil profile are known commonly as truffles. Truffle fruiting bodies harbor a diverse but poorly understood microbial community of bacteria, yeasts, and filamentous fungi. In this study, we used next-generation 454 amplicon pyrosequencing of the V1 and V4 region of the bacterial 16S ribosomal DNA (rDNA) in order to characterize and compare effects of truffle species and geographic origin on the truffle microbiome. We compared truffle microbiomes of the glebal tissue for eight truffle species belonging to four distinct genera within the Pezizales: Tuber, Terfezia, Leucangium, and Kalapuya. The bacterial community within truffles was dominated by Proteobacteria, Bacterioides, Actinobacteria, and Firmicutes. Bacterial richness within truffles was quite low overall, with between 2–23 operational taxonomic units (OTUs). Notably, we found a single Bradyrhizobium OTU to be dominant within truffle species belonging to the genus Tuber, irrespective of geographic origin, but not in other truffle genera sampled. This study offers relevant insights into the truffle microbiome and raises questions concerning the recruitment and function of these fungal-associated bacteria consortia.
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References
Smith M, Bonito G (2013) Systematics and ecology of ectomycorrhizal mushrooms. In: Zambonelli A, Bonito G (eds) Edible ectomycorrhizal mushrooms: current knowledge and future prospects. Soil Biology Series 34, Springer-Verlag Berlin Heidelberg, pp 17–39. doi:10.1007/978-3-642-33823-6_2
Benucci GMN, Baciarelli Falini L, Bencivenga M, Donnini D (2013) Truffles, timber, food, and fuel: sustainable approaches for multi-cropping truffles and economically important plants. In: Zambonelli A, Bonito G (eds) Edible ectomycorrhizal mushrooms: current knowledge and future prospects. Soil Biology Series 34, Springer-Verlag Berlin Heidelberg, pp 265–280. doi:10.1007/978-3-642-33823-6_15
Frank B (2005) On the nutritional dependence of certain trees on root symbiosis with belowground fungi (an English translation of A.B. Frank’s classic paper of 1885). Mycorrhiza 15:267–275. doi:10.1007/s00572-004-0329-y
Bonito GM, Gryganskyi AP, Trappe JM, Vilgalys R (2010) A global meta-analysis of Tuber ITS rDNA sequences: species diversity, host associations and long-distance dispersal. Mol Ecol 19:4994–5008. doi:10.1111/j.1365-294X.2010.04855.x
Bonito G, Smith ME, Nowak M et al (2013) Historical biogeography and diversification of truffles in the Tuberaceae and their newly identified Southern hemisphere sister lineage. PLoS One 8:e52765. doi:10.1371/journal.pone.0052765
Barbieri E, Bertini L, Rossi I et al (2005) New evidence for bacterial diversity in the ascoma of the ectomycorrhizal fungus Tuber borchii Vittad. FEMS Microbiol Lett 247:23–35. doi:10.1016/j.femsle.2005.04.027
Buzzini P, Gasparetti C, Turchetti B et al (2005) Production of volatile organic compounds (VOCs) by yeasts isolated from the ascocarps of black (Tuber melanosporum Vitt.) and white (Tuber magnatum Pico) truffles. Arch Microbiol 184:187–193. doi:10.1007/s00203-005-0043-y
Pacioni G, Leonardi M, Aimola P et al (2007) Isolation and characterization of some mycelia inhabiting Tuber ascomata. Mycol Res 111:1450–60. doi:10.1016/j.mycres.2007.08.016
Quandt CA, Kohler A, Hesse CN et al (2015) Metagenome sequence of Elaphomyces granulatus from sporocarp tissue reveals Ascomycota ectomycorrhizal fingerprints of genome expansion and a Proteobacteria -rich microbiome. Environ Microbiol 17:2952–2968. doi:10.1111/1462-2920.12840
Splivallo R, Deveau A, Valdez N et al (2015) Bacteria associated with truffle-fruiting bodies contribute to truffle aroma. Environ Microbiol 17:2647–2660. doi:10.1111/1462-2920.12521
Rivera CS, Blanco D, Oria R, Venturini ME (2010) Diversity of culturable microorganisms and occurrence of Listeria monocytogenes and Salmonella spp. in Tuber aestivum and Tuber melanosporum ascocarps. Food Microbiol 27:286–293. doi:10.1016/j.fm.2009.11.001
Gryndler M, Soukupová L, Hršelová H et al (2013) A quest for indigenous truffle helper prokaryotes. Environ Microbiol Rep 5:346–352. doi:10.1111/1758-2229.12014
Sbrana C, Agnolucci M, Bedini S et al (2002) Diversity of culturable bacterial populations associated to Tuber borchii ectomycorrhizas and their activity on T. borchii mycelial growth. FEMS Microbiol Lett 211:195–201. doi:10.1016/S0378-1097(02)00712-7
Barbieri E, Guidi C, Bertaux J et al (2007) Occurrence and diversity of bacterial communities in Tuber magnatum during truffle maturation. Environ Microbiol 9:2234–46. doi:10.1111/j.1462-2920.2007.01338.x
Pavić A, Stanković S, Saljnikov E et al (2013) Actinobacteria may influence white truffle (Tuber magnatum Pico) nutrition, ascocarp degradation and interactions with other soil fungi. Fungal Ecol 6:527–538. doi:10.1016/j.funeco.2013.05.006
Antony-Babu S, Deveau A, Van Nostrand JD et al (2014) Black truffle—associated bacterial communities during the development and maturation of Tuber melanosporum ascocarps and putative functional roles. Environ Microbiol 16:2831–2847. doi:10.1111/1462-2920.12294
Gardes M, Bruns TD (1993) ITS primers with enhanced specificity for basidiomycetes—application to the identification of mycorrhizae and rusts. Mol Ecol 2:113–118
Bonito G, Reynolds H, Roberson MS et al (2014) Plant host and soil origin influence fungal and bacterial assemblages in the roots of woody plants. Mol Ecol 23:3356–3370. doi:10.1111/mec.12821
Bonito G, Trappe J, Rawlinson P, Vilgalys R (2010) Improved resolution of major clades within Tuber and taxonomy of species within the Tuber gibbosum complex. Mycologia 101(5):1042–1057
Trappe M, Trappe J, Bonito G (2010) Kalapuya brunnea gen. & sp. nov. and its relationship to the other sequestrate genera in Morchellaceae. Mycologia 101(5):1058–1065
Leinonen R, Sugawara H, Shumway M (2011) The sequence read archive. Nucleic Acids Res 39:D19–D21. doi:10.1093/nar/gkq1019
Benson DA, Karsch-Mizrachi I, Clark K et al (2012) GenBank. Nucleic Acids Res 40:D48–D53. doi:10.1093/nar/gkr1202
Schmieder R, Edwards R (2011) Quality control and preprocessing of metagenomic datasets. Bioinformatics 27:863–864. doi:10.1093/bioinformatics/btr026
Caporaso JG, Kuczynski J, Stombaugh J et al (2010) Correspondence QIIME allows analysis of high-throughput community sequencing data Intensity normalization improves color calling in SOLiD sequencing. Nat Publ Group 7:335–336. doi:10.1038/nmeth0510-335
Edgar RC, Haas BJ, Clemente JC et al (2011) UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27:2194–2200. doi:10.1093/bioinformatics/btr381
Edgar RC (2013) UPARSE: highly accurate OTU sequences from microbial amplicon reads. Nat Methods 10:996–998. doi:10.1038/nmeth.2604
DeSantis TZ, Hugenholtz P, Larsen N et al (2006) Greengenes, a chimera-checked 16S rRNA gene database and workbench compatible with ARB. Appl Environ Microbiol 72:5069–5072. doi:10.1128/AEM.03006-05
Wang Q, Garrity GM, Tiedje JM, Cole JR (2007) Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl Environ Microbiol 73:5261–5267. doi:10.1128/AEM.00062-07
Simpson EH (1949) Measurement of diversity. Nature 163:688
Hill OM (1973) Ecological society of America. Ecology 54:427–432
Chao A, Lee S-M (1992) Estimating the number of classes via sample coverage. J Am Stat Assoc 87:210–217
R Core Team (2015) R: A Language and Environment for Statistical Computing
McMurdie PJ, Holmes S (2013) Phyloseq: an R package for reproducible interactive analysis and graphics of microbiome census data. PLoS One 8:e61217. doi:10.1371/journal.pone.0061217
Anderson MJ (2001) A new method for non-parametric multivariate analysis of variance. Aust J Ecol 26:32–46
Anderson MJ, Ellingsen KE, McArdle BH (2006) Multivariate dispersion as a measure of beta diversity. Ecol Lett 9:683–693. doi:10.1111/j.1461-0248.2006.00926.x
Oksanen J, Blanchet FG, Kindt R, Legendre P, Minchin PR, O’Hara RB, Simpson GL, Solymos P, Stevens MHH, Wagner H (2015) vegan: Community Ecology Package. R package version 2.2-1. http://CRAN.R-project.org/package=vegan
Waksman SA (1927) Principles of soil microbiology. Williams & Wilkins, Baltimore, p 897
Aspray TJ, Frey-Klett P, Jones JE et al (2006) Mycorrhization helper bacteria: a case of specificity for altering ectomycorrhiza architecture but not ectomycorrhiza formation. Mycorrhiza 16:533–541. doi:10.1007/s00572-006-0068-3
Frey-Klett P, Garbaye J, Tarkka M (2007) The mycorrhiza helper bacteria revisited. New Phytol 176:22–36. doi:10.1111/j.1469-8137.2007.02191.x
Frey-Klett P, Burlinson P, Deveau A et al (2011) Bacterial-fungal interactions: hyphens between agricultural, clinical, environmental, and food microbiologists. Microbiol Mol Biol Rev 75:583–609. doi:10.1128/MMBR.00020-11
Partida-Martinez LP, Hertweck C (2005) Pathogenic fungus harbours endosymbiotic bacteria for toxin production. Nature 437:884–888. doi:10.1038/nature03997
Barbieri E, Ceccaroli P, Saltarelli R et al (2010) New evidence for nitrogen fixation within the Italian white truffle Tuber magnatum. Fungal Biol 114:936–942. doi:10.1016/j.funbio.2010.09.001
Itakura M, Saeki K, Omori H et al (2009) Genomic comparison of Bradyrhizobium japonicum strains with different symbiotic nitrogen-fixing capabilities and other Bradyrhizobiaceae members. ISME J 3:326–339. doi:10.1038/ismej.2008.88
Schloss PD, Handelsman J (2006) Toward a census of bacteria in soil. PLoS Comput Biol 2(7):e92. doi:10.1371/journal.pcbi.0020092
Roesch LF, Fulthorpe RR, Riva A et al (2007) Pyrosequencing enumerates and contrasts soil microbial diversity. ISME J 1(4):283–290. doi:10.1038/ismej.2007.53
Acknowledgments
The authors kindly acknowledge Michigan State University and AgBioResearch for research support. We are grateful to our following colleagues for helping us to obtain fresh truffles for this research: Yun Wang (T. indicum), Marcos Morcillo (T. melanosporum), Charles Lefevre (T. oregonense & T. gibbosum), Matt Trappe (Leucangium and Kalapuya), Timothy Brenneman (T. lyonii), and Khalid Hameed (Terfezia). We thank Aurélie Deveau for providing Bradyrhizobium reference sequences from the Antony-Babu study.
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Fig. S1
Bar-plots of all replicate samples used in the study by 454 pyrosequencing of the V1 and V4 region of the 16S bacterial gene. Two different OTUs (Operational Taxonomic Units) at 97 % sequence similarity, belonged to the bacteria genera Bradyrhizobium (within Tuber oregonense, and Tuber gibbosum) and Jantinobacterium (within Tuber oregonense), based on V1 and V4 datasets, respectively. (GIF 94 kb)
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Benucci, G.M.N., Bonito, G. The Truffle Microbiome: Species and Geography Effects on Bacteria Associated with Fruiting Bodies of Hypogeous Pezizales. Microb Ecol 72, 4–8 (2016). https://doi.org/10.1007/s00248-016-0755-3
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DOI: https://doi.org/10.1007/s00248-016-0755-3