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Clark University, Biology Department, Lasry Center for Bioscience, 950 Main Street, Worcester, Massachusetts 01610-1477
| ABSTRACT |
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Historical patterns of morphological evolution and ecology in the Boletales are largely unresolved but appear to involve extensive convergence. We studied phylogenetic relationships of Boletales based on two datasets. The nuc-lsu dataset is broadly sampled and includes roughly 30% of the described species of Boletales and 51 outgroup taxa across the Hymenomycetes. The multigene dataset (nuc-ssu, nuc-lsu, 5.8S, mt-lsu, atp6) sampled 42 key species of Boletales in a framework of 14 representative Hymenomycetes. The Boletales are strongly supported as monophyletic in our analyses on both datasets with parsimony, maximum likelihood and Bayesian approaches. Six major lineages of Boletales that currently are recognized on subordinal level, Boletineae, Paxillineae, Sclerodermatineae, Suillineae, Tapinellineae, Coniophorineae, received varied support. The backbone of the Boletales was moderately resolved in the analyses with the nuc-lsu dataset, but support was strong for most major groups. Nevertheless, most brown-rot producing forms were placed as a paraphyletic grade at the base of the Boletales. Analyses on the multigene dataset confirm sister group relationships among Boletales, Agaricales and Atheliales. Boletineae and Suillineae received the highest support values; Paxillineae and Sclerodermatineae were not consistently resolved as monophyletic groups. The Coniophorineae were not monophyletic in any analyses. The Tapinellineae consisting of morphologically diverse brown-rotting fungi forms the basal group in the Boletales. We performed ancestral state reconstruction with BayesMultiState, which suggested that the ancestor of the Boletales was a resupinate or polyporoid saprotrophic fungus, producing a brown-rot.
Key words: evolution, morphology, MRCA, multigene analyses, nuc-lsu rDNA, nutritional modes
| INTRODUCTION |
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This study combines the efforts from previous studies and provides 134 new sequences for 60 species. One objective was to assemble a multigene dataset (nuc-ssu, nuc-lsu, 5.8S, atp6, mt-lsu) to resolve sister-group relationships among Boletales, Agaricales and Atheliales and to test the monophyly of major groups in the Boletales with maximum likelihood and Bayesian methods. The second objective was to generate a most inclusive nuc-lsu dataset and to analyze it with Bayesian methods. The results of this analysis were used to estimate probabilities of ancestral states of morphology and nutritional mode for supported nodes with BayesMultiState (Pagel et al 2004
).
| MATERIALS AND METHODS |
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The multigene dataset included 42 species sampled across the six suborders of Boletales and 14 outgroup species. The studies by Bruns et al (1998)
and Kretzer and Bruns (1999)
provided the core data for the multigene dataset, which was expanded with 73 new sequences. Several genes were not amplified successfully in these species: atp6 for Athelia arachnoidea, Austropaxillus sp., Coniophora marmorata, Leucogyrophana mollusca, Pseudomerulius aureus; mt-lsu for Fomitiporia mediterranea, Melanogaster variegatus, C. marmorata, Suillus spraguei, Porphyrellus porphyrosporus; ITS for Dendrocorticium roseocarneum; and nuc-ssu for Scleroderma hypogaeum and Suillus ochraceoroseus.
The nuc-lsu dataset included 301 species of Boletales, which is roughly 30% of the described species in this order. In addition, some of these species were represented by multiple sequences (133 in total) and 51 outgroup species were selected to represent the major clades of homobasidiomycetes. Sequence data of outgroup species were gathered largely from the studies of Moncalvo et al (2002)
, Hibbett and Binder (2002)
and Larsson et al (2004)
. Three hundred twenty-four sequences of Boletales were drawn from published studies (Binder et al 1997
; Binder and Besl 2000
; Binder and Bresinsky 2002a
, b
; Bresinsky et al 1999
; Hughey et al 2000
; Grubisha et al 2001
; Jarosch 2001
; Jarosch and Besl 2001
; Peintner et al 2003
). Fifty sequences that originate from unpublished studies (James et al, Carlier et al) are available from GenBank. We generated new sequences of 61 species for the nuc-lsu dataset.
Phylogenetic analyses of the multigene dataset. To test for congruence among nuclear (nuc) and mitochondrial (mt) genes, a preliminary series of parsimony bootstrap analyses was performed in PAUP*. Five separately estimated gene phylogenies using nucleotide data were obtained running 1000 replicates, all characters equally weighted, 10 random taxon addition sequences, tree bisection reconnection (TBR) branch swapping, with MAXTREES set to 10 000. None of the positively conflicting nodes between partitions received bootstrap support >63%, and the data were combined to a single dataset encompassing 3939 aligned positions. A bootstrap analysis then was performed on the concatenated dataset with the previously described settings.
The multigene dataset was analyzed further with maximum likelihood (ML) and a Bayesian approach (Metropolis-coupled MCMC or MC3). Six-parameter models were estimated as the best-fit likelihood models with Modeltest 3.06 (Posada and Crandall 2001
) for all five partitions (GTR+
+I for nuc partitions, TVM+
for atp6, and TVM+
+I for mt-lsu), while there was considerable variation among model parameters between nuc and mt partitions. To perform the ML analysis the GTR+
+I model was specified with proportion of invariable sites and distribution of rates at variable sites modeled on a discrete gamma distribution (
= 0.4) with four rate classes. The substitution rate matrix was set to empirical frequencies and the proportion of invariable sites was estimated during the run. The ML analysis was started with a user-defined starting tree obtained with neighbor joining.
The GTR+
+I model also was specified in the MC3 analysis as prior for both nuc and mt partitions, assuming equal probability for all trees and unconstrained branch length. The substitution rate matrix, transition/transversion rate ratio, character state frequencies, gamma shape parameter
and proportion of invariant sites were unlinked across nuc and mt partitions and calculated independently by MrBayes. Posterior probabilities were determined twice by running one cold and three heated chains for 10 x 106 generations in parallel mode, saving trees every 100th generation. A 50% majority rule consensus tree was used to calculate posterior probabilities including the proportion of trees gathered after the convergence of likelihood scores was reached.
Phylogenetic analyses of the nuc-lsu dataset (1071 positions).
They were performed with a Bayesian MC3 approach. Two parallel MC3 analyses were run under the GTR+
+I model using four chains and an extended run time employing 50 x 106 generations, saving trees every 100th generation. Posterior probabilities were calculated as previously described.
Ancestral state reconstruction was performed with most recent common ancestor (MRCA) analysis implemented in BayesMultiState v1.0.2 in maximum likelihood mode (Pagel et al 2004
). Ancestral state reconstructions, based on either parsimony or maximum likelihood, are performed frequently with a single input tree, which implies that the phylogeny is known with certainty (e.g. Hibbett 2004
). Such an assumption usually is not warranted. In contrast, the Bayesian approach combines probability estimates of ancestral traits across a statistically justified sample of trees, which effectively factors out phylogenetic uncertainty (e.g. Lutzoni et al 2001
). BayesMultiState was used to estimate the probabilities of ancestral character states for morphology and nutritional mode at eight nodes, including the root node of the Boletales and seven nodes within the Boletales. Each of the eight nodes supported a group that was resolved as monophyletic in all trees recovered from the MC3 analyses, except the Sclerodermatineae, which was resolved as monophyletic in 89% of the trees.
To reduce the computational burden, ancestral states were estimated with a sample of 250 trees recovered from the stationary tree distribution of the MC3 analysis. These 250 trees represent all the unique topologies present in the set of trees sampled in the MC3 analyses and were obtained with the tree filtering functions in PAUP*. MRCA analysis accommodates compositional heterogeneity of clades, such as that exhibited by the Sclerodermatineae, by estimating ancestral states across trees at the shallowest node that subtends all the species assigned to the clade. In other words, if a group of species assigned to a clade at the outset of the analysis is not monophyletic on one of the trees analyzed, the MRCA approach estimates the state at the most recent common ancestor of those species in all of the trees (Pagel et al 2004
). Two trait input files were constructed in the PAUP* editor that coded for morphology and nutritional mode (five states each) of all species in the dataset (see SUPPLEMENTARY FIGURE 1 for the coding regime). Morphology was coded as: 0 = stipitate-pileate with tubes; 1 = stipitate-pileate with gills; 2 = gasteroid; 3 = resupinate; 4 = polyporoid. Intermediate states were accommodated with a combined state identifier (e.g. the stipitate-pileate hydnoid fungus Sarcodon imbricatus was coded as 01). Coding for the nutritional mode included: 5 = potentially ectomycorrhizal; 6 = brown-rot saprotroph; 7 = white-rot saprotroph; 8 = mycoparasitic; = uncertain state (which is treated as if the trait can be any of the other states 58). The MRCA analyses were set up to reconstruct eight specified nodes (TABLE I
) and were run separately for both trait files under the ML criterion performing 10 independent optimizations per tree. All MRCA analyses were run on a Powermac G5 via Darwin in OS x 10.4.3.
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| RESULTS AND DISCUSSION |
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The more derived groups in the Boletales comprising Suillineae, Sclerodermatineae, Paxillineae and Boletineae form a clade with varying statistical support (PP = 0.98, BS = 67%). These four suborders include the majority of stipitate-pileate mushrooms with lamellate hymenophores (= agaricoid) and tubular hymenophores (= boletoid), false-truffles and earthballs, and also the majority of ectomycorrhizal forms. The Suillineae receives high support values (PP = 1.0, BS = 100%), although branching order within the clade is not resolved with confidence. The group includes gasteromycetes (Rhizopogon, Truncocolumella), agaricoid forms (Gomphidius, Chroogomphus) and boletoid fungi (Suillus). The Sclerodermatineae received weak support in the multigene analyses (BS = 56%) and strong support in the analyses on the nuc-lsu dataset (PP = 1.0). The group includes a few boletoid forms (Boletinellus, Phlebopus, Gyroporus) and an overwhelming diversity of gasteromycetes (Fischer 18991900
). For example, Scleroderma spp. have compact peridia enclosing the gleba, Pisolithus spp. produce spore containing peridioles that resemble those in the Nidulariaceae (Agaricales), Calostoma spp. produce gelatinous-stalked fruiting bodies with multiple peridial layers, Astraeus spp. resemble the earthstars in the Geastrales, Diplocystis wrightii produces individual fruiting bodies congregated on shared stromata and Tremellogaster surinamensis produces heavy fruiting bodies with strongly gelatinized peridial layers that superficially are similar to those of species in the Phallales. The genus Gyroporus is nested within the gasteromycetes. The Boletinellaceae (Boletinellus, Phlebopus) usually is resolved as basal group (Binder and Bresinsky 2002a
, Hughey et al 2000
) but sometimes forms an independent sister clade of the remaining Sclerodermatineae (e.g. Kretzer and Bruns 1999
).
Family concepts in the Paxillineae are still in flux as reflected by a proposal to adopt the Paxillaceae in a wider sense by including Gyrodontaceae and Melanogastraceae (Bresinsky et al 1999
). Gyrodon spp. are morphologically similar to Boletinellus spp. in the Sclerodermatineae, which contributed much to taxonomic uncertainty (Binder and Bresinsky 2002a
). Another question regards the extent and monophyly of Melanogastraceae. This family includes the ectomycorrhizal false-truffles Alpova and Melanogaster (Trappe 1975
), which form two independent clades in this study. The Paxillineae is resolved as sister group of the Boletineae (PP = 1.0, BS = 97%) in the multigene analyses. In contrast to previous studies (Bresinsky et al 1999
, Jarosch 2001
) the Paxillineae formed either a paraphyletic or a polyphyletic group in our analyses. Without receiving a strong phylogenetic signal, the Paxillineae is sustained possibly as natural group by the production of secondary metabolites that are unique in the Boletales (Besl et al 1996
).
The Boletineae is the most species-rich group of stipitate-pileate fungi with tubular hymenophores in the Boletales and also includes a few species with lamellate hymenophores and gasteroid forms. Support values for this suborder are high in the multigene analyses (PP = 1.0, BS = 100%) and Chalciporus occupies the basal position in the clade. The analyses on the nuc-lsu dataset (SUPPLEMENTARY FIG. 1) with increased taxon sampling show that relationships among genera are poorly resolved and moreover that most of the larger genera (e.g. Boletus, Tylopilus, Xerocomus) are not monophyletic.
Morphological and ecological evolution.
Important but also challenging key questions in the evolution of mushroom-forming fungi concern the directionality of morphological and ecological traits and their potential reversibility (Bruns and Shefferson 2004
, Hibbett 2004
, Hibbett et al 2000
). The majority of species in the Boletales are thought to enter ectomycorrhizal symbioses, even though this assumption is based largely on observations in the field that need to be confirmed by additional evidence. Fortunately, there is increasing interest in documenting ectomycorrhizal fungi and collaborative projects, such as DEEMY (http://www.deemy.de) and UNITE (http://unite.zbi.ee; Kõljalg et al 2005
), have become valuable resources for systematists and ecologists. Other species in the Boletales are brown-rot saprotrophs, especially on coniferous trees, and a few species are host specific mycoparasites that attack other Boletales. The Boletales also includes a great diversity of fruiting body forms (FIG. 1
, clavarioid and coralloid fungi are absent in this group however) and therefore provides an excellent model to study character evolution on a relatively manageable scale. This study used multistate coding combined with a ML approach to estimate probabilities of ancestral states optimized on eight nodes (SUPPLEMENTARY FIG. 1, TABLE I
) that were resolved in the analyses of the nuc-lsu dataset: Tapinellineae, Coniophorineae, Serpulaceae, Hygrophoropsidaceae, Suillineae, Sclerodermatineae, Boletineae and Boletales.
Fruiting body evolution..
The ancestral morphological form of the Boletales was estimated as either resupinate (P = 0.545) or polyporoid (P = 0.366) and we interpret this result as inconclusive. Similarly, the ancestral fruiting body form of the Tapinellineae, which is placed at the base of the Boletales, was estimated as either resupinate or polyporoid, although the polyporoid condition received a higher probability. Bondarcevomyces taxi (FIG. 1a, b
) is the only known polypore in the Boletales and its placement next to the resupinate fungus Pseudomerulius aureus in the Tapinellineae, which recently was discovered in the study by Larsson et al (2004)
, is a startling finding that challenges previous views of the morphological evolution in this group. Morphological transformations from resupinate to polyporoid fruiting bodies or vice versa are not uncommon in other fungal groups (Binder et al 2005
), however the directionality of events appears to be nonuniform. The Hymenochaetaceae (Hymenochaetales) might serve as a good example because the family includes several genera (e.g. Phellinus, Fomitiporia) in which both fruiting body forms occur side by side and often represent cryptic species complexes (Fischer and Binder 2004
). Taken together, our results suggest that at least five independent transformations from resupinate forms to stipitate-pileate forms with lamellate hymenophores have occurred in the basal lineages of Boletales. Leucogyrophana olivascens and L. romellii represent a clade entirely composed of resupinate fungi and they obviously are not closer related to stipitate-pileate forms. The Paxillineae were not reconstructed in the MRCA analyses but include another resupinate form, Hydnomerulius pinastri.
Moving up the tree, the results of the MRCA analyses strongly suggest that the most recent common ancestors of Serpulaceae, Hygrophoropsidaceae and Coniophorineae were resupinate forms. Extant resupinate forms (FIG. 1c, d
) in these taxa include fungi with smooth hymenophores (Coniophora, Leucogyrophana) and merulioid hymenophores (Serpula, Leucogyrophana) and multiple transitions from resupinate fruiting bodies to stipitate-pileate fruiting bodies with lamellate hymenophores can be inferred in all three groups. For example, "Paxillus" gymnopus and "P." chalybaeus are nested within Coniophora, Austropaxillus is the sister group of Serpula and Leucogyrophana mollusca (FIG. 1d
) forms a clade with the false cantharelle Hygrophoropsis aurantiaca (FIG. 1e
). All these relationships have been suggested by Besl et al (1986)
using the pigment chemistry of secondary metabolites as a comparative marker, and their findings found strong support in recent phylogenetic studies (Bresinsky et al 1999
, Jarosch 2001
, Jarosch and Besl 2001
).
The tubular hymenophore type that is symptomatic for Boletales occurs in Suillineae, Sclerodermatineae, Paxillineae and Boletineae. The stipitate-pileate form with a tubular hymenophore is resolved as the ancestral state of the Boletineae and Sclerodermatineae. The Paxillineae also includes such typical boletoid forms, but its ancestral state was not estimated because this group was not resolved as monophyletic (FIG. 2
, SUPPLEMENTARY FIG. 1; TABLE I
). The clade including Boletineae, Paxillineae and Sclerodermatineae is not strongly supported. Nevertheless, it is most parsimonious to infer that the common ancestor of these groups had a boletoid form. If so, then the gasteroid taxa in all three suborders, and the lamellate taxa in the Paxillineae and Boletineae, must have been derived ultimately from boletoid forms.
Gasteromycetation occurs in most lineages of Boletales except Tapinellineae, Coniophorineae and Hygrophoropsidaceae. In most cases the ancestral states of clades containing gasteroid forms were resolved as nongasteroid. However, we obtained a surprising result in the Suillineae, which includes boletoid, agaricoid and gasteroid forms (TABLE I
). The ancestral state of the Suillineae was supported strongly as gasteroid, implying parallel evolution of boletoid and lamellate forms and secondary evolution of ballistospory via reversals of gasteromycetation. This contradicts the generally accepted view that the loss of ballistospory is irreversible (Hibbett et al 1997
, Savile 1955
, Thiers 1984
) as well as the specific findings of Bruns et al (1989)
, who suggested that Rhizopogon species are derived from within the suilloid clade by selection for animal dispersal and reduction of water loss.
Our finding that the ancestor of the Suillineae was gasteroid could be due to an error in phylogenetic reconstruction. Paraphyly of Rhizopogon has been suggested by several other phylogenetic studies (Binder and Bresinsky 2002a
, Grubisha et al 2001
, Jarosch 2001
, Kretzer and Bruns 1999
). The placement of Rhizopogon in our multigene analyses (FIG. 2
), forming an unsupported sister group of the remaining Suillineae together with Gomphidiaceae, might be an artifact caused by asymmetric nuclear and mitochondrial base-substitution rates in different branches of the Suillineae (Bruns and Szaro 1992
). Nevertheless, the analyses on the nuc-lsu dataset with 25 Rhizopogon species produce a similar topology with a paraphyletic Rhizopogon at the base of Suillineae (SUPPLEMENTARY FIG. 1). Of course, the position of Rhizopogon in our trees might be correct and the ancestral state of the Suillineae that was estimated with a ML approach might be an artifact caused by the use of an inappropriate model for fruiting body evolution (for a discussion of the use of Markov models to understand morphological evolution see Felsenstein 2004
).
Ecological evolution..
The results of the MRCA analyses suggest that brown-rot is the ancestral state for Boletales. Brown-rot also is estimated as the ancestral nutritional mode for Tapinellineae, Coniophorineae, Serpulaceae, Hygrophoropsidaceae and therefore might have evolved a single time in the basal clades of Boletales. A single switch from brown-rot to ectomycorrhiza emerges in the Serpulaceae leading from resupinate Serpula spp. saprotrophs to agaricoid Austropaxillus spp. and gasteroid Gymnopaxillus spp., which are associated with Nothofagus and Eucalyptus (Claridge et al 2001
). Because Tapinella and Hygrophoropsis have maintained a saprotrophic survival system, changing the nutritional mode to ectomycorrhizal evidently is not correlated with the gain of agaricoid morphology. Buchwaldoboletus lignicola, reportedly a brown-rot fungus, is described growing on stumps of conifers, woody debris or needle litter (Pilát 1969
). At first view this lifestyle is exceptional in the Boletineae and appears to be a prime example of a reversal from mutualism to saprotrophism. The results in the study of Szczepka and Sokól (1984)
suggest that B. lignicola is able to grow only on wood that was decayed by the polypore Phaeolus schweinitzii and thus contradict that B. lignicola actually causes the brown-rot. These findings show evidence of an ecological specialization and close association between both fungi, however, we question whether the ecology of B. lignicola has been researched sufficiently.
Our ancestral state reconstructions suggest that mycoparasitism in Boletales is derived from ectomycorrhizal forms. An example from the Suillineae indicates that competition for food is most likely a crucial factor that triggers parasitic interactions among closely related groups. Species in Suillineae associate with Pinaceae and frequently produce their fruiting bodies nearby. Chroogomphus and Gomphidius spp. are penetrating already established ectomycorrhizae of Suillus and Rhizopogon spp. and access nutrition by sending haustoria into the rhizomorph hyphae of the fungal host or even into the cortical cells of the plant partner (Agerer 19871998
1990
1991
; Miller 1964
; Olsson et al 2000
). The parasites produce clamydospores (asexual spores) inside the ectomycorrhiza and initiate fruiting body formation from primordia that develop on the rhizomorphs of the exploited fungal host (Agerer 1990
, 1991
). The nutritional mode in the Boletinellaceae is still somewhat elusive and appears to include generalists, root parasites and ectomycorrhizal fungi (Brundrett and Kendrick 1987
, Singer 1986
). For example Phlebopus tropicus forms lethal symbioses with scale insects (Pseudococcus comstockii) that attack the roots of Citrus trees (Singer 1986
p 744). This relationship is even more complex because it involves ants dispersing the scale insects close to the roots (Singer 1986
). The Boletineae contains a parasitic fungus that attacks the common earthball Scleroderma citrinum. Pseudoboletus parasiticus is capable of forming ectomycorrhizal associations, but this fungus is not efficient in nutrition uptake (Raidl 1997
). P. parasiticus enters S. citrinum rhizomorphs to exhaust the host fruiting body and obtains ample nutrition to produce its own fruiting bodies (Raidl 1997
). The sister group of P. parasiticus in our nuc-lsu analyses is the agaricoid species Phylloboletellus chloephorus, a rare fungus from South America and Mexico (Singer 1986
). Bandala et al (2004)
consider remnants of tropical deciduous forests as potential mycorrhizal partners in plantations where P. chloephorus occurs. If it can be demonstrated that P. chloephorus parasitizes another Boletales species in a similar way as P. parasiticus does, then this would be a nice example of a phylogenetic inference predicting the ecology of a fungus.
Conclusions. The Boletales is a monophyletic group of fungi and there is growing evidence that the Atheliales is the sister group of Boletales. We resolve in our analyses eight major lineages of Boletales on suborder or family level. The Coniophorineae are not monophyletic and need larger taxonomical revision. The Paxillineae also are not monophyletic but form a strongly supported clade with Boletineae. We therefore suggest merging both groups (Taxonomy, SUPPLEMENT). The results of the MRCA analyses show that the diversification of brown-rotting fungi poses critical events in the evolution of early Boletales, including multiple transformations from resupinate to stipitate-pileate fungi. If Hydnomerulius pinastri is derived from other brown-rot producing species, then this suggests that brown-rot has a single origin in Boletales. In addition, if this hypothesis is correct, ectomycorrhizae have evolved at least twice in Boletales. Mycoparasites in the Boletales represent transitions from ectomycorrhizal lifestyles. The ancestral state of the nutritional mode of the Boletales was estimated as brown-rot and the ancestral morphology appears to be either polyporoid or resupinate. The analyses of the nuc-lsu dataset demonstrate the importance of this locus to identify phylogenetic key species.
| ACKNOWLEDGMENTS |
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| FOOTNOTES |
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1 Corresponding author. E-mail: mbinder{at}clarku.edu
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