Ectomycorrhizal fungi decompose soil organic matter using oxidative mechanisms adapted from saprotrophic ancestors
Open accessAbstract
Ectomycorrhizal fungi are thought to have a key role in mobilizing organic nitrogen that is trapped in soil organic matter (SOM). However, the extent to which ectomycorrhizal fungi decompose SOM and the mechanism by which they do so remain unclear, considering that they have lost many genes encoding lignocellulose-degrading enzymes that are present in their saprotrophic ancestors. Spectroscopic analyses and transcriptome profiling were used to examine the mechanisms by which five species of ectomycorrhizal fungi, representing at least four origins of symbiosis, decompose SOM extracted from forest soils. In the presence of glucose and when acquiring nitrogen, all species converted the organic matter in the SOM extract using oxidative mechanisms. The transcriptome expressed during oxidative decomposition has diverged over evolutionary time. Each species expressed a different set of transcripts encoding proteins associated with oxidation of lignocellulose by saprotrophic fungi. The decomposition 'toolbox' has diverged through differences in the regulation of orthologous genes, the formation of new genes by gene duplications, and the recruitment of genes from diverse but functionally similar enzyme families. The capacity to oxidize SOM appears to be common among ectomycorrhizal fungi. We propose that the ancestral decay mechanisms used primarily to obtain carbon have been adapted in symbiosis to scavenge nutrients instead.
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When acting in concert with oxidative mechanisms, this process improves the access to organic N from a polysaccharide-polyphenol matrix.
“When acting in concert with oxidative mechanisms this process improves the access to organic N from a polysaccharide-polyphenol matrix (Shah et al., 2015).”
From Intensify production, transform biomass to energy and novel goods and protect soils in Europe—A vision how to mobilize marginal lands (2018) · cites this paper as Shah et al., 2015
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Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
Basic local alignment search tool
Altschul, S. F., Gish, W., Miller, W., Myers, E. W., & Lipman, D. J. (1990) · Journal of Molecular Biology · doi:10.1006/jmbi.1990.9999 · Cited by 98,669 · see citing works
MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability
Katoh, K., & Standley, D. M. (2013) · Molecular Biology and Evolution · doi:10.1093/molbev/mst010 · Cited by 46,209 · see citing works
RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models
Stamatakis, A. (2006) · Bioinformatics · doi:10.1093/bioinformatics/btl446 · Cited by 15,582 · see citing works
Differential expression analysis for sequence count data
Anders, S., & Huber, W. (2010) · Genome Biology · doi:10.1186/gb-2010-11-10-r106 · Cited by 15,581 · see citing works
Kim, D., Pertea, G., Trapnell, C., Pimentel, H., Kelley, R., & Salzberg, S. L. (2013) · Genome Biology · doi:10.1186/gb-2013-14-4-r36 · Cited by 12,668 · see citing works
APE: Analyses of Phylogenetics and Evolution in R language
Paradis, E., Claude, J., & Strimmer, K. (2004) · Bioinformatics · doi:10.1093/bioinformatics/btg412 · Cited by 12,037 · see citing works
SignalP 4.0: discriminating signal peptides from transmembrane regions
Petersen, T. N., Brunak, S., von Heijne, G., & Nielsen, H. (2011) · Nature Methods · doi:10.1038/nmeth.1701 · Cited by 8,847 · see citing works
Smith, S., & Read, D. (2008) · Elsevier eBooks · doi:10.1016/b978-0-12-370526-6.x5001-6 · Cited by 7,464 · see citing works
Accelerated Profile HMM Searches
Eddy, S. R. (2011) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1002195 · Cited by 6,975 · see citing works
Pfam: the protein families database
Finn, R. D., Bateman, A., Clements, J., Coggill, P., Eberhardt, R. Y., Eddy, S. R., Heger, A., Hetherington, K., Holm, L., Mistry, J., et al. (2014) · Nucleic Acids Research · doi:10.1093/nar/gkt1223 · Cited by 6,148 · see citing works
Persistence of soil organic matter as an ecosystem property
Schmidt, M. W. I., Torn, M. S., Abiven, S., Dittmar, T., Guggenberger, G., Janssens, I. A., Kleber, M., Kögel-Knabner, I., Lehmann, J., Manning, D. A. C., et al. (2011) · Nature · doi:10.1038/nature10386 · Cited by 6,057 · see citing works
The Carbohydrate-Active EnZymes database (CAZy): an expert resource for Glycogenomics
Cantarel, B. L., Coutinho, P. M., Rancurel, C., Bernard, T., Lombard, V., & Henrissat, B. (2008) · Nucleic Acids Research · doi:10.1093/nar/gkn663 · Cited by 5,947 · see citing works
Self-citationTalavera, G., & Castresana, J. (2007) · Systematic Biology · doi:10.1080/10635150701472164 · Cited by 5,599 · see citing works
CDD: a Conserved Domain Database for the functional annotation of proteins
Marchler‐Bauer, A., Lu, S., Anderson, J. B., Chitsaz, F., Derbyshire, M. K., DeWeese-Scott, C., Fong, J. H., Geer, L. Y., Geer, R. C., Gonzales, N. R., et al. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq1189 · Cited by 3,126 · see citing works
ProtTest: selection of best-fit models of protein evolution
Abascal, F., Zardoya, R., & Posada, D. (2005) · Bioinformatics · doi:10.1093/bioinformatics/bti263 · Cited by 3,063 · see citing works
The Paleozoic Origin of Enzymatic Lignin Decomposition Reconstructed from 31 Fungal Genomes
Floudas, D., Binder, M., Riley, R. W., Barry, K., Blanchette, R. A., Henrissat, B., Martı́nez, Á. T., Otillar, R., Spatafora, J. W., Yadav, J. S., et al. (2012) · Science · doi:10.1126/science.1221748 · Cited by 1,766 · see citing works
Self-citationMineral–Organic Associations: Formation, Properties, and Relevance in Soil Environments
Kleber, M., Eusterhues, K., Keiluweit, M., Mikutta, C., Mikutta, R., & Nico, P. (2014) · Advances in agronomy · doi:10.1016/bs.agron.2014.10.005 · Cited by 1,620 · see citing works
Mycorrhizas and nutrient cycling in ecosystems – a journey towards relevance?
Read, D. J., & Pérez‐Moreno, J. (2003) · New Phytologist · doi:10.1046/j.1469-8137.2003.00704.x · Cited by 1,615 · see citing works
Roots and Associated Fungi Drive Long-Term Carbon Sequestration in Boreal Forest
Clemmensen, K. E., Bahr, A., Ovaskainen, O., Dahlberg, A., Ekblad, A., Wallander, H., Stenlid, J., Finlay, R. D., Wardle, D. A., & Lindahl, B. D. (2013) · Science · doi:10.1126/science.1231923 · Cited by 1,545 · see citing works
MEROPS: the database of proteolytic enzymes, their substrates and inhibitors
Rawlings, N. D., Barrett, A. J., & Bateman, A. G. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr987 · Cited by 1,539 · see citing works
Interactive Tree Of Life v2: online annotation and display of phylogenetic trees made easy
Letunić, I., & Peer Bork, B. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr201 · Cited by 1,462 · see citing works
Gene expression analysis by massively parallel signature sequencing (MPSS) on microbead arrays.
Brenner, S., Johnson, M., Bridgham, J., Golda, G., Lloyd, D. H., Johnson, D., Luo, S., McCurdy, S., Foy, M., Ewan, M., et al. (2000) · Nature Biotechnology · doi:10.1038/76469 · Cited by 1,360 · see citing works
Expansion of the enzymatic repertoire of the CAZy database to integrate auxiliary redox enzymes
Levasseur, A., Drula, É., Lombard, V., Coutinho, P. M., & Henrissat, B. (2013) · Biotechnology for Biofuels · doi:10.1186/1754-6834-6-41 · Cited by 1,324 · see citing works
Self-citationProteinortho: Detection of (Co-)orthologs in large-scale analysis
Lechner, M., Findeiß, S., Steiner, L., Marz, M., Stadler, P. F., & Prohaska, S. J. (2011) · BMC Bioinformatics · doi:10.1186/1471-2105-12-124 · Cited by 1,224 · see citing works
Exploration types of ectomycorrhizae
Agerer, R. (2001) · Mycorrhiza · doi:10.1007/s005720100108 · Cited by 1,080 · see citing works
Martı́nez, Á. T., Speranza, M., Ruiz-Dueñas, F. J., Ferreira, P., Camarero, S., Guillén, F., Martı́nez, M. J., Gutiérrez, A., & del Río, J. C. (2005) · PubMed · Cited by 1,069 · see citing works
Kohler, A., Kuo, A., Nagy, L. G., Morin, E., Barry, K., Buscot, F., Canbäck, B., Choi, C., Cichocki, N., Clum, A., et al. (2015) · Nature Genetics · doi:10.1038/ng.3223 · Cited by 1,064 · see citing works
Self-citationThe genome of Laccaria bicolor provides insights into mycorrhizal symbiosis
Martin, F. M., Aerts, A. L., Ahrén, D., Brun, A., Danchin, É., Duchaussoy, F., Gibon, J., Kohler, A., Lindquist, E., Pereda‐Loth, V., et al. (2008) · Nature · doi:10.1038/nature06556 · Cited by 1,055 · see citing works
Self-citationQuinlan, R. J., Sweeney, M. D., Leggio, L. L., Otten, H., Poulsen, J.-C. N., Johansen, K. S., Krogh, K. B. R. M., Jørgensen, C. I., Tovborg, M., Anthonsen, A., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1105776108 · Cited by 1,039 · see citing works
Spatial separation of litter decomposition and mycorrhizal nitrogen uptake in a boreal forest
Lindahl, B. D., Ihrmark, K., Boberg, J. B., Trumbore, S. E., Högberg, P., Stenlid, J., & Finlay, R. D. (2006) · New Phytologist · doi:10.1111/j.1469-8137.2006.01936.x · Cited by 967 · see citing works
Ectomycorrhizal fungi – potential organic matter decomposers, yet not saprotrophs
Lindahl, B. D., & Tunlid, A. (2014) · New Phytologist · doi:10.1111/nph.13201 · Cited by 848 · see citing works
Self-citationRiley, R. W., Salamov, A., Brown, D. W., Nagy, L. G., Floudas, D., Held, B. W., Levasseur, A., Lombard, V., Morin, E., Otillar, R., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1400592111 · Cited by 742 · see citing works
Self-citationHydrophobins: Multipurpose Proteins
Wösten, H. A. B. (2001) · Annual Review of Microbiology · doi:10.1146/annurev.micro.55.1.625 · Cited by 704 · see citing works
Transcriptional regulation of plant cell wall degradation by filamentous fungi
Aro, N., Pakula, T., & Penttilä, M. E. (2004) · FEMS Microbiology Reviews · doi:10.1016/j.femsre.2004.11.006 · Cited by 616 · see citing works
The Plant Cell Wall–Decomposing Machinery Underlies the Functional Diversity of Forest Fungi
Eastwood, D. C., Floudas, D., Binder, M., Majcherczyk, A., Schneider, P., Aerts, A. L., Asiegbu, F. O., Baker, S., Barry, K., Bendiksby, M., et al. (2011) · Science · doi:10.1126/science.1205411 · Cited by 603 · see citing works
Self-citationMartinez, D., Challacombe, J. F., Morgenstern, I., Hibbett, D. S., Schmoll, M., Kubicek, C. P., Ferreira, P., Ruiz-Dueñas, F. J., Martı́nez, Á. T., Kersten, P. J., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0809575106 · Cited by 587 · see citing works
Self-citationNew and classic families of secreted fungal heme peroxidases
Hofrichter, M., Ullrich, R., Pecyna, M. J., Liers, C., & Lundell, T. (2010) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-010-2633-0 · Cited by 558 · see citing works
Högberg, M. N., & Högberg, P. (2002) · New Phytologist · doi:10.1046/j.1469-8137.2002.00417.x · Cited by 523 · see citing works
Major clades of Agaricales: a multilocus phylogenetic overview
Matheny, P. B., Curtis, J. M., Hofstetter, V., et al. (2006) · Mycologia · doi:10.3852/mycologia.98.6.982 · Cited by 503 · see citing works
Major clades of Agaricales: a multilocus phylogenetic overview
Matheny, P. B., Curtis, J. M., Hofstetter, V., et al. (2006) · Mycologia · doi:10.1080/15572536.2006.11832627 · Cited by 419 · see citing works
Advances in Understanding the Molecular Structure of Soil Organic Matter
Kleber, M., & Johnson, M. G. (2010) · Advances in agronomy · doi:10.1016/s0065-2113(10)06003-7 · Cited by 343 · see citing works
Bödeker, I. T. M., Clemmensen, K. E., de Boer, W., et al. (2014) · New Phytologist · doi:10.1111/nph.12791 · Cited by 343 · see citing works
The chemical and functional characterization of soil N and its biotic components
Nannipieri, P., & Paul, E. A. (2009) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2009.07.013 · Cited by 334 · see citing works
Weiland, J. J., & Guyonnet, R. (2003) · European Journal of Wood and Wood Products · doi:10.1007/s00107-003-0364-y · Cited by 317 · see citing works
Fungal Biodegradation of Lignocelluloses
Hatakka, A. I., & Hammel, K. E. (2010) · Springer eBooks · doi:10.1007/978-3-642-11458-8_15 · Cited by 303 · see citing works
Nitrogen isotopes in ectomycorrhizal sporocarps correspond to belowground exploration types
Hobbie, E. A., & Agerer, R. (2009) · Plant and Soil · doi:10.1007/s11104-009-0032-z · Cited by 276 · see citing works
Rineau, F., Roth, D., Shah, F., Smits, M. M., Johansson, T., Canbäck, B., Olsen, P., Persson, P., Grell, M. N., Lindquist, E., et al. (2012) · Environmental Microbiology · doi:10.1111/j.1462-2920.2012.02736.x · Cited by 215 · see citing works
Self-citationArantes, V., Milagres, A. M. F., Filley, T. R., et al. (2010) · Journal of Industrial Microbiology & Biotechnology · doi:10.1007/s10295-010-0798-2 · Cited by 195 · see citing works
Simpson, A. J., Song, G., Smith, E., Lam, B., Novotny, E. H., & Hayes, M. H. B. (2006) · Environmental Science & Technology · doi:10.1021/es061576c · Cited by 192 · see citing works
Bödeker, I. T. M., Nygren, C. M. R., Taylor, A. F. S., Olson, Å., & Lindahl, B. D. (2009) · The ISME Journal · doi:10.1038/ismej.2009.77 · Cited by 190 · see citing works
Ectomycorrhizal fungi contribute to soil organic matter cycling in sub-boreal forests
Phillips, L. A., Ward, V., & Jones, M. D. (2013) · The ISME Journal · doi:10.1038/ismej.2013.195 · Cited by 190 · see citing works
PeroxiBase: a database for large-scale evolutionary analysis of peroxidases
Fawal, N., Li, Q., Savelli, B., et al. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks1083 · Cited by 181 · see citing works
Hibbett, D. S., Bauer, R., Binder, M., Giachini, A. J., Hosaka, K., Justo, A., Larsson, E., Larsson, K., Lawrey, J. D., Miettinen, O., et al. (2014) · Springer eBooks · doi:10.1007/978-3-642-55318-9_14 · Cited by 176 · see citing works
Self-citationGómez‐Toribio, V., García-Martín, A. B., Martı́nez, M. J., et al. (2009) · Applied and Environmental Microbiology · doi:10.1128/aem.02137-08 · Cited by 153 · see citing works
New Phytologist– an evolving host for mycorrhizal research
Martin, F. M., & Slater, H. (2007) · New Phytologist · doi:10.1111/j.1469-8137.2007.02058.x · Cited by 150 · see citing works
Self-citationAssessing available carbon: Comparison of techniques across selected forest soils
Davidson, E. A., Galloway, L. F., & Strand, M. K. (1987) · Communications in Soil Science and Plant Analysis · doi:10.1080/00103628709367802 · Cited by 148 · see citing works
Rineau, F., Shah, F., Smits, M. M., Persson, P., Johansson, T., Carleer, R., Troein, C., & Tunlid, A. (2013) · The ISME Journal · doi:10.1038/ismej.2013.91 · Cited by 147 · see citing works
Self-citationYelle, D. J., Wei, D., Ralph, J., & Hammel, K. E. (2011) · Environmental Microbiology · doi:10.1111/j.1462-2920.2010.02417.x · Cited by 147 · see citing works
Multiple Multi-Copper Oxidase Gene Families in Basidiomycetes – What for?
Kües, U., & Rühl, M. (2011) · Current Genomics · doi:10.2174/138920211795564377 · Cited by 145 · see citing works
Decomposition of 14C-labelled lignin, holocellulose and lignocellulose by mycorrhizal fungi
Trojanowski, J., Haider, K., & H�ttermann, A. (1984) · Archives of Microbiology · doi:10.1007/bf00402000 · Cited by 113 · see citing works
An ecosystem-scale radiocarbon tracer to test use of litter carbon by ectomycorrhizal fungi
Treseder, K. K., Torn, M. S., & Masiello, C. A. (2005) · Soil Biology and Biochemistry · doi:10.1016/j.soilbio.2005.09.006 · Cited by 72 · see citing works
Radiocarbon evidence for the mining of organic nitrogen from soil by mycorrhizal fungi
Hobbie, E. A., Ouimette, A. P., Schuur, E. A. G., et al. (2012) · Biogeochemistry · doi:10.1007/s10533-012-9779-z · Cited by 71 · see citing works
Shah, F., Rineau, F., Canbäck, B., Johansson, T., & Tunlid, A. (2013) · New Phytologist · doi:10.1111/nph.12425 · Cited by 66 · see citing works
Self-citationKorripally, P., Timokhin, V. I., Houtman, C. J., et al. (2013) · Applied and Environmental Microbiology · doi:10.1128/aem.03880-12 · Cited by 63 · see citing works
Iron-reducing capacity of low-molecular-weight compounds produced in wood by fungi
Goodell, B. S., Daniel, G., Jellison, J., et al. (2006) · Holzforschung · doi:10.1515/hf.2006.106 · Cited by 60 · see citing works
Tanaka, H., Yoshida, G., Baba, Y., et al. (2006) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2006.12.010 · Cited by 47 · see citing works
Buurman, P., Jongmans, A. G., & Nierop, K. G. J. (2008) · Soil Science Society of America Journal · doi:10.2136/sssaj2007.0352 · Cited by 29 · see citing works
Culture conditions affecting biodegradation components of the brown-rot fungus Gloeophyllum trabeum
Varela, E., Mester, T., & Tien, M. (2003) · Archives of Microbiology · doi:10.1007/s00203-003-0583-y · Cited by 23 · see citing works
Die Bedeutung der Myforhiza-Pilze für die gemeine Kiefer
Franl (1894) · European Journal of Forest Research · doi:10.1007/bf01842241 · Cited by 16 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Baldrian P. 2008 Enzymes of saprotrophic basidiomycetes In: Boddy L, Frankland JC, van West British P, eds. Mycological Society symposia series volume 28. Amsterdam, the Netherlands: Elsevier, 19– 41.
- Hatakka A, Hammel KE. 2010 Fungal biodegradation of lignocellulose In: Hofrichter M, ed. The mycota vol. X, industrial applications. Berlin, Germany: Springer‐Verlag, 319– 340.
Cited by
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Schröder, P., Beckers, B., Daniels, S., Gnädinger, F., Maestri, E., Marmiroli, N., Mench, M., Millan, R., Obermeier, M. M., Oustriere, N., et al. (2018) · Science of The Total Environment · doi:10.1016/j.scitotenv.2017.10.209 · Cited by 151 · see citing works
Self-citation
- Authors
- Shah, F., Nicolás, C., Bentzer, J., Ellström, M., Smits, M., Rineau, F., Canbäck, B., Floudas, D., Carleer, R., Lackner, G., Braesel, J., Hoffmeister, D., Henrissat, B., Ahrén, D., Johansson, T., Hibbett, D. S., Martin, F., Persson, P., & Tunlid, A.
- Affiliations
- Lund University (SE)
- Hasselt University (BE)
- Centre for Environmental Sciences Hasselt University Building D Agoralaan 3590 Diepenbeek Limburg Belgium
- Clark University (US)
- Leibniz-Institut für Naturstoff-Forschung und Infektionsbiologie e. V. - Hans-Knöll-Institut (HKI) (DE)
- Centre National de la Recherche Scientifique (FR)
- Interactions Arbres-Microorganismes (FR)
- Corresponding author
- Tunlid, Anders
- ORCID
- Venue
- New Phytologist
- Publisher
- Wiley
- Published
- 2015-11-03
- Volume
- 209
- Issue
- 4
- Pages
- 1705-1719
- ISSN
- 0028-646X (ISSN-L)
- 1469-8137
- PMC
- PMC5061094
- OpenAlex
- W1912607569
- Cited by
- 394
- References
- 70
- Citations by year
- 2026: 35 · 2025: 39 · 2024: 42 · 2023: 42 · 2022: 32 · 2021: 50 · 2020: 37 · 2019: 31 · 2018: 29 · 2017: 27 · 2016: 27
- FWCI
- 33.41
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- New Phytologist (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- Clark Digital Commons (Clark University) (submittedVersion, cc-by)
- HAL AMU (submittedVersion, other-oa)
- Document Server@UHasselt (UHasselt) (submittedVersion, cc-by)
- Lund University Publications (Lund University) (submittedVersion)
- Funders
- Vetenskapsrådet
- Knut och Alice Wallenbergs Stiftelse
- Agence Nationale de la Recherche
- Biodiversity and Ecosystem Services in a Changing Climate
- Laboratory of Excellence ARBRE (ANR-11-LABX-0002-01)
- Office of Science of the US Department of Energy
- Topics
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Mycorrhizal Fungi and Plant Interactions
- Life Sciences › Agricultural and Biological Sciences › Soil Science › Soil Carbon and Nitrogen Dynamics
- Life Sciences › Agricultural and Biological Sciences › Insect Science › Forest Ecology and Biodiversity Studies
- Keywords
- ectomycorrhizal fungi, soil organic matter decomposition, oxidative degradation, lignocellulose degradation, gene duplication, gene recruitment, transcriptome, symbiosis evolution, forest soils
- MeSH terms
- Fungal Proteins, Fungi, Genes, Fungal, Lignin, Organic Chemicals, Oxidation-Reduction, Phylogeny, Soil, Transcription, Genetic, Gene Expression Regulation, Fungal, Mycorrhizae, Laccase, Secondary Metabolism
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