Microbial symbioses have evolved repeatedly across the tree of life, but the genetic changes underlying transitions to symbiosis are largely unknown, especially for eukaryotic microbial symbionts. We used the genus Amanita, an iconic group of mushroom-forming fungi engaged in ectomycorrhizal symbioses with plants, to identify both the origins and potential genetic changes maintaining the stability of this mutualism. A multi-gene phylogeny reveals one origin of the symbiosis within Amanita, with a single transition from saprotrophic decomposition of dead organic matter to biotrophic dependence on host plants for carbon. Associated with this transition are the losses of two cellulase genes, each of which plays a critical role in extracellular decomposition of organic matter. However a third gene, which acts at later stages in cellulose decomposition, is retained by many, but not all, ectomycorrhizal species. Experiments confirm that symbiotic Amanita species have lost the ability to grow on complex organic matter and have therefore lost the capacity to live in forest soils without carbon supplied by a host plant. Irreversible losses of decomposition pathways are likely to play key roles in the evolutionary stability of these ubiquitous mutualisms.
Citation: Wolfe BE, Tulloss RE, Pringle A (2012) The Irreversible Loss of a Decomposition Pathway Marks the Single Origin of an Ectomycorrhizal Symbiosis. PLoS ONE 7(7): e39597. https://doi.org/10.1371/journal.pone.0039597
Editor: Anastasia P. Litvintseva, Duke University Medical Center, United States of America
Received: February 7, 2012; Accepted: May 28, 2012; Published: July 18, 2012
Copyright: © 2012 Wolfe et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was funded by an NSF Dissertation Improvement Grant (DEB #0808404), a New England Botanical Club Graduate Student Research Fellowship, and by faculty startup funds provided to the last author (Anne Pringle) by Harvard University. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Diverse prokaryotic and eukaryotic microbes have evolved to form mutualistic symbioses with eukaryotic hosts, conjoining the evolutionary trajectories of distant lineages on the tree of life , . While the diversity and function of these microbial mutualisms is increasingly apparent , , , , , the evolutionary origins of most microbial symbioses remain enigmatic. It is often unclear if microbial mutualists evolved from free-living relatives or parasites, or how frequently mutualisms break down and revert to autonomous or parasitic lifestyles , . While theory predicts which conditions should favor the persistence of mutualism , , genetic mechanisms explaining the stability of real world mutualisms are generally lacking.
Comparisons between endosymbiotic and free-living Proteobacteria have identified a number of genetic changes associated with the transition to mutualism, including the loss of genes needed for autonomous growth , , . However, it is unclear if patterns associated with the evolution of prokaryotic endosymbioses can be generalized to other phylogenetically and functionally distinct symbioses, including mutualisms of ectosymbionts or eukaryotic microbes. Another obstacle to understanding the origins of symbiosis is the limited number of biological systems with tractable, clearly defined, and closely related symbiotic and free-living species. While major transitions between free-living and symbiotic niches have been identified across large-scale phylogenies , , the fine-scale mapping of these transitions is hampered by poorly resolved phylogenies, and experiments are made difficult by our limited ability to manipulate free-living and symbiotic taxa .
Ectomycorrhizal (EM) symbioses between fungi and plants are found in many forests throughout the world and generally function as mutualisms . Ectomycorrhizal fungi obtain carbon from plants in the form of simple sugars and in return, provide nutrients scavenged from the soil . The symbiotic interface of the association is the ectomycorrhizal root tip; EM fungi colonize the root surface and grow between (but do not penetrate) plant cells. At coarse phylogenetic scales in the Agaricales (the gilled mushrooms), the EM symbiosis appears to have evolved independently at least 11 times, and always from autonomous, saprotrophic (SAP) fungi . At finer phylogenetic scales, the lability of the symbiosis is unknown.
Whether or not EM fungi retain some capacity for autonomous growth is also unclear, and may be a key to understanding the lability of the symbiosis. A hallmark of SAP fungi is the ability to produce significant quantities of cellulases and other glycoside hydrolases, which can degrade plant cell walls to sugars . Because EM fungi appear to have evolved from SAP species, they may retain genes encoding these enzymes and also degrade complex organic matter in soils. However, most of the carbon in the biomass of EM fungi appears to be derived from recently-fixed carbon , , , suggesting that most carbon is taken from living plant hosts or from recently deposited litter. In contrast, experiments have shown that some EM fungi may secrete cellulases  and the ecological significance of these data is intensely debated , . Genome sequences of the EM fungi Laccaria bicolor and Tuber melanosporum demonstrate that some glycoside hydrolases involved in the decomposition of cellulose are retained and expressed by EM fungi, while others are lost or reduced in number , , . But because there are no data for closely related free-living and symbiotic species, patterns of gene loss cannot be directly linked to the evolution of EM symbioses. If symbiotic fungi have lost the capacity for autonomous growth, transitions away from symbiosis may be unlikely.
By focusing on a single, diverse clade of both EM and SAP fungi, we sought to determine the origins of an EM symbiosis at fine phylogenetic scales and track the fate of genes involved in saprotrophy. The genus Amanita encompasses over 500 species and is found on all continents except Antarctica , , . It is one of the most widely recognized groups of mushroom-forming fungi in the world  (Figure 1). Ectomycorrhizal Amanita species generally function as mutualists, and diverse host plant species show increased nutrient uptake and growth when inoculated with Amanita , , , , . Although most species of Amanita are symbiotic, a small number of species consistently grow apart from woody plant hosts as free-living saprobes , . The existence of closely related symbiotic and free-living species makes Amanita an ideal system for exploring the origins of mutualism and mechanisms maintaining it.
Clockwise, from top left, Amanita muscaria subsp. flavivolvata, Amanita frostiana, Amanita jacksonii, an undescribed Amanita species, the saprotrophic Amanita manicata, and Amanita phalloides.
Using a multi-gene phylogenetic reconstruction of symbiotic (EM) and free-living (SAP) Amanita species, we determined the number of origins of the EM symbiosis within the genus. We also tracked the fate of genes in the cellulose degradation pathway, a major pathway used by free-living fungi to obtain carbon . Because EM fungi use living plants as a major carbon source, we hypothesized that EM Amanita species would have lost genes that play essential roles in the cellulose degradation pathway. We also hypothesized that EM Amanita species would be unable to degrade complex carbon and grow as decomposers. By placing our functional gene and experimental data in a phylogenetic context, we highlight the potential role of irreversible gene loss in maintaining the evolutionary stability of this common mutualism.
Results and Discussion
Evolutionary Origin of Symbiosis within Amanita
A phylogenetic reconstruction of Amanita provides evidence for a single origin of the EM symbiosis (Figure 2). One monophyletic clade encompasses all obligately EM species, while free-living Amanita species form a second clade near the SAP genera Volvariella, Pluteus and Limacella. Ancestral state reconstruction supports a single origin of symbiosis in Amanita, and a high proportional likelihood (0.997) suggests the most recent common ancestor of the monophyletic clade of ectomycorrhizal Amanita species was ectomycorrhizal (Figure 2). The reconstruction of the most recent common ancestor of all Amanita species was ambiguous, while the most recent common ancestor of the clade encompassing Amanita and Limacella was reconstructed as saprotrophic.
Support values at nodes indicate maximum likelihood bootstrap (MLB)/Bayesian posterior probability (BPP) values. Thick branches indicate branches with >90% MLB and >0.95 BPP. Boxes along right indicate presence/absence of three cellulase genes: endoglucanase (E), cellobiohydrolase (C), and beta-glucosidase (ß). Black = present. White = absent. Species highlighted in grey are kept as cultures and were used for experimental assessment of saprotrophy (see text). Inset indicates putative role and location of cellulases in cellulose degradation pathway. Colors of branches are based on parsimony reconstructions of trophic status.
Fate of Genes Involved in the Cellulose Degradation Pathway
Saprotrophic fungi require three classes of enzymes to efficiently transform the cellulose in dead plant material into simple sugars: endoglucanases, cellobiohydrolases, and beta-glucosidases  (Figure 2). We targeted specific homologs of these cellulases known to play important roles in the decomposition of cellulose by V. volvacea , , , , a SAP species closely related to Amanita. The V. volvacea endoglucanase, encoded by eg1, belongs to the carbohydrate-active enzymes (CAZymes) glycoside hydrolase (GH) family 5, and is extracellular . The V. volvacea cellobiohydrolase, encoded by cbhI-I, is a GH7, and is also extracellular . The V. volvacea beta-glucosidase, encoded by bgl, is a GH3, and is intracellular . While other CAZymes can play important roles in the decomposition of cellulose , most of the previous work on cellulose decomposition has focused on these three enzymes, making them a logical target for our own research.
The evolution of symbiosis in Amanita is associated with the loss of two of these three classes of cellulase genes. We were unable to detect copies of an endoglucanase (eg1) or a cellobiohydrolase (cbhI-I) from any EM Amanita species, but many SAP Amanita species have copies of one or both of these genes (Figure 2, S1, and S2). Southern blots confirm that lack of gene detection using PCR screens corresponds to the loss of eg1 and cbhI-I from genomes, and is not caused by problems with primer design or other PCR artifacts (Figure S3).
In contrast to the losses of endoglucanases and cellobiohydrolases, homologs of a beta-glucosidase (bgl) were detected in both SAP and EM species (Figs. 2; S4). The presence of bgl was not consistent across the phylogeny; many species in subgenus Lepidella have lost bgl while most species in subgenus Amanita have retained bgl (Figure 2). Results from RT-PCR with three Amanita species suggest that the bgl genes in EM Amanita are still expressed (Figure 3), but the patterns of expression in response to carbon availability appear to have shifted following the evolution of the EM symbiosis.
A. th = Amanita thiersii (saprotrophic). A. co = Amanita cokeri (ectomycorrhizal). A. cr = Amanita crenulata (ectomycorrhizal).
While most free-living Amanita and outgroup species house genes encoding all three cellulase enzymes, species in one group of free-living Amanita species (encompassing A. codinae, A. singeri, A. pruittii and A. inopinata, Figure 2) lacked all three genes, with the exception of A. pruittii, which retained a copy of bgl. These fungi are not collected in association with ectomycorrhizal hosts ,  and we failed to find evidence of symbiotic root structures when we searched for them in a natural population of A. inopinata. Inoculation of uncolonized Pinus seedlings with A. inopinata in the laboratory did not result in any sign of a mutualistic or pathogenic interaction with plants, while an ectomycorrhizal control species (A. muscaria) in the same experiment formed obvious EM root tips (Figure S5). These Amanita species may possess other types of cellulases not targeted by our study.
Endoglucanases and cellobiohydrolases are important in the initial stages of decomposition, and break down large polymers of cellulose, while beta–glucosidases convert short cellulose molecules, such as cellobiose, into glucose during the final stages of cellulose decomposition . The retention and expression of bgl in many EM Amanita suggests these species have retained a limited capacity to obtain carbon from the hydrolysis of end products of cellulose degradation. However, these EM Amanita would rely on co-occurring fungi and bacteria to make cellobiose available as a carbon source.
The loss of endoglucanases in EM Amanita species contrasts with the presence and functional significance of endoglucanases in other EM species. Both the T. melanosporum and L. bicolor genomes house endoglucanases closely related to those identified in free-living, saprotrophic Amanita species (Figure S1). In the symbiotic root tips of T. melanosporum, this endoglucanase is highly expressed, suggesting it has a role in the function of the EM symbiosis. The retention of endoglucanases by some EM fungi, but loss in symbiotic Amanita, confirms Martin et al.’s hypothesis  of different ‘molecular tool kits’ used by different species to form symbioses.
All EM Amanita species have lost the cbhI-I gene, a CBHI cellobiohydrolase. The loss of CBHI cellobiohydrolases was also observed from the genome sequences of T. melanosporum and L. bicolor , . To test whether loss of GH7 cellobiohydrolases is consistent across other EM fungal lineages, we conducted a PCR screen of species in sister EM-SAP clades at two other independent origins of the EM symbiosis: Tricholoma (EM) vs. Clitocybe/Lepista (SAP) and Hebeloma (EM) vs. Galerina/Psilocybe (SAP) . These PCR screens confirmed that CBHI cellobiohydrolases are absent from most EM genomes, but are present in all SAP genomes (Figure S6). Studies that have cloned and sequenced CBHI cellobiohydrolases from fungal communities in a variety of forest ecosystems have not yet matched a CBHI to an EM fungal clade , , providing additional support for the loss of CBHI cellobiohydrolases as a consistent genomic hallmark of the EM symbiosis.
Experimental Evidence for Loss of Saprotrophy
The loss of two key genes in the cellulose degradation pathway suggests EM Amanita can no longer function as saprotrophs. However, EM Amanita may possess other classes of cellulase genes or alternative decomposition pathways that could unlock available carbon from organic matter in forest soils. To test if the loss of cellulases correlates with the loss of the capacity to grow on complex organic matter, we grew axenic cultures of nine EM Amanita, as well as three free-living Amanita species and two outgroup species (Table S3) in media where sterile litter was the sole source of carbon. Target species span our phylogeny.
All three SAP Amanita species and the outgroup species grew on litter, while EM Amanita species did not grown on litter (Figure 4), confirming that obligately symbiotic species have lost the capacity for saprotrophic growth on complex cellulosic substrates. Amanita inopinata, a free-living species without the three cellulases, also grew very poorly on litter, confirming it is not an effective decomposer of cellulose. We also measured the production of endoglucanase, cellobiohydrolase, and beta-glucosidase by each species. While two SAP Amanita species (A. manicata and A. thiersii) and the SAP outgroups produced significant levels of all three enzymes, these enzymes were not detectable or were only produced in trace amounts by EM Amanita species (Figure 4). Despite having functional copies of bgl, beta-glucosidase activity was not detected from EM species, probably because these species grew so poorly on the litter.
Fourteen species, including saprotrophic and ectomycorrhizal Amanita and two saprotrophic Volvariella species, were grown on sterile grass litter to test for the use of litter as a sole carbon source. Enzyme activities of endoglucanase (E), cellobiohydrolase (C) and beta-glucosidase (ß) were also measured. The same species were grown on media with a protein (casein hydrolysate) as sole nitrogen source. Colony diameter as well as clearing of milk agar was measured to indicate growth on protein and protease activity, respectively. Values of cellulolytic and proteolytic growth and activity are expressed as relative to the maximum value (from 0 to 1) for each parameter across the species. The difference in growth between ectomycorrhizal and saprotrophic species on litter is highly significant, according to phylogenetically independent contrasts (F1,11 = 7.84, p = 0.017). Contrasts for all other data were not significant.
In addition to carbon, EM fungi require high levels of nitrogen both for their own metabolism and as a resource for host plants. Many EM fungi, including some Amanita species, have been shown to use various organic nitrogen sources . We predicted that while cellulolytic SAP capabilities would be lost by EM Amanita, proteolytic capabilities would be retained. Our hypothesis is supported by the ability of both SAP and EM Amanita to grow when protein was provided as the sole nitrogen source (Figure 4). Production of extracellular proteases was also detected from all Amanita species, confirming a capacity to degrade proteins in the soil environment (Figure 4 and S7). Partial sequences of an extracellular aspartic protease originally described from Amanita muscaria  were identified in both EM and SAP Amanita species (Figure S8) suggesting the genetic potential for proteolytic activity has been retained following the evolution of the EM symbiosis.
Using the genus Amanita, we demonstrate that the irreversible loss of genes required for autonomous growth is associated with the evolution of an ectomycorrhizal symbiosis. We cannot determine if the loss of cellulases was a prerequisite for the evolution of the EM symbiosis in Amanita, or a consequence. However, the loss of genes required for autonomous growth is also observed with prokaryotic endosymbionts , , , suggesting that common patterns of genome evolution may occur with both endo- and ectosymbionts. Relaxed selection on genes enabling access to resources readily provided by hosts may be a common mechanism driving gene loss. Using phylogenetic, genomic, and experimental approaches with other microbial, eukaryotic ectosymbionts, such as fungal symbionts of leaf-cutting ants ,  or bark beetles , may provide additional insights into patterns and mechanisms of gene loss associated with transitions to symbiosis.
The evolutionary lability of the EM symbiosis has been intensely debated since the first large-scale phylogeny of EM and SAP basidiomycete species suggested transitions from SAP to EM have occurred many times, and reversions from EM to SAP are also likely . Subsequent work questioned the existence of reversals from EM to SAP niches , and pointed to the problems of using poorly resolved molecular phylogenies to draw conclusions about ecological transitions. As far as we are aware, our research is the first to combine fine-scale phylogenetic, functional gene, and experimental data to demonstrate that following the evolution of an EM symbiosis, reversions to SAP are unlikely. Ectomycorrhizal EM Amanita species and other EM fungi have not lost all genes associated with the decomposition of organic matter, as the retention of beta-glucosidases by EM Amanita demonstrates. However, because critical genes in decomposition pathways have been lost, it is unlikely that these fungi will be able to acquire significant amounts of carbon from saprotrophy and instead will rely on carbon provided by a host plant. Our data suggest that the limited ability of EM Amanita to easily decompose complex organic matter is a constraint on reversions to a SAP niche and is likely to play a key role in the maintenance of these widespread microbial mutualisms.
Materials and Methods
Phylogenetic and Ancestral Character Reconstruction
To reconstruct the evolutionary history of the EM symbiosis within Amanita, we used a four gene phylogeny of 108 species collected from around the world. Specimens were taken from herbaria or were collected by the authors from the wild (see table S1 for details on how specimens were obtained). All necessary permits for collecting were obtained and no endangered or protected species were collected. This is the most geographically and taxonomically diverse phylogeny of Amanita to date. Moreover, this is the first molecular phylogeny to include a significant sampling of the 32 probable SAP Amanita species, with 13 of these (Table S1) included in our work. Thirteen of the remaining SAP Amanita species were excluded because the known collections were judged too old or degraded to provide DNA. According to morphological characters , the 6 unsampled species are more closely related to other SAP Amanita than EM Amanita, and molecular phylogenies consistently support morphological groupings in Amanita , . Several species of closely related SAP genera, including Limacella, Volvariella, and Pluteus, were also included.
We sequenced 4 gene regions, the nuclear and mitochondrial large and small subunits of rRNA, using standard primers (nucLSU: LR0R/LR7; nucSSU: PNS1/NS41; mtSSU: MS1/MS2; mtLSU: ML5/ML6). The final alignment after manually removing unalignable regions included 2994 characters for 108 species. To test for topological congruence among each of the 4 loci, separate maximum likelihood phylogenies were constructed for each gene using RaxML (version 7.2.3) with 100 bootstrap replicates. Using these single-locus phylogenies, we did not detect any well-supported (>80% bootstrap support) topological conflicts among genes, and therefore concatenated the genes into a single dataset. A GTR+I+Γ model of evolution was determined to be suitable for all 4 gene regions based on model selection analyses implemented in TOPALI version 2.5 .
Maximum likelihood analysis was performed with RA×ML version 7.2.3 , using a GTR+I+Γ model with 100 bootstrap replicates. Bayesian Analysis was performed with MrBayes version 3.1 using a GTR+I+Γ model with ten million generations, 4 chains, trees sampled every 1000 generations, and a burn-in period of 2.5 million generations. In both analyses, Volvariella volvacea was used as an outgroup. We repeated our phylogenetic analysis with other outgroup taxa that have been placed in the Pluteoid clade  including Melanoleuca, Pluteus, and Pleurotus. The choice of outgroup did not change the phylogenetic relationships we observed between EM and SAP Amanita taxa.
Maximum likelihood ancestral state reconstruction of trophic status (SAP vs. EM) was optimized onto the best maximum likelihood tree using parsimony and likelihood ancestral states in Mesquite version 2.73+ (mesquiteproject.org). For likelihood ancestral state reconstruction, a Markov k-state 1-parameter model (Mk1) was used with the likelihood decision threshold set to 2.
Detection of Cellulase Genes
Using degenerate PCR primers designed for cellulase homologs of basidiomycetes (Table S2), we screened every species in our phylogeny for the presence of endoglucanase, cellobiohydrolase, and beta-glucosidase genes. Primers (Table S2) were designed based on V. volvacea sequences as well as other known sequences of genes from genomes of other basidiomycetes, with the exception of the primer for cellobiohydrolase I (cbhI-I), which was previously published . When an amplicon of the expected size was detected, it was cloned using a TOPO TA Cloning Kit (Invitrogen, Carlsbad, CA). Cloned inserts were amplified from eight colonies per cloning reaction using colony PCR with M13 primers and sequenced.
Because the beta-glucosidase gene (bgl) was broadly distributed across the phylogeny, we only cloned and sequenced a subset of total detected amplicons. In initial screens, we could predict with 100% accuracy if a bgl amplicon was present in a species based on the presence of an abundant band ∼525 bp in length. When this band was not present, many faint bands with a diversity of sizes were present that were not homologous to bgl (based on cloning and sequencing), or no bands were present. To assist with direct sequencing of bgl when it was detected, we added M13 tags to both the forward and the reverse primers.
Sequences were aligned in MacClade. Deduced amino acid sequences were used to generate maximum likelihood phylogenies for each gene using RaxML with a JTT model of amino acid substitution and gamma rate heterogeneity. 100 bootstrap replicates were performed for determining node support.
To confirm that the lack of a PCR amplicon for a cellulase gene correctly predicted its absence from a genome, we performed Southern blots on a subset of species from the larger phylogeny. Five micrograms of genomic DNA (gDNA) extracted from axenically grown mycelium (see below) was digested with HindIII, run out on a 1% agarose gel, and transferred to a nylon membrane. Gel purified PCR products produced from amplification of A. manicata gDNA with the primers for each gene described above were used to generate probes for the Southern blots with 32P-dCTP using the Prime-It II kit (Stratagene, La Jolla, CA). Blots were hybridized overnight at 65°C and washed for 2×10 min with (4× SSPE/1% SDS) and 1×5 min in (2× SSPE/1% SDS) at 65°C. The membrane was exposed to a phosphor screen overnight and imaged on a Typhoon Imager. The same blot was used for each gene. The blot was washed with 0.1 M NaOH/0.2% SDS between each hydridization to remove the probe and neutralized with a 0.1× SSC/0.2% SDS/0.2 M Tris-Cl solution. A control gene, elongation factor 1-alpha, was used for a final hybridization reaction.
Experimental Assessment of Saprotrophy
To experimentally assess SAP capabilities of EM species, we first grew strains of 14 taxa isolated from sporocarps (Table S3). Then a 2 mm×2 mm piece of mycelium from the actively growing front of a culture growing on potato dextrose agar was added to the center of a 60 mm Petri dish containing one of two treatments: solid medium with just basal salts and no carbon source (to control for residual growth from stored carbohydrates) and solid medium with basal salts as well as sterile grass litter. Each species and treatment combination was replicated 5 times. The grass litter comprised four species: Panicum virgatum, Elymus canadensis, Andropogon gerardii, and Koeleria cristata. We used grass litter because it was easy to grow in a controlled sterile environment and because many free-living Amanita species grow in grassland habitats. However, similar results were observed in a pilot study using sterile wood chips and artificial cellulose (Sigmacell and carboxymethylcellulose). Grasses were grown from seed in potting soil in a controlled environment growth chamber (20/25 degrees C, 12 h day/night periods, 60% humidity, and 500 µmol photon m−2 s−1 illumination). After 1 month of growth, we stopped watering the plants to cause senescence. Plants were harvested and cut into 2–3 cm segments and mixed in equal proportions for each of the four species. Grass litter was steam sterilized twice, at 121°C for 20 minutes, with a rinse in sterile water between autoclaving sessions to help remove pigments that might interfere with enzyme assays (see below).
We then assayed the activity of extracellular endoglucanase, cellobiohydrolase, and beta-glucosidase of fungi growing in liquid medium with sterile grass litter. Fungi were cultured in exactly the same manner used for the saprotrophy assay, except that liquid medium was used and only the litter treatment was used. To assay enzyme activity, 50 µL of liquid was removed from directly under the actively growing hyphal front of a mycelium. Each species was replicated 4 times. Endoglucanase activity was measured by determining the amount of reduced sugars produced after incubation of the culture liquid with carboxymethylcellulose. Reduced sugar concentrations were determined using the Somogyi-Nelson method , with glucose as a standard. Cellobiohydrolase was assayed by measuring the release of p-nitrophenol from p-nitrophenyl-β-d-cellobioside and beta-glucosidase was assayed by measuring the release of p-nitrophenol from p-nitrophenol–glucopyranoside. Substrate controls were included to account for differences in the release of pigments, nutrients or other compounds from the litter that could interfere with spectrophotometric assays. Water blanks were also used to account for background. Enzyme activity was measured at three time points (4, 16 and 32 days), as peak enzyme activity of the fungi varied in pilot experiments. Data presented is the mean value across the three time points. Endoglucanase is expressed as amount of reduced sugars produced. Cellobiohydrolase and beta-glucosidase is expressed as the amount of p-nitrophenol released from the artificial substrates.
Growth on protein and protease activity was measured as previously described . Hyphal diameter was used to quantify growth on protein and the size of the halo of clearing on milk agar plates was used to quantify protease activity. Aspartic protease genes were amplified using degenerate primers designed using sequences of aspartic protease retrieved from basidiomycete genomes (Table S2).
To test for significant differences in growth on cellulose or protein as well as cellulase and protease activity, we used phylogenetically independent contrasts . We tested for differences between SAP species (Volvariella and the three Amanita species) and the EM Amanita species for each of the cellulotyic or proteolytic variables measured. Independent contrasts were conducted using PDAP version 1.15 implemented in Mesquite version 2.73. A phylogeny of the nucLSU data was used for branch lengths.
To determine levels of expression of bgl by Amanita species, cultures of three species, A. thiersii, A. cokeri and A. crenulata, were grown with media using the same basal salts as described above with either 2% cellobiose or 2% glucose as sole carbon sources. Both cellobiose and glucose were filter sterilized to prevent degradation of cellobiose through heat sterilization. To determine transcript abundance of bgl, RNA was extracted using an RNeasy Plant Mini Kit (Qiagen Valencia, California). cDNA was constructed from the RNA using a Qiagen Quantitect Reverse Transcription Kit and used for PCR using gene specific primers (Table S2).
Maximum likelihood phylogeny of endoglucanase orthologs. Sequences were obtained by PCR amplification from saprotrophic Amanita species and close saprotrophic relatives to Amanita (Volvariella, Limacella and Pluteus) or were retrieved from genomes of other saprotrophic fungi from NCBI. The phylogeny is based on an amino-acid alignment of 156 characters. Values indicate bootstrap support. Support values are indicated for nodes with ≥50 bootstrap support.
Maximum likelihood phylogeny of cellobiohydrolase I orthologs. Sequences were obtained by PCR amplification from saprotrophic Amanita species and close saprotrophic relatives to Amanita (Volvariella, Limacella and Pluteus) or were retrieved from genomes of other saprotrophic fungi from NCBI. The phylogeny is based on an amino-acid alignment of 172 characters. Values indicate bootstrap support. Support values are indicated for nodes with ≥50 bootstrap support.
Southern blots of various Amanita species. (A) Genomic DNA digested with HindIII. (B) Endoglucanase, (C) Cellobiohydrolase I, and (D) a control probe of elongation factor 1-alpha. The same membrane was reprobed in (B) through (D). Species are: Lane 1) Amanita manicata, 2) A. thiersii, 3) A. inopinata, 4) A. cokeri 5) A. cinereoconia, 6) A. citrina 7) A. affin flavoconia 8) A. crenulata 9) A. muscaria var. guessowii. In each blot, hybridizations were done using PCR product generated from A. manicata (lane 1).
Maximum likelihood phylogeny of beta-glucosidase orthologs. Sequences were obtained by PCR amplification from saprotrophic and ectomycorrhizal Amanita species and close saprotrophic relatives to Amanita (Volvariella, Limacella and Pluteus) or were retrieved from genomes of other saprotrophic fungi from NCBI. Phylogeny is based on an amino-acid alignment of 117 characters. Values indicate bootstrap support. Support values are indicated for nodes with ≥50 bootstrap support.
Root morphology of Picea abies seedlings following inoculation with various Amanita species. (A) No inoculation, (B) A. thiersii (saprotrophic), (C) A. inopinata (saprotrophic) and (D) A. muscaria (ectomycorrhizal).
PCR amplicons of putative cellobiohydrolases from species spanning sister saprotrophic and ectomycorrhizal clades. Invitrogen Low Mass Ladder in first and last lane. Amplicons are shown in lanes 1–23 and were amplified from gDNA of the following specimens from the Farlow Herbarium (FH) at Harvard: 1) Hebeloma sp. (FH 00300668), 2) Hebeloma circinans (FH 00286370), 3) Hebeloma pusilum (FH 00300671), 4) Hebeloma radicatum (FH 00300672), 5) Hebeloma crustuliniforme (FH D-352), 6) Galerina sp. (FH 00300674), 7) Galerina calyptrate (FH 00300675), 8) Galerina marginata (FH 00286349), 9) Galerina paludosa (FH D-159), 10) Galerina tibiicystis (FH D-160), 11) Psilocybe cf. coprophila (FH 00284978), 12) Tricholoma quericola (FH 00284932), 13) Tricholoma vaccinum (FH 00304011), 14) Tricholoma atrosquamosum (FH 00286508), 15) Tricholoma orirubens (FH Yang 2323), 16) Tricholoma saponaceum (FH 00286488), 17) Tricholoma squarrulosum (FH Ge 347), 18) Tricholoma sulphureum (FH Ge 864), 19) Lepista nuda (FH 00300634), 20) Lepista inversa (FH 00300633), 21) Lepista flaccida (FH 00286364), 22) Clitocybe gibba (FH Ge 588). Amplicons in lanes 3, 13 and 17 were cloned and sequenced and showed high similarity to basidiomycete cellobiohydrolases. Other bands amplified from ectomycorrhizal species were found to be due to non-specific amplification.
Photos of representative plates from the litter (first column of photos) and protein (second column of photos) growth experiments. Halos around cultures on protein plates indicate protease activity. Only Amanita species are shown.
Maximum likelihood phylogeny of aspartic protease orthologs. Sequences were obtained by PCR amplification from saprotrophic and ectomycorrhizal Amanita species and close saprotrophic relatives to Amanita (Volvariella, Limacella and Pluteus) or were retrieved from genomes of other saprotrophic fungi from NCBI. Phylogeny is based on an amino-acid alignment of 182 characters. Values indicate bootstrap support. Support values are indicated for nodes with ≥50 bootstrap support.
Specimens of Amanita and close relatives used to construct phylogeny.
Primers used to amplify functional genes.
Sherry Kay, David Lewis, Joel Horman, Debbie Viess, and many others provided field collections essential to this research. Charles Davis, Donald Pfister, and Elena Kramer provided valuable feedback on an earlier version of this manuscript. Lynn Holappa provided technical assistance with Southern blots.
Conceived and designed the experiments: BEW RET AP. Performed the experiments: BEW. Analyzed the data: BEW RET AP. Contributed reagents/materials/analysis tools: RET. Wrote the paper: BEW RET AP.
- 1. Moya A, Pereto J, Gil R, Latorre A (2008) Learning how to live together: genomic insights into prokaryote-animal symbioses. Nat Rev Genet 9: 218–229.A. MoyaJ. PeretoR. GilA. Latorre2008Learning how to live together: genomic insights into prokaryote-animal symbioses.Nat Rev Genet9218229
- 2. McFall-Ngai M (2008) Are biologists in ‘future shock’? symbiosis integrates biology across domains. Nat Rev Microbiol 6: 789–792.M. McFall-Ngai2008Are biologists in ‘future shock’? symbiosis integrates biology across domains.Nat Rev Microbiol6789792
- 3. Douglas A (1998) Nutritional interactions in insect-microbial symbioses: aphids and their symbiotic bacteria Buchnera. Annu Rev Entomol 43: 17–37.A. Douglas1998Nutritional interactions in insect-microbial symbioses: aphids and their symbiotic bacteria Buchnera.Annu Rev Entomol431737
- 4. Moran NA, McCutcheon JP, Nakabachi A (2008) Genomics and evolution of heritable bacterial symbionts. Annu Rev Genet 42: 165–190.NA MoranJP McCutcheonA. Nakabachi2008Genomics and evolution of heritable bacterial symbionts.Annu Rev Genet42165190
- 5. Ley RE, Lozupone CA, Hamady M, Knight R, Gordon JI (2008) Worlds within worlds: evolution of the vertebrate gut microbiota. Nat Rev Microbiol 6: 776–788.RE LeyCA LozuponeM. HamadyR. KnightJI Gordon2008Worlds within worlds: evolution of the vertebrate gut microbiota.Nat Rev Microbiol6776788
- 6. Plett JM, Martin F (2011) Blurred boundaries: lifestyle lessons from ectomycorrhizal fungal genomes. Trends Genet 27: 14–22.JM PlettF. Martin2011Blurred boundaries: lifestyle lessons from ectomycorrhizal fungal genomes.Trends Genet271422
- 7. Reinhold-Hurek B, Hurek T (2011) Living inside plants: bacterial endophytes. Curr Opin Plant Biol 14: 435–443.B. Reinhold-HurekT. Hurek2011Living inside plants: bacterial endophytes.Curr Opin Plant Biol14435443
- 8. Sachs JL, Simms EL (2006) Pathways to mutualism breakdown. Trends Ecol Evol 21: 585–592.JL SachsEL Simms2006Pathways to mutualism breakdown.Trends Ecol Evol21585592
- 9. Sachs JL, Skophammer RG, Regus JU (2011) Evolutionary transitions in bacterial symbiosis. Proc Natl Acad Sci U S A 108: 10800–10807.JL SachsRG SkophammerJU Regus2011Evolutionary transitions in bacterial symbiosis.Proc Natl Acad Sci U S A1081080010807
- 10. Foster KR, Wenseleers T (2006) A general model for the evolution of mutualisms. J Evol Biol 19: 1283–1293.KR FosterT. Wenseleers2006A general model for the evolution of mutualisms.J Evol Biol1912831293
- 11. Weyl EG, Frederickson ME, Yu DW, Pierce NE (2010) Economic contract theory tests models of mutualism. Proc Natl Acad Sci U S A 107: 15712–15716.EG WeylME FredericksonDW YuNE Pierce2010Economic contract theory tests models of mutualism.Proc Natl Acad Sci U S A1071571215716
- 12. Moran N (2003) Tracing the evolution of gene loss in obligate bacterial symbionts. Curr Opin Microbiol 6: 512–518.N. Moran2003Tracing the evolution of gene loss in obligate bacterial symbionts.Curr Opin Microbiol6512518
- 13. Matheny PB, Curtis JM, Hofstetter V, Aime MC, Moncalvo JM, et al. (2006) Major clades of Agaricales: A multilocus phylogenetic overview. Mycologia 98: 982–995.PB MathenyJM CurtisV. HofstetterMC AimeJM Moncalvo2006Major clades of Agaricales: A multilocus phylogenetic overview.Mycologia98982995
- 14. Karst J, Marczak L, Jones MD, Turkington R (2008) The mutualism-parasitism continuum in ectomycorrhizas: a quantitative assessment using meta-analysis. Ecology 89: 1032–1042.J. KarstL. MarczakMD JonesR. Turkington2008The mutualism-parasitism continuum in ectomycorrhizas: a quantitative assessment using meta-analysis.Ecology8910321042
- 15. Smith SE, Read DJ (2008) New York: Academic Press. SE SmithDJ Read2008New York: Academic Press.Mycorrhizal symbiosis, 3rd Ed.800 p. 800 p.
- 16. Baldrian P (2008) Enzymes of saprotrophic basidiomycetes. In: Boddy L, Frankland JC, van West P, editors. P. Baldrian2008Enzymes of saprotrophic basidiomycetes.L. BoddyJC FranklandP. van Westeditors.Ecology of saprotrophic basidiomycetes.Amsterdam: Academic Press, 19–41. Amsterdam: Academic Press, 19–41.
- 17. Chapela IH, Osher LJ, Horton TR, Henn MR (2001) Ectomycorrhizal fungi introduced with exotic pine plantations induce soil carbon depletion. Soil Biol Biochem 33: 1733–1740.IH ChapelaLJ OsherTR HortonMR Henn2001Ectomycorrhizal fungi introduced with exotic pine plantations induce soil carbon depletion.Soil Biol Biochem3317331740
- 18. Hobbie EA, Weber NS, Trappe JM, van Klinken GJ (2002) Using radiocarbon to determine the mycorrhizal status of fungi. New Phytol 156: 129–136.EA HobbieNS WeberJM TrappeGJ van Klinken2002Using radiocarbon to determine the mycorrhizal status of fungi.New Phytol156129136
- 19. Treseder KK, Torn MS, Masiello CA (2006) An ecosystem-scale radiocarbon tracer to test use of litter carbon by ectomycorrhizal fungi. Soil Biol Biochem 38: 1077–1082.KK TresederMS TornCA Masiello2006An ecosystem-scale radiocarbon tracer to test use of litter carbon by ectomycorrhizal fungi.Soil Biol Biochem3810771082
- 20. Talbot JM, Allison SD, Treseder KK (2008) Decomposers in disguise: mycorrhizal fungi as regulators of soil C dynamics in ecosystems under global change. Funct Ecol 22: 955–963.JM TalbotSD AllisonKK Treseder2008Decomposers in disguise: mycorrhizal fungi as regulators of soil C dynamics in ecosystems under global change.Funct Ecol22955963
- 21. Baldrian P (2009) Ectomycorrhizal fungi and their enzymes in soils: is there enough evidence for their role as facultative soil saprotrophs?. Oecologia 161: 657–660.P. Baldrian2009Ectomycorrhizal fungi and their enzymes in soils: is there enough evidence for their role as facultative soil saprotrophs?.Oecologia161657660
- 22. Cullings K, Courty P-E (2009) Saprotrophic capabilities as functional traits to study functional diversity and resilience of ectomycorrhizal community. Oecologia 161: 661–664.K. CullingsP-E Courty2009Saprotrophic capabilities as functional traits to study functional diversity and resilience of ectomycorrhizal community.Oecologia161661664
- 23. Martin F, Aerts A, Ahren D, Brun A, Danchin EGJ, et al. (2008) The genome of Laccaria bicolor provides insights into mycorrhizal symbiosis. Nature 452: 88–92.F. MartinA. AertsD. AhrenA. BrunEGJ Danchin2008The genome of Laccaria bicolor provides insights into mycorrhizal symbiosis.Nature4528892
- 24. Nagendran S, Hallen-Adams HE, Paper JM, Aslam N, Walton JD (2009) Reduced genomic potential for secreted plant cell-wall-degrading enzymes in the ectomycorrhizal fungus Amanita bisporigera, based on the secretome of Trichoderma reesei. Fungal Genet Biol 46: 427–435.S. NagendranHE Hallen-AdamsJM PaperN. AslamJD Walton2009Reduced genomic potential for secreted plant cell-wall-degrading enzymes in the ectomycorrhizal fungus Amanita bisporigera, based on the secretome of Trichoderma reesei.Fungal Genet Biol46427435
- 25. Martin F, Kohler A, Murat C, Balestrini R, Coutinho PM, et al. (2010) Perigord black truffle genome uncovers evolutionary origins and mechanisms of symbiosis. Nature 464: 1033–1038.F. MartinA. KohlerC. MuratR. BalestriniPM Coutinho2010Perigord black truffle genome uncovers evolutionary origins and mechanisms of symbiosis.Nature46410331038
- 26. Yang Z-L, Weiß M, Nehls U, Kottke I, Guttenberger M, et al. (1999) Amanita. In: Cairney J, Chambers S, editors. pp. 201–230.Z-L YangM. WeißU. NehlsI. KottkeM. Guttenberger1999Amanita.J. CairneyS. Chambers201230editors.Ectomycorrhizal fungi: key genera in profile.Berlin: Springer-Verlag. Berlin: Springer-Verlag.
- 27. Bas C (2000) Una visione più ampia sulle Amanita. Boll Gruppo G Bresadola 43: 9–12.C. Bas2000Una visione più ampia sulle Amanita.Boll Gruppo G Bresadola43912
- 28. Tulloss RE (2000) Le Amanita nel mondo: belleza, pericolo e diversità. Boll Gruppo Micol G Bresadola 43: 13–21.RE Tulloss2000Le Amanita nel mondo: belleza, pericolo e diversità.Boll Gruppo Micol G Bresadola431321
- 29. Letcher A (2007) Shroom: a cultural history of the magic mushroom. New York: HarperCollins. 384 p. A. Letcher2007Shroom: a cultural history of the magic mushroom. New York: HarperCollins.384 p
- 30. Burgess TI, Malajczuk N, Grove TS (1993) The ability of 16 ectomycorrhizal fungi to increase growth and phosphorus uptake of Eucalyptus globulus Labill. and E. diversicolor F. Muell. Plant Soil 153: 155–164.TI BurgessN. MalajczukTS Grove1993The ability of 16 ectomycorrhizal fungi to increase growth and phosphorus uptake of Eucalyptus globulus Labill. and E. diversicolor F. Muell.Plant Soil153155164
- 31. Abuzinadah RA, Read DJ (1989) The role of proteins in the nitrogen nutrition of ectomycorrhizal plants. 4. The utilization of peptides by birch (Betula-pendula L) infected with different mycorrhizal fungi. New Phytol 112: 55–60.RA AbuzinadahDJ Read1989The role of proteins in the nitrogen nutrition of ectomycorrhizal plants. 4. The utilization of peptides by birch (Betula-pendula L) infected with different mycorrhizal fungi.New Phytol1125560
- 32. Martins A, Barroso J, Pais MS (1996) Effect of ectomycorrhizal fungi on survival and growth of micropropagated plants and seedlings of Castanea sativa Mill. Mycorrhiza 6: 265–270.A. MartinsJ. BarrosoMS Pais1996Effect of ectomycorrhizal fungi on survival and growth of micropropagated plants and seedlings of Castanea sativa Mill.Mycorrhiza6265270
- 33. Baxter JW, Dighton J (2005) Phosphorus source alters host plant response to ectomycorrhizal diversity. Mycorrhiza 15: 513–523.JW BaxterJ. Dighton2005Phosphorus source alters host plant response to ectomycorrhizal diversity.Mycorrhiza15513523
- 34. Pande V, Palni UT, Singh SP (2007) Ectomycorrhizal influences on selected tree species from central Himalayan region of India. Symbiosis 44: 115–119.V. PandeUT PalniSP Singh2007Ectomycorrhizal influences on selected tree species from central Himalayan region of India.Symbiosis44115119
- 35. Bas C (1969) Morphology and subdivision of Amanita and a monograph of its section Lepidella. Persoonia 5: 285–579.C. Bas1969Morphology and subdivision of Amanita and a monograph of its section Lepidella.Persoonia5285579
- 36. Wolfe BE, Kuo M, Pringle A (2012) Amanita thiersii is saprotrophic and expanding its range in the United States. Mycologia 104: 22–33.BE WolfeM. KuoA. Pringle2012Amanita thiersii is saprotrophic and expanding its range in the United States.Mycologia1042233
- 37. Jia J, Dyer PS, Buswell JA, Peberdy JF (1999) Cloning of the cbhI and cbhII genes involved in cellulose utilisation by the straw mushroom Volvariella volvacea. Mol Gen Genet 261: 985–993.J. JiaPS DyerJA BuswellJF Peberdy1999Cloning of the cbhI and cbhII genes involved in cellulose utilisation by the straw mushroom Volvariella volvacea.Mol Gen Genet261985993
- 38. Ding SJ, Ge W, Buswell JA (2001) Endoglucanase I from the edible straw mushroom, Volvariella volvacea - purification, characterization, cloning and expression. Eur J of Biochem 268: 5687–5695.SJ DingW. GeJA Buswell2001Endoglucanase I from the edible straw mushroom, Volvariella volvacea - purification, characterization, cloning and expression.Eur J of Biochem26856875695
- 39. Ding S, Ge W, Buswell JA (2006) Cloning of multiple cellulase cDNAs from Volvariella volvacea and their differential expression during substrate colonization and fruiting. FEMS Microbiol Lett 263: 207–213.S. DingW. GeJA Buswell2006Cloning of multiple cellulase cDNAs from Volvariella volvacea and their differential expression during substrate colonization and fruiting.FEMS Microbiol Lett263207213
- 40. Ding S, Ge W, Buswell JA (2007) Molecular cloning and transcriptional expression analysis of an intracellular beta-glucosidase, a family 3 glycosyl hydrolase, from the edible straw mushroom, Volvariella volvacea. FEMS Microbiol Lett 267: 221–229.S. DingW. GeJA Buswell2007Molecular cloning and transcriptional expression analysis of an intracellular beta-glucosidase, a family 3 glycosyl hydrolase, from the edible straw mushroom, Volvariella volvacea.FEMS Microbiol Lett267221229
- 41. Bas K (2001) The unexpected one jumped the North Sea. Field Myc 2: 40–41.K. Bas2001The unexpected one jumped the North Sea.Field Myc24041
- 42. Kibby G (2005) The invasion of Amanita inopinata continues! Field Myc 6: 31.G. Kibby2005The invasion of Amanita inopinata continues! Field Myc631
- 43. Edwards IP, Upchurch RA, Zak DR (2008) Isolation of fungal cellobiohydrolase I genes from sporocarps and forest soils by PCR. Appl Environ Microbiol 74: 3481–3489.IP EdwardsRA UpchurchDR Zak2008Isolation of fungal cellobiohydrolase I genes from sporocarps and forest soils by PCR.Appl Environ Microbiol7434813489
- 44. Weber CF, Zak DR, Hungate BA, Jackson RB, Vilgalys R, et al. (2011) Responses of soil cellulolytic fungal communities to elevated atmospheric CO2 are complex and variable across five ecosystems. Environ Microbiol 13: 2778–2793.CF WeberDR ZakBA HungateRB JacksonR. Vilgalys2011Responses of soil cellulolytic fungal communities to elevated atmospheric CO2 are complex and variable across five ecosystems.Environ Microbiol1327782793
- 45. Talbot JM, Treseder KK (2010) Controls over mycorrhizal uptake of organic nitrogen. Pedobiologia 53: 169–179.JM TalbotKK Treseder2010Controls over mycorrhizal uptake of organic nitrogen.Pedobiologia53169179
- 46. Nehls U, Bock A, Einig W, Hampp R (2001) Excretion of two proteases by the ectomycorrhizal fungus Amanita muscaria. Plant Cell Environ 24: 741–747.U. NehlsA. BockW. EinigR. Hampp2001Excretion of two proteases by the ectomycorrhizal fungus Amanita muscaria.Plant Cell Environ24741747
- 47. Mueller U, Schultz T, Currie C, Adams R, Malloch D (2001) The origin of the attine ant-fungus mutualism. Q Rev Biol 76: 169–197.U. MuellerT. SchultzC. CurrieR. AdamsD. Malloch2001The origin of the attine ant-fungus mutualism.Q Rev Biol76169197
- 48. Schultz TR, Brady SG (2008) Major evolutionary transitions in ant agriculture. Proc Natl Acad Sci U S A 105: 5435–5440.TR SchultzSG Brady2008Major evolutionary transitions in ant agriculture.Proc Natl Acad Sci U S A10554355440
- 49. DiGuistini S, Wang Y, Liao NY, Taylor G, Tanguay P, et al. (2011) Genome and transcriptome analyses of the mountain pine beetle-fungal symbiont Grosmannia clavigera, a lodgepole pine pathogen. Proc Natl Acad Sci U S A 108: 2504–2509.S. DiGuistiniY. WangNY LiaoG. TaylorP. Tanguay2011Genome and transcriptome analyses of the mountain pine beetle-fungal symbiont Grosmannia clavigera, a lodgepole pine pathogen.Proc Natl Acad Sci U S A10825042509
- 50. Hibbett D, Gilbert L, Donoghue M (2000) Evolutionary instability of ectomycorrhizal symbioses in basidiomycetes. Nature 407: 506–508.D. HibbettL. GilbertM. Donoghue2000Evolutionary instability of ectomycorrhizal symbioses in basidiomycetes.Nature407506508
- 51. Bruns T, Shefferson R (2004) Evolutionary studies of ectomycorrhizal fungi: recent advances and future directions. Can J of Bot 82: 1122–1132.T. BrunsR. Shefferson2004Evolutionary studies of ectomycorrhizal fungi: recent advances and future directions.Can J of Bot8211221132
- 52. Weiß M, Yang ZL, Oberwinkler F (1998) Molecular phylogenetic studies in the genus Amanita. Can J of Bot 76: 1170–1179.M. WeißZL YangF. Oberwinkler1998Molecular phylogenetic studies in the genus Amanita.Can J of Bot7611701179
- 53. Drehmel D, Moncalvo JM, Vilgalys R (1999) Molecular phylogeny of Amanita based on large-subunit ribosomal DNA sequences: implications for taxonomy and character evolution. Mycologia 91: 610–618.D. DrehmelJM MoncalvoR. Vilgalys1999Molecular phylogeny of Amanita based on large-subunit ribosomal DNA sequences: implications for taxonomy and character evolution.Mycologia91610618
- 54. Milne I, Lindner D, Bayer M, Husmeier D, McGuire G, et al. (2008) TOPALi v2: a rich graphical interface for evolutionary analyses of multiple alignments on HPC clusters and multi-core desktops. Bioinformatics 25: 126–127.I. MilneD. LindnerM. BayerD. HusmeierG. McGuire2008TOPALi v2: a rich graphical interface for evolutionary analyses of multiple alignments on HPC clusters and multi-core desktops.Bioinformatics25126127
- 55. Stamatakis A, Hoover P, Rougemont J (2008) A rapid bootstrap algorithm for the RAxML web servers. Syst Biol 57: 758–771.A. StamatakisP. HooverJ. Rougemont2008A rapid bootstrap algorithm for the RAxML web servers.Syst Biol57758771
- 56. Somogyi M (1952) Estimation of sugars by colorimetric method. J Biol Chem 200: 245.M. Somogyi1952Estimation of sugars by colorimetric method.J Biol Chem200245
- 57. Nygren CMR, Edqvist J, Elfstrand M, Heller G, Taylor AFS (2007) Detection of extracellular protease activity in different species and genera of ectomycorrhizal fungi. Mycorrhiza 17: 241–248.CMR NygrenJ. EdqvistM. ElfstrandG. HellerAFS Taylor2007Detection of extracellular protease activity in different species and genera of ectomycorrhizal fungi.Mycorrhiza17241248
- 58. Felsenstein J (1985) Phylogenies and the comparative method. Am Nat 125: 1–15.J. Felsenstein1985Phylogenies and the comparative method.Am Nat125115