- Open Access
The MSDIN family in amanitin-producing mushrooms and evolution of the prolyl oligopeptidase genes
IMA Fungusvolume 9, pages225–242 (2018)
The biosynthetic pathway for amanitins and related cyclic peptides in deadly Amanita (Amanitaceae) mushrooms represents the first known ribosomal cyclic peptide pathway in the Fungi. Amanitins are found outside of the genus in distantly related agarics Galerina (Strophariaceae) and Lepiota (Agaricaceae). A long-standing question in the field persists: why is this pathway present in these phylogenetically disjunct agarics? Two deadly mushrooms, A. pallidorosea and A. subjunquillea, were deep sequenced, and sequences of biosynthetic genes encoding MSDINs (cyclic peptide precursor) and prolyl oligopeptidases (POPA and POPB) were obtained. The two Amanita species yielded 29 and 18 MSDINs, respectively. In addition, two MSDIN sequences were cloned from L. brunneoincarnata basidiomes. The toxin MSDIN genes encoding amatoxins or phallotoxins from the three genera were compared, and a phylogenetic tree constructed. Prolyl oligopeptidase B (POPB), a key enzyme in the biosynthetic pathway, was used in phylogenetic reconstruction to infer the evolutionary history of the genes. Phylogenies of POPB and POPA based on both coding and amino acid sequences showed very different results: while POPA genes clearly reflected the phylogeny of the host species, POPB did not; strikingly, it formed a wellsupported monophyletic clade, despite that the species belong to different genera in disjunct families. POPA, a known house-keeping gene, was shown to be restricted in a branch containing only Amanita species and the phylogeny resembled that of those Amanita species. Phylogenetic analyses of MSDIN and POPB genes showed tight coordination and disjunct distribution. A POPB gene tree was compared with a corresponding species tree, and distances and substitution rates were compared. The result suggested POPB genes have significant smaller distances and rates than the house-keeping rpb2, discounting massive gene loss. Under this assumption, the incongruency between the gene tree and species tree was shown with strong support. Additionally, k-mer analyses consistently cluster Galerina and Amanita POPB genes, while Lepiota POPB is distinct. Our result suggests that horizontal gene transfer (HGT), at least between Amanita and Galerina, was involved in the acquisition of POPB genes, which may shed light on the evolution of the α-amanitin biosynthetic pathway.
Amatoxins and related cyclic peptides produced by deadly Amanita and Galerina mushrooms are biosynthesized through a ribosomal cyclic peptide pathway (Hallen et al. 2007, Luo et al. 2012). α-Amanitin, the major cyclic peptide toxin, is responsible for the vast majority (>90%) of deadly mushroom poisonings worldwide (Bresinsky & Besl 1990). The biosynthesis of this toxin and related cyclic peptides begins with activation of genes that encode a precursor peptide of 34–37 amino acids, named the MSDIN gene family after the highly conserved first five residues (Hallen et al. 2007). The precursor peptides are cleaved and macrocyclized into 7–10 amino acid cyclic peptides by a specialized prolyl oligopeptidase enzyme, POPB (Luo et al. 2009, 2014, Riley et al. 2014). POPB is the key enzyme of the cyclic peptide pathway, catalyzing both hydrolysis of the peptide bond and transpeptidation (Luo et al. 2014).
Besides certain species of Amanita and Galerina, a few species of Lepiota also produce α-amanitin (Haines et al. 1986, Mottram et al. 2010, Sgambelluri et al. 2014). Some Conocybe species are also reported to produce similar toxins, but we failed to detect any cyclic peptides in recently collected C. apala, reported to produce phallotoxins, and therefore we did not continue further with that study. Phylogenetically, the genera Amanita, Galerina and Lepiota are distantly related, belonging to three disjunct agaric families, Amanitaceae, Strophariaceae, and Agaricaceae, respectively. This non-continuous distribution of amatoxins has raised major questions in the field: why does this pathway occur in these isolated lineages and not others? Did amatoxin biosynthesis evolve independently on multiple occasions, or did it originate from a common ancestor followed by gene loss or horizontal gene transfer (HGT)? Researchers had tried to infer the evolution of the pathway, but major hurdles existed and have prevented significant progress. One serious problem is the lack of suitable molecular markers, specifically for those genes related to the pathway, to infer essential and well resolved phylogenetic frameworks for the target mushroom groups, which are critical for providing evolutionary evidence on how this pathway evolved among the groups. A second problem is that phylogenetically important species have been difficult to obtain, especially fresh samples suitable for genetic and genomic analyses. Amatoxin-producing Amanita species are obligately mycorrhizal and grow slowly in culture, necessitating the use of wild-collected basidiomes. Thirdly, sequenced relevant agaric genomes were insufficient to support comparative studies among the target mushroom groups. This lack of data motivated more and deeper genome sequencing of deadly Amanita species by our group. Recent evidence showed that POPB is a key biosynthetic gene for the amatoxins and related cyclic peptides of lethal mushrooms (Luo et al. 2014), and these data have provided clues for rigorously elucidating the evolution of the pathway, even though genomic data on the mushrooms remained incomplete. Not only can the phylogeny of POP genes resolve the relationships among these genes, it can assist with HGT detection, as the most reliable method for HGT detection is based on phylogenetic inference (Ragan 2001, Fitzpatrick 2012). In the absence of experimental systems to track HGT, the standard method for identifying putative HGT events has relied on phylogenetic incongruence — a strongly supported disagreement between a well-supported gene phylogeny and the species phylogeny is often used to justify the acceptance of one or more putative HGT events as the cause of the phylogenetic conflict (Andersson 2005, Keeling & Palmer 2008).
Prolyl oligopeptidases (POPs; EC 18.104.22.168) are present in most phyla of life (Venalainen et al. 2004, Kaushik & Sowdhamini 2014). They play important but varied housekeeping functions. In mammals (including humans), POPs are apparently multifunctional enzymes involved in the maturation and degradation of peptide hormones and neuropeptides (Polgar 2002). As such, POPs play important roles in a number of physiological processes, including: learning and memory (Yoshimoto et al. 1987, Garcia-Horsman et al. 2007), cell signaling (Williams et al. 1999, Duan et al. 2014), sperm motility (Yoshida et al. 1999, Kimura et al. 2002), and cell proliferation and differentiation (Ohtsuki et al. 1994, Moreno-Baylach et al. 2008, Sakaguchi et al. 2011). Furthermore, abnormalities in POP activity are associated with diseases (Momeni et al. 2005). The majority of reported POPs are intracellular enzymes, while mushrooms produce some extracellular POPs (Chen et al. 2012) that can only be speculated to perform more specific peptide hydrolyzation roles compared to more general proteases.
While many POPs perform housekeeping functions, one POP has a specialized role as a biosynthetic enzyme for the MSDIN family of cyclic peptides. Deadly Amanita and Galerina species carry two copies of POP genes, POPA and POPB, in contrast to only a single copy in other basidiomycete genomes; most ascomycetes do not contain POPs. POPB is a specialized form involved in the toxin biosynthesis (Luo et al. 2014). By comparison, POPA is considered to carry out housekeeping roles as the homologs are present in all the mushrooms examined to date, poisonous or not (Luo et al. 2010, 2012, 2014). In G. marginata, evidence shows that GmPOPA does not catalyse cyclization of the precursor peptide for α-amanitin, and therefore is not involved in the biosynthesis of the cyclic peptides (Luo et al. 2014).
As for taxonomic distribution, to date, evidence indicates that POPB is strictly confined to mushrooms producing MSDIN-family cyclic peptides, a family which includes phallotoxins (not toxic to humans on ingestion) as well as the dangerous amatoxins. Our initial investigation indicated that, unlike many other single-copy genes, the phylogeny of POPB does not reflect that of the agaric species that harbor this gene. Rather, they tend to cluster according to functional chemical diversity, contradicting their species phylogeny. During our efforts to sequence more amanitin-producing mushrooms, we tried to gain insights into the evolution of the pathway using comparative genomics, but no clear conclusion has yet been reached. However, this has provided more putative POPB gene sequences over time. Recently Jonathan D. Walton’s laboratory at Michigan State University started sequencing a deadly Lepiota, L. subincarnata, and kindly sent us the genomic sequences of two POPB sequences, one from each of the two strains sequenced (the species contains only one POPB, and no POPA). As a result, we now have POP gene sequences from all three taxonomic groups confirmed to produce MSDIN-family cyclic peptides, which makes it possible to reconstruct the evolutionary histories of these genes in a well-represented species composition, and to perhaps shed light on the history of the biosynthetic pathway.
In this research, two amanitin-producing mushrooms, A. subjunquillea and A. pallidorosea, were sequenced through the Beijing Genomics Institute (BGI) in Wuhan, China, and the genomes were surveyed for MSDIN genes. MSDIN sequences were also cloned from two L. brunneoincarnata strains, and toxin MSDINs (defined as MSDIN genes encoding amatoxins or phallotoxins) from all three genera were compared. Furthermore, DNA and amino acid sequences of POP genes were mined from the genome assemblies. Together with two POPB genes from L. subincarnata, predicted coding and amino acid sequences for POPs from genome mining and databases were used for phylogenetic analyses. A POP gene tree was compared with the species tree for incongruency analysis. Distances and substitution rates were compared among the three genera. A topology test was performed to determine the robustness of the POPB phylogeny. Gene structure was analyzed by examining intron placement in POPB and toxin MSDIN genes, and conducting k-mer analyses on di-, tri-and tetranucleotide frequencies on POP and POPB genes. Based on the results, we assessed the evolutionary history of POPB.
Fresh wild basidiomes of Amanita subjunquillea, A. pallidorosea and Lepiota brunneoincarnata were harvested, stored at −80 °C, and lyophilized. Upon collection, all specimens were immediately put on dry ice after they were removed from soil. These species are a major cause of lethal mushroom poisonings in Eastern Asian countries (Chen et al. 2013, 2016).
Genome sequencing and assembly
High molecular weight DNA was extracted from lyophilized basidiomes using Genomic-tip 100/G (Qiagen 10243), following the manufacturer’s protocols. The sequencing strategy for A. subjunquillea and A. pallidorosea used Illumina HiSeq 4000 and PacBio RSII at Beijing Genomics Institute (BGI) with 250 bp, 10 Kb and 20 Kb libraries constructed and sequenced using the company’s standardized pipeline. In both cases, PacBio polymerase reads < 1000 bp, or with quality score less than 80 %, were removed. Subreads were extracted from polymerase reads, and adapter filtered. Subreads were corrected using Pbdagcon (https://github.com/PacificBiosciences/pbdagcon), Falcon (https://github.com/PacificBiosciences/FALCON-integrate) and Proovread (Hackl et al. 2014). Corrected reads were assembled with Celera Assembler (Myers et al. 2000) (v. 8.3, parameters: do Trim_initialQualityBased = 1, doTrim_finalEvidenceBased = 1, doRemoveSpurReads = 1, doRemoveChimericReads = 1, -d properties -U) or Falcon (v. 0.3.0, parameters: -v -dal8 -t32 -h60 -e.96 -l500 -s100 -H3000). Scaffolds were constructed through SSPACE Basic (v. 2.0) (Boetzer & Pirovano 2014) and gap closing with PBJelly2 (English et al. 2012) (15.8.24 with default settings). GATK (https://www.broadinstitute.org/gatk/) and SOAP tool packages (SOAP2, SOAPsnp, SOAPindel) (Li et al. 2009a, b) were applied for single-base corrections.
Cloning of MSDINs from Lepiota brunneoincarnata
Primers targeting conserved regions of MSDINs were designed based on genes from G. marginata and A. bisporigera. For PCR amplification, four primers out of 18 primers tried were used in four combinations. The forward primers were 5′-GGCTACCTCATGTCTGCTCTCG-3′ and 5′-CAATCCGTCTGACTACCCACTC-3′. The reverse primers were 5′-ACCGAGCGTTGTATAGGGAGAA-3′ and 5′-GCAAAGGCTAGCAGACAATACG-3′. PCR reactions were conducted under standard conditions, and products with predicted correct sizes directly sequenced.
Mining for MSDIN and prolyl oligopeptidase genes
Nucleotide sequences of MSDINs and/or POPs from the genomes of A. subjunquillea and A. pallidorosea (this study), and A. phalloides (Pulman et al. 2016), were obtained through standalone BLAST searches (NCBI BLAST+ 2.4.0) with corresponding query MSDIN and POPB sequences from A. bisporigera and G. marginata, which are well characterized by our molecular and biochemical approaches (Luo et al. 2010, 2012). In order to obtain reasonably reliable coding and amino acid sequences of the POP genes from the sequenced genomes, the genomic DNA sequences of the genes were compared to those of well characterized cDNA sequences from A. bisporigera and G. marginata. It quickly became apparent that the intron and exon structures are highly conserved among both POPA and POPB genes. Coding sequences were predicted using POPB cDNA from A. bisporigera as the reference. Similarly, POPA coding sequences were retrieved using AbPOPA cDNA for comparison. In above cases, GT-AG intron borders were predicted by aligning the gDNA sequences with the cDNAs, and the resulting amino acid sequences were further assessed by examining conservation among the amino acid sequences along the full length. In all cases, we obtained undisrupted ORFs after deleting the introns, and the amino acid sequences were conserved throughout the full length. With this method, final exonintron structure was resolved without ambiguity. The same approach was applied to L. subincarnata POPB genomic DNA by comparing its only POP, LsPOPB, to the cDNAs of those in G. marginata. After the introns were predicted and removed, amino acid sequences were retrieved through translation with no ambiguity found. The resulting sequences were then used for phylogenetic analysis. The Amanita POP sequences can be found in Suppl. File 1. To generate a well-represented POP pool for macrofungi, POP coding (or cDNA) and protein sequences were downloaded from NCBI (https://www.ncbi.nlm.nih.gov/) and JGI MycoCosm (http://genome.jgi.doe.gov/programs/fungi/index.jsf) (Table 1). For MSDIN gene comparison, additional sequences were obtained from previously published sources (Li et al. 2014, Pulman et al. 2016).
Sequence alignment and phylogenetic analysis
Three datasets, the coding sequences (CDSs) and amino acid sequences of the selected POP genes, and the CDSs of selected toxin MSDINs, were compiled. Sequences were aligned using Muscle 3.6 (Edgar 2004) with default settings, and then manually adjusted with BioEdit (Hall 1999, Suppl. Files 2–4). For the amino acid alignment, LG+ G was selected as the best-fitting empirical model by ProTest 3 (Darriba et al. 2011) under Akaike Information Criterion (AIC). For the nucleotide alignment, GTR + I + G and GTR + G were inferred as the best substitution models for the CDSs of POP and MSDIN genes by using MrModeltest v. 2.3 (Nylander 2004) under AIC, respectively. Maximum likelihood (ML) tree searching and bootstrapping (1 000 replicates) were done in RAxML v. 7 (Stamatakis 2006). Bayesian inference was carried out in MrBayes v. 3.2.6 (Ronquist & Huelsenbeck 2003) with two independent Markov chain Monte Carlo (MCMC) runs and four chains each. Runs were performed for 2 M generations, with trees sampled every 100 generations. Chain convergence was determined using Tracer v. 1.5 (http://tree.bio.ed.ac.uk/sofware/tracer/) to ensure convergence and sufficiently large effective sampling size values (>200). Subsequently, the sampled trees were summarized by discarding the first 25 % of trees as burn-in using the ‘sump’ and ‘sumt’ command implemented in MrBayes (Ronquist & Huelsenbeck 2003).
Gene tree vs. species tree
A POP gene tree and a species tree were prepared as follows. For the POP gene tree, 6 species containing POPB and 12 other related agarics were selected (Suppl. File 5). For the species tree, 30 taxa encompassing POPB-possessing species were chosen, and the taxa covered those in the gene tree (Suppl. File 6). CDS sequences of POP and rpb2 marker were applied for the two ML reconstructions. The rpb2 sequences were obtained from our custom genomes, deposited in GenBank and JGI genomes (blastp) using A. subpallidorosea rpb2 (KP691703) as the query. Alignments, model selection (GTR + I + G), and ML phylogeny were performed as described above. Comparison of distances and substitution rates of the resultant gene and species trees among the three amanitin-producing genera were performed using codeml in PMAL4.9 (Yang 2007) with REV model and runmode set to −2. Both trees were further analyzed by Notung 2.9 (Chen et al. 2000) with Divergence-Loss (DL) and Divergence-Transfer-Loss (DTL) models under default settings. The statistics were recorded and compared. The model with lower “Event Score” was chosen to show predicted evolutionary events.
In order to test how congruent the topology of the POPB clade is with that expected based on the species tree, alternative topologies/hypotheses were generated using PAUP (4.0b10, the following CONSEL analysis does not support RAxML outputs) for comparison with the best tree generated by this program. These hypotheses are: (1) POPBs were monophyletic with Amanita POPA; (2) POPBs were monophyletic with Amanita POPA and Galerina POPs; and (3) POPBs were monophyletic with Galerina POPs. The alternative trees with site-wise log-likelihoods were input into CONSEL (V0.1i) to perform approximately unbiased tests (Shimodaira & Hasegawa 2001).
The sequences used to generate the POP gene tree were compared using the k-mer profiles for 2-, 3-, and 4-mers. K-mer profiles were used to calculate the pairwise distances (cosine distance), and the resulting distance matrices were used to generate neighbor-joining trees. Trees were drawn using the itol webserver (https://itol.embl.de).
Fresh tissues of Amanita subjunquillea and A. pallidorosea were obtained in excellent condition (Fig. 1). The resultant two draft genomes have the following statistics: A. subjunquillea N50 is 680 kb with the genome size at 53 Mb (GC content = 46.57 %) with the assembly containing 148 scaffolds; A. pallidorosea N50 is 450 kb, and the genome reached 56 Mb (GC content = 46.24 %) and the assembly comprised 251 scaffolds. Our assemblies had improved on N50s compared with previous genome sequencing of deadly Amanita mushrooms (Pulman et al. 2016). Because MSDIN genes are short and POP genes are intron-rich, reliable automated annotation cannot be achieved through standardized pipelines; these were therefore annotated manually. Further details of the genomes will be discussed elsewhere.
MSDINs and POP genes
Biosynthetic gene mining in the genomes revealed MSDIN and POPB genes in both of the newly sequenced Amanita species, in agreement with results from other amanitin-producing mushrooms in Amanita and Galerina. Tables 2 and 3 list the predicted MSDINs in both genomes, respectively. Amanita subjunquillea yielded 18 MSDINs while A. pallidorosea produced 29, each containing four toxin MSDIN genes that code for amatoxins or phallotoxins, namely the ones encoding α-amanitin, β-amanitin, phallacidin and phalloidin. Overall, the precursor genes have similar structures (leader peptide, core peptide, and recognition sequence; Arnison et al. 2013) with strong conservation in leader peptide and recognition sequence regions. Exon and intron structures are conserved among all MSDIN genes, and the alignments indicate that the genes span four exons and three introns, with the first intron disrupting the coding region.
In A. subjunquillea and A. pallidorosea, both POPA and POPB were unambiguously identified. The sequences share high similarity with those in A. bisporigera, which allowed the introns to be determined by aligning the cDNAs of AbPOPA and AbPOPB to their counterpart genomic DNAs in the newly sequenced Amanita genomes. All the genomic DNA sequences have highly conserved exon-intron structures, each having 19 predicted exons and 18 introns. POP genes from A. phalloides were obtained similarly, and the conservation is higher among Amanita species compared with Galerina and Lepiota POPs. POPA and POPB gene and aa sequences from the three Amanita species are given in Suppl. File 1. Surprisingly, only one POP gene has been identified in L. subincarnata (Jonathan D. Walton, pers. comm.). The gene has strongest homology to known POPB sequences and is therefore named LsPOPB for reference purpose. The alignment of GmPOPB cDNA in Galerina and LsPOPB genomic DNA predicted the gene’s structure to have 17 exons and 16 introns.
MSDINs from L. brunneoincarnata were obtained by PCR using conserved sequences found in poisonous species of Amanita or Galerina. So far, only two MSDINs have been retrieved and they both code for α-amanitin.
Comparison of toxin MSDIN genes in three amanitin-producing agaric genera
In this study, toxin MSDINs are defined as the precursor genes in the MSDIN family that encode amatoxins or phallotoxins, the major cyclic peptides in these agarics. The MSDIN sequences in Amanita are generally conserved (Fig. 2), with highlighted variations compared to the best represented consensus sequence from Amanita (not including the core peptides), although some variations are found in A. phalloides and two Asian Amanita species, A. subjunquillea and A. pallidorosea. This result also shows that Asian Amanita species share higher conservation with lowest amount of variation (red letters). In contrast, A. phalloides from Europe showed higher variation in its recognition sequences. Gene duplications are found in many species: in A. bisporigera, each copy for the listed two MSDIN genes is identical, indicating duplication happened recently without any accumulated variations. In A. phalloides and Asian amanitas, duplicates usually present some variations, indicating these duplications formed some time ago. In Lepiota, the leader peptides are 9 aa in length, while all others are 10 aa. In general, leader peptides are more conserved than the other sequences. In this case, the variations in this region reflect their generic position: MSDIN is specific to Amanita, MFDTN to Galerina, and MDAN to Lepiota (including L. subincarnata genomes). These sequences are highly conserved within the same genus, and true MSDIN sequences only exist in deadly Amanita species (underlined). Some sequences are highly conserved even across genera, including NATRLP in the leader peptide and LC (IC in G. marginata) at the very end of the recognition sequence. In addition, LTRG in the recognition sequence is conserved between the genera Lepiota and Amanita. Sequences of Galerina are closer to those of Lepiota than to those of Amanita: 10–11 variations vs. 15–16.
Phylogeny of POPs in macrofungi
The aligned coding sequences of POP genes comprised 75 taxa (Table 1) with 3489 bp in length (Suppl. File 2), and the dataset of amino acid sequences included sequences of the same 75 species with 1035 aligned sites (Suppl. File 3). The nucleotide alignment of MSDIN genes consisted of 21 sequences with 376 bp (Suppl. File 4). ML and BI analyses yielded identical tree topologies, and thus only the trees inferred from the ML analysis are shown (Figs 3–5). With regard to the POP genes, the lineage POPB from CDS (Fig. 4) had stronger statistical support than that from amino acid sequences (Fig. 3). This might be due to the higher conservation at the amino acid level due to degeneracy, quenching some of the phylogenetic signal that is present in coding sequences. The good support in the terminal clades including POPA and POPB allowed us to delineate boundaries of these genes. In the phylogenetic trees, POPB consistently formed a clade with strong support, while the remaining POP genes, including POPA, generated multiple strongly supported clades. Galerina POPA and Amanita POPA did not cluster together, but, rather, with POP genes from taxonomically related species, suggesting that “POPA” is simply the generic POP gene present in most basidiomycetes (Hibbett 2006, Matheny et al. 2006, 2007, Justo et al. 2011). Notable examples include one clade representing all POPs from the order Boletales (Binder & Hibbett 2006) and another from the order Polyporales (Justo et al. 2017). Strikingly, POPB displayed a very different pattern: all POPB genes, from three genera belonging to three disjunct families, clustered together forming a well-supported monophyletic clade (lineage POPB). Topology within POPB reflects species phylogeny; however, the apparent single origin of POPB within the POP tree (as opposed to derivation of POPB from each species’ POPA) requires further explanation.
Phylogeny of MSDIN genes
The MSDIN phylogenetic tree was constructed without an outgroup. Fig. 5 shows that the MSDIN sequences from Lepiota and Amanita are separated and well supported. MSDINs are rather short and the hypervariable region (encoding cyclic peptides) interferes with phylogenetic analysis. As shown in the figure, Amanita MSDINs do not cluster according to species phylogeny, but do so based on chemical properties, in this case the toxins they encode. As a consequence, in Amanita, MSDINs encoding α-amanitin, β-amanitin, phalloidin, and phallacidin group together, respectively.
Gene tree vs. species tree
In order to investigate the relationship between POP gene tree and the corresponding species tree, a gene tree based on POPs (Fig. 6A) and a species tree based on rpb2 marker (Fig. 6B), were constructed. The pairwise distances and substitution rates among three species representing the three disjunct genera were calculated (Table 4). Consistent with the general hypothesis that genes acquired via HGT would show significantly less divergence compared with house-keeping genes, the result indicated significantly smaller distances (to 1:6) and substitution rates (to 1:7) from the gene tree vs. the species tree. This result also allowed the discounting of the massive gene loss hypothesis, in which case the distances and substitution rates are expected be similar. In light of this, the non-POPB-containing taxa in the species cannot be removed in the topology comparison, and then incongruency was shown in 6A and 6B, with the POPB subclade marked in red. The strong statistical support ruled out the possibility of aligning conflicting clades under the settings. For example, Galerina marginata (POPB clade) will not cluster with Gymnopilus chrysopellus POP in the gene tree as the species do in the species tree. With Notung, the DL model returned the following general statistics: Event Score = 36.0, Dups = 4, Losses = 30, and Numbers of optimal solutions = 1. The DTL model produced: Event Score = 23.0, Dups = 0, Transfers = 5, Losses = 8, and Numbers of optimal solutions = 4. The DTL score was significantly smaller and therefore further analysis was based on DTL results. The DTL reconciled tree with one of the four optimal solutions is shown in Fig. 6C; their differences are at the gene transfer points (green circles). The illustrated transfer events in the POPB clade (T1, T2, and T3) indicate the possibility that the HGT happened from L. subincarnata to G. marginata (T1), then to an unknown species between G. marginata and Amanita rimosa (T2), and followed by another transfer within Amanita (T3). Three other optimal solutions have slightly different routes, but all indicated gene transfer.
The phylogenetic trees generated above shows that the POPB clade is not congruent with the species tree. The robustness of the POPB clade was assessed in this study.
The best tree generated by PAUP was consistent with those by RAxML (Figs 3–4, 6) and is not shown here. With the three alternative trees, Table 5 shows that the best tree by PAUP is highly supported over the alternative topologies for competing hypotheses, with both approximately unbiased p-values (AU) and bootstrap probability (NP) at 1. This result strongly suggested the monophyletic POPB clade is highly supported, rejecting a de novo origin of POPB from POPA within species.
As phylogenetic data cannot fully rule out an ancestral origin of POPB followed by multiple independent losses, we examined the intron structure of POPB and toxin MSDIN genes, and evaluated di-, tri-, and tetranucleotide frequencies of representative POP genes. Toxin MSDIN genes each contain three introns with a conserved size and placement, one near the 3′ end of the coding region and two within the 3′ UTR (Hallen et al. 2007, Luo et al. 2012), while POPB genes contain 17 introns of similar size and placement (one additional intron is present in Amanita bisporigera; Fig. 7). The k-mer profiles of POP genes consistently group Galerina POPB with Amanita POPB and Amanita POPA, and are distinct from Galerina POPA (Fig. 8). Lepiota POPB has distinct k-mer profiles from the other POPB genes.
All known amatoxin-producing Amanita species belong to section Phalloideae, which has at times been restricted to only lethal species. Recently the number of taxa in the section has undergone a minor expansion, and now includes at least four non-poisonous species in basal positions of the clade. Phylogenetic evidence also indicates a single origin of the cyclic peptide pathway within Amanita (Cai et al. 2014, Cui et al. 2018).
Diversity of MSDIN genes in three agaric genera
The genes discovered to date clearly share similar structures (including exon and intron structure), with leader peptide, core peptide and recognition sequence (Arnison et al. 2013), indicating they shared a common ancestor. The Asian Amanita species possess a similar pool of these genes compared to their European and North American relatives. In general, the toxin MSDINs (genes encoding amatoxins or phallotoxins, i.e. α-amanitin, β-amanitin, phallacidin, and phalloidin) are shared among amanitas, while the rest do not overlap significantly. Much less diversity of MSDIN genes was observed in Galerina and Lepiota species. Galerina marginata only possesses one GmAMAI gene in two copies; a rigorous PCR search only found two AMA1 genes in two L. brunneoincarnata strains (our initial genome assembly now confirms this). Besides the structural similarities, other variations were evident. The actual “MSDIN” motif is restricted to Amanita, and in Lepiota and Galerina, the variations in this leader peptide region are distinctive, and likely genus-specific. In the recognition sequence region, there are conserved aa residues across genera but with a significant number of variations (Fig. 2).
Evolution of POPB
With limitations, phylogenetic reconstruction methods remain the only way to reliably infer historical events from gene sequences as they are the only methods that utilize large, comprehensive data sets (Eisen 2000). Non-tree-based (“surrogate”) methods are increasingly used in identifying instances of lateral genetic transfer, but in many cases they lack reliability compared to rigorous phylogenetic analysis; further, phylogenetic methods are less dependent on subtle nucleotide-level signatures that could be unevenly distributed and subject to amelioration (Ragan et al. 2006). For these reasons, we took the phylogenetic route to assess the evolutionary history of the key biosynthetic gene POPB. In the distance and substitution rate analyses, significantly smaller numbers in both indicate the POPB lineage evolved at a much lower speed, incongruent with that of the three disjunct genera in the rpb2 species tree, but consistent with the hypothesis of HGT. We therefore continued the topology comparison without the consideration of massive gene loss. From the ML tree topologies, all POPBs reside exclusively in a well-supported monophyletic clade (lineage POPB), with the saprotrophic species L. subincarnata and G. marginata in basal positions. In contrast, all POPBs from Amanita species are terminal (Figs 3–4, 6). This scenario indicates POPBs from the saprobes are ancestral whereas Amanita POPBs are newer entities. The highly supported topologic incongruency between the POP gene tree and the species tree strongly suggest the acquisition of POPB in those lineages were likely the result of HGT. We also tested the incongruency using different markers, such as LSU, and the results were consistent, although some were with weak statistical support. The illustrated incongruency between POP gene trees and the species tree strongly suggested an HGT cause of the POPB distribution among Lepiota, Galerina, and Amanita. In addition, the topology test showed strong support for the POPB clade, rejecting all other three competing hypotheses. In Notung analysis, all predicted four best DTL solutions involve HGT with only minor variations, lending more support to the hypothesis.
Since POPB is a single-copy gene and is at the centre of the cyclic peptide biosynthesis, its phylogeny may reflect the evolutionary history of the α-amanitin biosynthetic pathway. In contrast, MSDIN sequences are less usable as they are short and have a highly variable region (core peptide) that interfers with the phylogenetic methods by pulling genes for same cyclic peptides together, although coding sequence analysis showed less of this problem than aa phylogeny (Fig. 5). The existence of the core peptides also partly causes low statistical support. Lacking a proper outgroup is another reason not enough information was obtained through the analysis.
Hypothesis for transferring the cyclic peptide pathway
At least three possible hypotheses for how the cyclic peptide pathway evolved in the three disjunct agaric genera can be envisioned: (1) the pathway arose independently in each of the genera; (2) the pathway originated in a common ancestor but was lost in most of the descendants except for the three genera; or (3) the pathway formed in a common ancestor and was then transferred through HGT to other recipients. If the pathway was due to independent origins as a result of convergent evolution, little resemblance among the pathways in the three genera would be expected. However, all pathways use MSDIN genes for the precursor peptides, and all the MSDINs share a conserved structure that features leader peptide, core peptide, and recognition sequence (Arnison et al. 2013). Furthermore, they all possess a specialized POPB gene that clusters into a single lineage, and they too, like the MSDINs, share exon and intron structures, indicating these genes are from a common ancestor (Fig. 7). Regarding the second hypothesis, our analyses on substitution rates and distances indicated that POPB genes evolve much slower than the housekeeping gene rpb2, consistent with the HGT hypothesis while conflicting with massive gene loss. The species trees only have a small subset of taxa, and the differences in distances and rates would only increase if more species are included. In addition, among the three families, we counted over 2000 species (or significantly more as the count was not complete). If there was a common ancestor in which the pathway originated, then thousands of agarics would have to lose at least two genes (MSDIN and POPB) to accommodate the toxin distribution. While this is not entirely impossible, we consider the chance slim. Further, one would expect some pathway remnants detectable in the closely-related genomes, but in our BLAST searches and comparative genomic study, none has been found. As discussed above, our study now lends some support for the third hypothesis. Multiple phylogenetic reconstructions, comparison of substitution rates and distance, analyses of gene tree and species tree, predicted evolutionary events, and topology test, all suggest HGT was the underlining cause for the disjunct toxin distribution.
Other information pertaining to the HGT hypothesis
We have cloned one Class II transposon close to GmPOPB in G. marginata (unpubl.), and both Class I and Class II transposons (∼ 60 within the 50 kb range) were detected in our initial assembly of L. brunneosubincarnata (unpubl.). Therefore, HGT of POPB could be assisted by transposons. It is known that at least some degree of gene clustering in this pathway is present in A. bisporigera and G. marginata (Luo et al. 2010, 2012). Clustering of genes is considered to be able to assist in HGT. Supernumerary chromosome transfers can also be explained by interspecific mating rather than HGT, but our comparative genomic study using Symap was negative on this assumption. K-mer analysis (Fig. 8) suggests strongly that Galerina POPB is the result of HGT from Amanita, while Lepiota POPB clusters neither with the other POPB genes, nor with the POPs from related species (Macrolepiota fuliginosa and Agaricus bisporus).
Most early reports on HGT cases involve bacterial donors, however recent studies show-cased an increasing number of HGT events between fungi and other eukaryotes (Slot 2017). Some good examples include depudecin biosynthesis in Alternaria brassicicola (Reynolds et al. 2017), ergotamine and loline biosyntheses in fungi belonging in Clavicipitaceae (Marcet-Houben & Gabaldon 2016), chaetoglobosin-like compound biosynthesis in Mycosphaerella populorum (Dhillon et al. 2015), fumonisin cluster in Aspergillus niger (Khaldi & Wolfe 2011), avirulence gene ACE1 cluster in Magnaporthe grisea, Chaetomium globosum, Stagonospora nodorum, and A. clavatus (Khaldi et al. 2008), four pathogenic chromosomes in Fusarium (Ma et al. 2010), eight chromosomes in the wheat pathogen M. graminicola (Goodwin et al. 2011), and a virulence gene called ToxA in Pyrenophora tritici-repentis (Friesen et al. 2006). Recent phylogenomic studies indicate that in a “typical” fungal genome, between 0.1–2.8 % of the genes may be the result of HGT (Wisecaver et al. 2014, Wisecaver & Rokas 2015), a much lower proportion than that in bacteria and archaea (Koonin et al. 2001). The structures of the MSDIN and POPB genes include multiple introns, strongly suggesting the fungal origin of these genes. Therefore, the evolution of POPB should be an example of fungal HGT. Based on the phylogenetic positions of POPBs from Lepiota, Galerina, and Amanita, one can conjecture the rough direction of the gene acquisition could also be in this direction. Substantial work is needed to provide more insights into this aspect.
Possible impact of the biosynthetic pathway
A long-observed phenomenon in ectomycorrhizal Amanita species is the rapid speciation within the lineage of lethal amanitas of the sect. Phalloideae, while the number of the non-amanitin-producing taxa in the section is significantly lower (Cai et al. 2014, Cui et al. 2018). A logical question regarding these opposing trends is: did the pathway drive the rapid speciation in deadly Amanita? At present, we have little clue regarding the target organisms, biological roles or selective advantages of amanitins, even less on many other cyclic peptides made by these agarics. Hopefully, the fast development in genome research combined with our transformation system will point us to the right directions.
Andersson JO (2005) Lateral gene transfer in eukaryotes. Cellular and Molecular Life Sciences 62: 1182–1197.
Arnison PG, Bibb MJ, Bierbaum G, Bowers AA, Bugni TS, et al. (2013) Ribosomally synthesized and post-translationally modified peptide natural products: overview and recommendations for a universal nomenclature. Natural Product Reports 30: 108–160.
Binder M, Hibbett DS (2006) Molecular systematics and biological diversification of Boletales. Mycologia 98: 971–981.
Boetzer M, Pirovano W (2014) SSPACE-LongRead: scaffolding bacterial draft genomes using long read sequence information. BMC Bioinformatics 15: 211.
Bresinsky A, Besl H (1990) A Colour Atlas of Poisonous Fungi: a handbook for pharmacists, doctors and biologists. Würzburg: Wolfe.
Cai Q, Tulloss RE, Tang LP, Tolgor B, Zhang P, et al. (2014) Multi-locus phylogeny of lethal amanitas: Implications for species diversity and historical biogeography. BMC Evolutionary Biology 14: 143.
Chen JT, Chao ML, Wen CY, Chu WS (2012) Screening, purification, and characterization of an extracellular prolyl oligopeptidase from Coprinopsis clastophylla. Journal of Microbiology 50: 652–659.
Chen K, Durand D, Farach-Colton M (2000) NOTUNG: a program for dating gene duplications and optimizing gene family trees. Journal of Computational Biology 7: 429–447.
Chen Z, Zhang P, Zhang Z (2013) Investigation and analysis of 102 mushroom poisoning cases in Southern China from 1994 to 2012. Fungal Diversity 64: 123–131.
Chen ZH, Yang ZL, Bau T, Li TH (2016) Poisonous Mushrooms: recognition and poisoning treatment. Beijng: Science Press.
Cui YY, Cai Q, Tang LP, Liu JW, Yang ZL (2018) The family Amanitaceae: molecular phylogeny, higher-rank taxonomy and the species in China. Fungal Diversity, doi.org/10.1007/s13225-018-0405-9
Darriba D, Taboada GL, Doallo R, Posada D (2011) ProtTest 3: fast selection of best-fit models of protein evolution. Bioinformatics 27: 1164–1165.
Dhillon B, Feau N, Aerts AL, Beauseigle S, Bernier L, et al. (2015) Horizontal gene transfer and gene dosage drives adaptation to wood colonization in a tree pathogen. Proceedings of the National Academy of Sciences, USA 112: 3451–3456.
Drummond AJ, Suchard MA, Xie D, Rambaut A (2012) Bayesian phylogenetics with BEAUti and the BEAST 1.7. Molecular Biology and Evolution 29: 1969–1973.
Duan L, Ying G, Danzer B, Perez RE, Shariat-Madar Z, et al. (2014) The prolyl peptidases PRCP/PREP regulate IRS-1 stability critical for rapamycin-induced feedback activation of PI3K and AKT. Journal of Biological Chemistry 289: 21694–21705.
Edgar RC (2004) MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Research 32: 1792–1797.
Eisen JA (2000) Assessing evolutionary relationships among microbes from whole-genome analysis. Current Opinion in Microbiology 3: 475–480.
English AC, Richards S, Han Y, Wang M, Vee V, et al. (2012) Mind the gap: upgrading genomes with Pacific Biosciences RS longread sequencing technology. PLoS One 7: e47768.
Fitzpatrick DA (2012) Horizontal gene transfer in fungi. FEMS Microbiology Letters 329: 1–8.
Friesen TL, Stukenbrock EH, Liu Z, Meinhardt S, Ling H, et al. (2006) Emergence of a new disease as a result of interspecific virulence gene transfer. Nature Genetics 38: 953–956.
Garcia-Horsman JA, Mannisto PT, Venalainen JI (2007) On the role of prolyl oligopeptidase in health and disease. Neuropeptides 41: 1–24.
Goodwin SB, M’Barek SB, Dhillon B, Wittenberg AH, Crane CF, et al. (2011) Finished genome of the fungal wheat pathogen Mycosphaerella graminicola reveals dispensome structure, chromosome plasticity, and stealth pathogenesis. PLoS Genetics 7: e1002070.
Hackl T, Hedrich R, Schultz J, Forster F (2014) proovread: largescale high-accuracy PacBio correction through iterative short read consensus. Bioinformatics 30: 3004–3011.
Haines JH, Lichstein E, Glickerman D (1986) A fatal poisoning from an amatoxin containing Lepiota. Mycopathologia 93: 15–17.
Hall TA (1999) BioEdit: a user-friendly biological sequence alignment editor and analysis program for Windows 95/98/NT. Nucleic Acids Symposium Series 41: 95–98.
Hallen HE, Luo H, Scott-Craig JS, Walton JD (2007) Gene family encoding the major toxins of lethal Amanita mushrooms. Proceedings of the National Academy of Sciences, USA 104: 19097–19101.
Hibbett DS (2006) A phylogenetic overview of the Agaricomycotina. Mycologia 98: 917–925.
Justo A, Miettinen O, Floudas D, Ortiz-Santana B, Sjokvist E, et al. (2017) A revised family-level classification of the Polyporales (Basidiomycota). Fungal Biology 121: 798–824.
Justo A, Vizzini A, Minnis AM, Menolli N jr, Capelari M, et al. (2011) Phylogeny of the Pluteaceae (Agaricales, Basidiomycota): taxonomy and character evolution. Fungal Biology 115: 1–20.
Kaushik S, Sowdhamini R (2014) Distribution, classification, domain architectures and evolution of prolyl oligopeptidases in prokaryotic lineages. BMC Genomics 15: 985.
Keeling PJ, Palmer JD (2008) Horizontal gene transfer in eukaryotic evolution. Nature Reviews Genetics 9: 605–618.
Khaldi N, Collemare J, Lebrun MH, Wolfe KH (2008) Evidence for horizontal transfer of a secondary metabolite gene cluster between fungi. Genome Biology 9: R18.
Khaldi N, Wolfe KH (2011) Evolutionary origins of the fumonisin secondary metabolite gene cluster in Fusarium verticillioides and Aspergillus niger. International Journal of Evolutionary Biology 2011: 423821.
Kimura A, Matsui H, Takahashi T (2002) Expression and localization of prolyl oligopeptidase in mouse testis and its possible involvement in sperm motility. Zoological Science 19: 93–102.
Koonin EV, Makarova KS, Aravind L (2001) Horizontal gene transfer in prokaryotes: quantification and classification. Annual Review of Microbiology 55: 709–742.
Li P, Deng WQ, Li TH (2014) The molecular diversity of toxin gene families in lethal Amanita mushrooms. Toxicon 83: 59–68.
Li R, Li Y, Fang X, Yang H, Wang J, et al. (2009a) SNP detection for massively parallel whole-genome resequencing. Genome Research 19: 1124–1132.
Li R, Yu C, Li Y, Lam TW, Yiu SM, et al. (2009b) SOAP2: an improved ultrafast tool for short read alignment. Bioinformatics 25: 1966–1967.
Luo H, Hallen-Adams HE, Scott-Craig JS, Walton JD (2010) Colocalization of amanitin and a candidate toxin-processing prolyl oligopeptidase in Amanita basidiocarps. Eukaryotic Cell 9: 1891–1900.
Luo H, Hallen-Adams HE, Scott-Craig JS, Walton JD (2012) Ribosomal biosynthesis of alpha-amanitin in Galerina marginata. Fungal Genetics and Biology 49: 123–129.
Luo H, Hallen-Adams HE, Walton JD (2009) Processing of the phalloidin proprotein by prolyl oligopeptidase from the mushroom Conocybe albipes. Journal of Biological Chemistry 284: 18070–18077.
Luo H, Hong SY, Sgambelluri RM, Angelos E, Li X, et al. (2014) Peptide macrocyclization catalyzed by a prolyl oligopeptidase involved in alpha-amanitin biosynthesis. Chemistry and Biology 21: 1610–1617.
Ma LJ, van der Does HC, Borkovich KA, Coleman JJ, Daboussi MJ, et al. (2010) Comparative genomics reveals mobile pathogenicity chromosomes in Fusarium. Nature 464: 367–373.
Marcet-Houben M, Gabaldon T (2016) Horizontal acquisition of toxic alkaloid synthesis in a clade of plant associated fungi. Fungal Genetics and Biology 86: 71–80.
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.
Matheny PB, Wang Z, Binder M, Curtis JM, Lim YW, et al. (2007) Contributions of rpb2 and tef1 to the phylogeny of mushrooms and allies (Basidiomycota, Fungi). Molecular Phylogenetics and Evolution 43: 430–451.
Momeni N, Nordstrom BM, Horstmann V, Avarseji H, Sivberg BV (2005) Alterations of prolyl endopeptidase activity in the plasma of children with autistic spectrum disorders. BMC Psychiatry 5: 27.
Moreno-Baylach MJ, Felipo V, Mannisto PT, Garcia-Horsman JA (2008) Expression and traffic of cellular prolyl oligopeptidase are regulated during cerebellar granule cell differentiation, maturation, and aging. Neuroscience 156: 580–585.
Mottram AR, Lazio MP, Bryant SM (2010) Lepiota subincarnata J.E. Lange induced fulminant hepatic failure presenting with pancreatitis. Journal of Medical Toxicology 6: 155–157.
Myers EW, Sutton GG, Delcher AL, Dew IM, Fasulo DP, et al. (2000) A whole-genome assembly of Drosophila. Science 287: 2196–2204.
Nylander JA (2004) MrModeltest v. 2.2. Uppsala: Evolutionary Biology Centre, Uppsala University.
Ohtsuki S, Homma K, Kurata S, Komano H, Natori S (1994) A prolyl endopeptidase of Sarcophaga peregrina (flesh fly): its purification and suggestion for its participation in the differentiation of the imaginal discs. Journal of Biochemistry 115: 449–453.
Polgar L (2002) The prolyl oligopeptidase family. Cellular and Molecular Life Sciences 59: 349–362.
Pulman JA, Childs KL, Sgambelluri RM, Walton JD (2016) Expansion and diversification of the MSDIN family of cyclic peptide genes in the poisonous agarics Amanita phalloides and A. bisporigera. BMC Genomics 17: 1038.
Ragan MA (2001) On surrogate methods for detecting lateral gene transfer. FEMS Microbiology Letters 201: 187–191.
Ragan MA, Harlow TJ, Beiko RG (2006) Do different surrogate methods detect lateral genetic transfer events of different relative ages? Trends in Microbiology 14: 4–8.
Reynolds HT, Slot JC, Divon HH, Lysoe E, Proctor RH, et al. (2017) Differential retention of gene functions in a secondary metabolite cluster. Molecular Biology and Evolution 34: 2002–2015.
Riley R, Salamov AA, Brown DW, Nagy LG, Floudas D, et al. (2014) Extensive sampling of basidiomycete genomes demonstrates inadequacy of the white-rot/brown-rot paradigm for wood decay fungi. Proceedings of the National Academy of Sciences, USA 111: 9923–9928.
Ronquist F, Huelsenbeck JP (2003) MrBayes 3: Bayesian phylogenetic inference under mixed models. Bioinformatics 19: 1572–1574.
Sakaguchi M, Matsuda T, Matsumura E, Yoshimoto T, Takaoka M (2011) Prolyl oligopeptidase participates in cell cycle progression in a human neuroblastoma cell line. Biochemical and Biophysical Research Communications 409: 693–698.
Sgambelluri RM, Epis S, Sassera D, Luo H, Angelos ER, et al. (2014) Profiling of amatoxins and phallotoxins in the genus Lepiota by liquid chromatography combined with UV absorbance and mass spectrometry. Toxins 6: 2336–2347.
Shimodaira H, Hasegawa M (2001) CONSEL: for assessing the confidence of phylogenetic tree selection. Bioinformatics 17: 1246–1247.
Slot JC (2017) Fungal gene cluster diversity and evolution. Advances in Genetics 100: 141–178.
Stamatakis A (2006) RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models. Bioinformatics 22: 2688–2690.
Venalainen JI, Juvonen RO, Mannisto PT (2004) Evolutionary relationships of the prolyl oligopeptidase family enzymes. European Journal of Biochemistry 271: 2705–2715.
Williams RS, Eames M, Ryves WJ, Viggars J, Harwood AJ (1999) Loss of a prolyl oligopeptidase confers resistance to lithium by elevation of inositol (1,4,5) trisphosphate. EMBO Journal 18: 2734–2745.
Wisecaver JH, Rokas A (2015) Fungal metabolic gene clusterscaravans traveling across genomes and environments. Frontiers in Microbiology 6: 161.
Wisecaver JH, Slot JC, Rokas A (2014) The evolution of fungal metabolic pathways. PLoS Genetics 10: e1004816.
Yoshida K, Inaba K, Ohtake H, Morisawa M (1999) Purification and characterization of prolyl endopeptidase from the Pacific herring, Clupea pallasi, and its role in the activation of sperm motility. Development Growth and Differentiation 41: 217–225.
Yoshimoto T, Kado K, Matsubara F, Koriyama N, Kaneto H, et al. (1987) Specific inhibitors for prolyl endopeptidase and their antiamnesic effect. Journal of Pharmacobio-Dynamics 10: 730–735.
Yang Z (2007) PAML 4: phylogenetic analysis by maximum likelihood. Molecular Biology and Evolution 24: 1586–1591.
This research was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (Grant no. XDB31000000), Natural Science Foundation of China (Grant no. 31772377), Scientific Research Foundation of the Education Department of Human Resources and Social Security of Yunnan Province, China, and Scientific Research Foundation of Kunming Institute of Botany, Chinese Academy of Sciences. We are very grateful to Jonathan D. Walton for his very kind help with the Lepiota POPB sequences, and his long-term support.