Abstract
Nucleotide-diphospho-sugars (NDP-sugars) are the building blocks of diverse polysaccharides and glycoconjugates in all organisms. In plants, 11 families of NDP-sugar interconversion enzymes (NSEs) have been identified, each of which interconverts one NDP-sugar to another. While the functions of these enzyme families have been characterized in various plants, very little is known about their evolution and origin. Our phylogenetic analyses indicate that all the 11 plant NSE families are distantly related and most of them originated from different progenitor genes, which have already diverged in ancient prokaryotes. For instance, all NSE families are found in the lower land plant mosses and most of them are also found in aquatic algae, implicating that they have already evolved to be capable of synthesizing all the 11 different NDP-sugars. Particularly interesting is that the evolution of RHM (UDP-L-rhamnose synthase) manifests the fusion of genes of three enzymatic activities in early eukaryotes in a rather intriguing manner. The plant NRS/ER (nucleotide-rhamnose synthase/epimerase-reductase), on the other hand, evolved much later from the ancient plant RHMs through losing the N-terminal domain. Based on these findings, an evolutionary model is proposed to explain the origin and evolution of different NSE families. For instance, the UGlcAE (UDP-D-glucuronic acid 4-epimerase) family is suggested to have evolved from some chlamydial bacteria. Our data also show considerably higher sequence diversity among NSE-like genes in modern prokaryotes, consistent with the higher sugar diversity found in prokaryotes. All the NSE families are widely found in plants and algae containing carbohydrate-rich cell walls, while sporadically found in animals, fungi and other eukaryotes, which do not have or have cell walls with distinct compositions. Results of this study were shown to be highly useful for identifying unknown genes for further experimental characterization to determine their functions in the synthesis of diverse glycosylated molecules.
Introduction
Nucleotide-diphospho-sugars (NDP-sugars) [1] are activated monosaccharide units that can be directly used by glycosyltransferases for synthesis of various glycoconjugates and polysaccharides. In plants there are at least 30 different NDP-sugars [1], [2], many of which have been implicated for their roles in the synthesis of different cell wall polysaccharides [2], [3], the major components of plant biomass, as depicted in Figure 1. Plant cell walls have recently received significant public attention due to their potential use as feedstocks for the next generation biofuel production [4] as part of the “green” effort to produce alternative energy.
NDP-sugars are mainly synthesized from fructose-6-phosphate, a product of photosynthesis. Among various NDP-sugars involved in the synthesis of plant polysaccharides, UDP-glucose and GDP-mannose can be produced from fructose-6-P, while other NDP-sugars are converted from either UDP-glucose or GDP-mannose through different epimerization, decarboxylation or dehydrogenation reactions [1], [2], [5], [6], [7]. Enzymes involved in these reactions are termed NDP-sugar interconversion enzymes (NSEs), as shown in Figure 1. In addition to the interconversion pathway, NDP-sugars can also be directly generated from free sugars through alternative pathways [5], [8], such as the salvage pathway [9], [10] to recycle free sugars released from cell wall degradation [2], or via other competing pathways [11], [12], which will not be described in this study. Recently, RGPs (Reversibly Glycosylated Proteins) were shown to interconvert UDP-L-arabinopyranose (UDP-Arap) and UDP-L-arabinofuranose (UDP-Araf) [13], implicating that more NSEs might be discovered in the near future.
All the NSEs shown in Figure 1 have been experimentally studied in either Arabidopsis or other plants [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27]. However, little is known about how the different plant enzyme families evolved and if they are evolutionarily related, considering that they catalyze a series of biochemical reactions that convert one type of very similar NDP-sugar to another. If they are related, there remain fundamental evolutionary questions to be answered: when did they diverge and where did they originate from?
We have computationally identified NSE homologs from different sources including four fully sequenced plant and algal genomes (Chlamydomonas reinhardtii [28] [unicellular Chlorophyta green alga belonging to Viridiplantae (green plant)], Physcomitrella patens ssp patens [29] [moss], Oryza sativa [30], [31] [monocot] and Arabidopsis thaliana [dicot] [32]), NCBI-nr database and assembled EST unique transcripts of PlantGDB [33]. The homology search revealed much higher sequence diversity for NSE homologs in prokaryotes than in plants, consistent with the fact that more monosaccharides are found in prokaryotes than other organisms [34]. Orthologs of all NSE families are explicitly found in eukaryotes with carbohydrate-rich cell walls such as plants and various algae. Our phylogenetic analyses indicate that plant NSEs belong to a very large and ancient gene superfamily. Ancestors of this superfamily have evolved and diverged in ancient prokaryotes to give rise to numerous gene families including NSEs before eukaryotes appeared; some of these gene families were then transferred into ancient eukaryotic cells through either vertical inheritance from direct ancestors or horizontal gene transfers from other ancient prokaryotes including endosymbiotic gene transfers.
Results
Thirty-six Arabidopsis genes were predicted to encode NSEs forming 11 enzyme families [6] (see Fig. 1 for details). These families fall into six classes according to their biochemical activities: 4-epimerases (UGlcAE [GAE], UGE and UXE; see Fig. 1 for the full names), 3,5-epimerases (GME), 3,5-epimerases-4-reductases (GER, RHM-C-terminal region and NRS/ER [UER]), 4,6-dehydratases (GMD and RHM-N-terminal region), decarboxylases (UAXS [AXS] and UXS) and 6-dehydrogenases (UGD). Thirty-two of the 36 Arabidopsis proteins contain the Pfam Epimerase domain (Pfam short description: NAD dependent epimerase/dehydratase family, accession number: PF01370, length: 286 aa) while the four UGD proteins do not. Unlike the other NSEs that contain only one domain, RHM proteins comprise of two distinct catalytic domains fused into one large polypeptide: the N-terminal domain with 4,6-dehydratase activity and the C-terminal domain with 3,5-epimerase-4-reductase activity [25], [27].
Plant NSE families have diverged anciently
Homology searches (E-value <0.01) found 257 Epimerase domain-bearing proteins from four sequenced plant and algal genomes, 22,547 from the NCBI-nr database and 488 from the assembled plant EST database PlantGDB. As shown in Figure 2 and Figure S1, the 257 plant Epimerase domains form three major clades in the phylogeny. Clade A contains 13 sub-clades consisting of 117 proteins among which 35 are from Arabidopsis. Thirty-two out of the 35 proteins are from ten NSE families: UXS, UAXS, UGlcAE, UGE, UXE, RHM-N-terminal, GME, GER, GMD and NRS/ER. The remaining three proteins are the UDP-sulfoquinovose synthase (SQD1 [35], AT4G33030), the chloroplast RNA binding protein (CRB, AT1G09340) and an uncharacterized protein (AT4G00560) annotated as “methionine adenosyltransferase regulatory beta subunit-related” by TAIR (The Arabidopsis Information Resource) [36], which is termed as the MAR family (sub-clade) in our analysis. Among them the SQD1 sub-clade is clustered with the UXE and UGE sub-clades, while the MAR and CRB seem to be just distantly related to the NSE families.
It is clear from the phylogeny (Fig. 2 and Figure S1) that all the 13 sub-clades in clade A have representative proteins from Arabidopsis, rice and P. patens, and ten of the 13 sub-clades also have representative proteins from the green algal C. reinhardtii. Further investigation of the EST homologs confirms that all the 13 sub-clades are present in gymnosperms as well. Separate searches found that NSEs except for GMD, GER, UAXS and UXE are also found in unicellular red algal Cyanidioschyzon merolae genome [37] and all except for UXE are also found in multi-cellular brown algal Ectocarpus siliculosus genome [38]. Hence plant NSE families must have diverged from each other at latest before the appearance of unicellular algae.
To further investigate the divergence point of the ancestors of the 13 sub-clades containing the ten plant NSE families, hidden Markov models (HMMs) were generated (see Methods for details) to represent the 13 sub-clades of clade A and the other two major clades B (45 sequences) and C (95 sequences), respectively. The 15 plant HMMs were then used to search against the 22,547 NCBI-nr Epimerase domain sequences in order to classify them into the 13 groups, each containing sequences more similar to the corresponding HMM than to the other HMMs. Table 1 shows that each HMM retrieves NCBI-nr proteins from various organisms including plants, animals, fungi, bacteria and archaea (see Tables S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14, S15 and S16 for the list of included proteins). This means that the 11 plant NSE families are closer to their non-plant homologs than to each other, hence suggesting that these families have split from each other very anciently before the earliest eukaryotes emerged. In addition, the presence or absence of homologs of the 11 NSE families shown in Table 1 also reflects the presence or absence of some particular sugars in certain organisms. For example, mammals do not have any close homolog of UAXS, consistent with the fact mammals do not contain apiose [34].
Table 1. Numbers of close NCBI-nr homologs of the respective plant NSE families.
Organisms | RHM-N | NRS/ER | UXS | UAXS | UGE | UXE | SQD1 | UGlcAE | GER | GME | GMD | MAR | CRB |
Viridiplantae | 36 | 49 | 111 | 26 | 86 | 51 | 23 | 86 | 28 | 53 | 38 | 21 | 24 |
Fungi | 33 | 9 | 12 | 1 | 105 | 12 | 0 | 1 | 3 | 2 | 3 | 36 | 1 |
Metazoa | 38 | 4 | 60 | 0 | 92 | 37 | 0 | 10 | 84 | 1 | 81 | 42 | 2 |
Other euk. | 21 | 8 | 17 | 0 | 35 | 1 | 3 | 13 | 20 | 5 | 22 | 6 | 8 |
Archaea | 77 | 0 | 125 | 0 | 17 | 16 | 20 | 21 | 6 | 2 | 28 | 56 | 0 |
Bacteria | 2989 | 4 | 1073 | 170 | 1930 | 902 | 126 | 923 | 573 | 43 | 766 | 1132 | 195 |
Plant NSE families have different prokaryotic progenitors
It has been well-documented that the earliest eukaryotic cell evolved from ancient prokaryotes [39], [40] and that most of the prokaryotic phyla are much more ancient than any eukaryotes [41], [42]. Hence we infer that if some eukaryotic genes are clustered together with prokaryotic genes of diverse organisms in a gene phylogeny, the later should in general be related to the origin of the former (except for a few very rare cases of recent gene transfers from bacteria to higher eukaryotes). Figure 3 shows that the plant UGlcAE family is clustered (supporting value = 100%) with two GenBank proteins, one (gi#: 46445713) from a chlamydial species Candidatus Protochlamydia amoebophila UWE25 and the other from a unicellular eukaryotic species Monosiga brevicollis MX1 (gi#: 167536220) (also see Figure S2, red fonts). Many modern chlamydial bacteria are symbionts of various eukaryotic hosts [43], and the ancient chlamydial bacteria may have contributed a significant number of genes to the ancient plant cell [44], [45]. It is thus not surprising that they may have also contributed to the origin of the plant UGlcAE family. To validate this finding it would be very interesting to experimentally examine if this modern chlamydial protein (gi#: 46445713) also carries the UGlcAE activity.
Similarly, we also examined the phylogenies of the other plant NSE families including UGD, which are given in Figures S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14 and S15. Information of proteins included in these phylogenies is available in Tables S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14, S15 and S16. Again the plant NSE proteins in each of these phylogenies are more similar to the prokaryotic proteins in the same phylogeny than to the other plant families. The closest prokaryotic species to the plant NSEs are identified in each phylogeny and listed in Table S1, to be the putative prokaryotic progenitors of the respective plant NSE family.
Phylogenies help pinpoint interesting proteins for experimental characterization
Phylogenies shown in Figures S2, S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14, S15 and data presented in Tables S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14, S15 and S16 are also very helpful in identifying uncharacterized proteins for further biochemical investigation. Functionally unknown proteins from non-plant organisms that are close to plant NSEs in the phylogenies may carry the similar biochemical activities. For instance, UXS enzymes have been characterized in fungi, plant and animal, but never in bacteria and archaea. We recently selected two bacterial proteins (gi#s: 262189116/16264188 and 262189118/16263977, red fonts in Figure S5) from Sinorhizobium meliloti and one protein (gi#: 88188828/88603366) from an archaeal species Methanospirillum hungatei (Bar-peled et al., unpublished data), close to plant UXS proteins in the phylogeny, and showed that they all carry the UXS activity [46]. We also characterized a bacterial protein (gi#: 293339156/152974263) from Ralstonia solanacearum, phylogenetically located between the plant UXSs and UAXSs, to be a bifunctional UDP-4-keto-pentose/UDP-xylose synthase [47].
Another example is from UGE and UXE-like proteins. In plants the UGE proteins form two separate sub-clades (Figure 2), one of which is promiscuous and possesses not only UGE but also UXE activities [48], and the other has a strict UGE activity. Interestingly, we found that one bacterial protein (gi#: 49182215/30265469, BAS5304, red fonts in Figure S13) close to plant UGEs in our phylogeny, was documented to have the similar promiscuity, which can not only convert UDP-Glc to UDP-Gal but also convert UDP-GlcNAc to UDP-GalNAc [49]. In addition, we selected a bacterial protein (gi#: 16264189, SmUXE) in the UGE-like gene list based on the phylogeny, and characterized it to have the UXE activity [46], providing the first evidence that bacteria also encode UXE activity.
These examples together demonstrate the power of phylogeny-based approach assisted with inspection of sequence alignments in helping experimental biologists to select gene targets and form testable hypothesis.
Phylogenetic analyses of plant RHM and NRS/ER proteins
As mentioned earlier, Arabidopsis RHM proteins have two domains [3], [25], [27]. The C-terminal domains do not match the Pfam Epimerase domain even using a rather relaxed cutoff, E-value <10. Nevertheless our self-built HMM based on plant NRS/ER Epimerase domains was able to detect the C-terminal domains of the RHM proteins because of the high sequence similarity between the NRS/ER proteins and the C-terminal domains of RHM. The phylogenies for the RHM N-terminal regions (Fig. 4A and Figure S3) and the C-terminal regions (Fig. 4B and Figure S4) include their homologs from the NCBI-nr database. Comparison between the two phylogenies indicates that the C-terminal domain has much fewer bacterial homologs than the N-terminal domain. Only four bacterial homologs were found for the C-terminal domain using the E-value cutoff <0.01, all from the Verrucomicrobia bacterial phylum. Interestingly Verrucomicrobia bacteria are closely related to Chlamydiae bacteria, which may have contributed many genes to ancient plants including the UGlcAE genes (see above). In contrast, hundreds of bacterial homologs were found for the N-terminal domain (collapsed as a blue triangle in Figure 4A). The possible reason for this discrepancy could be that the C-termini have diverged more substantially than the N-termini since the C-termini combined two different biochemical activities: 3,5-epimerase and 4-reductase.
Twenty-four proteins were found in both Figure 4A and 4B, indicating that they are bi-domain RHM proteins (red fonts in Fig. 4). Among them, 14 are from angiosperms, three from mosses, three from green algae and four from Nematoda. All the remaining sequences in the two phylogenies are single-domain proteins, carrying 4,6-dehydratase activity in Fig. 4A and 3,5-epimerase-4-reductase activity in Fig. 4B. In addition, a BLAST search using Arabidopsis RHM proteins as the query found ESTs of Pinus taeda and Picea glauca matched both domains, suggesting that the bi-domain RHMs are also present in gymnosperms. Hence the topology shown in Fig. 4B suggests that angiosperm NRS/ER proteins may be the result of an ancient duplication followed by losing the N-terminus of the duplicated RHM gene to become NRS/ER; otherwise the angiosperm NRS/ER proteins (blue fonts) should be clustered with other eukaryotic 3,5-epimerase-4-reductases in Fig. 4B. Although one green algal protein (gi #: 159473821) and one moss protein (gi#: 168059249) within the RHM clades are single-domain proteins (red fonts in Figure S4), it is very likely that these proteins either recently lost their N-termini or are mis-annotated.
Further comparison between the two phylogenies revealed that all other eukaryotic organisms in Fig. 4B (green and yellow green) are also found in Fig. 4A (also see Figure S3), indicating that they have both the 4,6-dehydratase and the 3,5-epimerase-4-reductase activities while as two separate genes, as opposed to what were found in plants and Nematoda. For example, the fungal pathogen Botryotinia fuckeliana B05.10 encode two separate proteins, one (gi#: 154311283, red fonts in Figure S4) having a high sequence identity and the similar enzymatic activity to that of the plant RHM N-terminal domains (Martinez, Smith, Bar-Peled , unpublished data) and the other (gi#: 154322248, red fonts in Figure S3) with highly similar sequence to plant RHM C-terminal regions and capable to form UDP-Rhamnose (Bar-peled et al., unpublished data).
Discussion
Evolution of plant RHM and NRS/ER proteins
The evolution of bi-domain RHM proteins and single-domain NRS/ER proteins presents a prominent example of gene fusions in early eukaryotes. The “RHM” equivalent activities for the formation of TDP-L-rhamnose are carried by three distinct genes: rmlB (4,6-dehydratase), rmlC (3,5-epimerase) and rmlD (4-reductase) genes in many prokaryotes (Figure 4C) [50], [51], [52]. It is thus tempting to speculate that prokaryotic rmlB gave rise to the N-terminal domains (4,6-dehydratase) of the eukaryotic RHM proteins, while rmlC and rmlD somehow evolved to become the C-terminal domains (3,5-epimerase-4-reductase).
Using the bacterial protein (red star in Figure 4A) closest to eukaryotic 4,6-dehydratases as a query, we searched against all fully sequenced prokaryotic genomes. For the top matched genes, we checked their synteny in their respective genomes, and found that in many bacterial genomes at least two of the three genes (4,6-dehydratase, 3,5-epimerase and 4-reductase) are clustered together within a region spanning seven genes (Tables S1 and S2). For example, in 70 out of 123 bacterial genomes, genes encoding 4,6-dehydratase and 3,5-epimerase are clustered together.
Based on the above observations, we proposed a model for the origin of plant RHMs and NRS/ERs (Fig. 4C). Specifically, the ancient eukaryotic cell acquired one DNA fragment (e.g. one bacterial operon) containing the three activities (carried by rmlB, C and D). In the donor prokaryotic organism, genes encoding the 3,5-epimerase and 4-reductase (rmlC and rmlD) activities may have already been “integrated” into one gene (3,5-epimerase-4-reductase). In the recipient eukaryotic cell, this gene was further fused with the neighboring 4,6-dehydratase gene into a larger gene encoding the ancient bi-functional RHM proteins, while the other genes in the fragment (e.g. rmlA: glucose-1-phosphate thymidylyltransferase) were lost or moved elsewhere in the chromosome.
It remains unknown how and when the earliest 3,5-epimerase-4-reductase gene emerged (dotted arrows in Fig. 4C). The fact that it has only four bacterial homologs across all the sequenced bacterial genomes suggests that the C-terminal domains of RHM have changed too much or all other prokaryotes bearing this gene are largely extinct. It is possible that the ancestral 3,5-epimerase-4-reductase has an earlier 3,5-epimerase ancestor or an earlier 4-reductase ancestor. This is supported by the fact that the GER proteins, which also possess the 3,5-epimerase-4-reductase activity, are phylogenetically closer to the 3,5-epimerase family GME (Fig. 2).
After the emergence of RHM genes in early eukaryotes, one of the two domains might have independently lost. For example, in early land plants (or more specifically in early angiosperms) the RHM gene was subject to one gene duplication; in one copy the N-terminal domain was lost, which eventually evolved to be the single-domain NRS/ER protein (Fig. 4B). Interestingly all other eukaryotes in Fig. 4B (except for Nematoda) encode both a 3,5-epimerase-4-reductase gene and a separate 4,6-dehydratase gene, possibly due to the loss of selection pressure that forced them to stay together. In contrast, all the remaining eukaryotes in Fig. 4A including some fungi and metazoa only encode 4,6-dehydratases, possibly because the C-terminal domains were lost. The simultaneous existence of bi-domain RHM proteins, single-domain 3,5-epimerase-4-reductases and single-domain 4,6-dehydratases in different eukaryotes implicates the very complex evolution of the RHM related proteins. Although the model presented in Fig. 4C is favored, which we confined to only plants, we do not rule out the alternative model, i.e. the ancient prokaryotic rmlB, rmlC and rmlD genes were independently introduced into early eukaryotes, and were independently fused into the bi-domain RHMs in ancient plants and Nematoda.
An evolutionary model for plant NSEs
The NSE proteins that contain the Pfam Epimerase domain were previously classified to be of the short chain dehydrogenase/reductase (SDR) superfamily [53] that is also represented by a Pfam HMM, called the adh_short domain (Pfam short description: short chain dehydrogenase, accession number: PF00106, length: 181 aa). Both Pfam families (Epimerase and adh_short) belong to the NADP_Rossmann clan [7] (CL0063, Pfam description: FAD/NAD(P)-binding Rossmann fold Superfamily), which contains a total of 148 Pfam families (http://pfam.janelia.org/clan/NADP_Rossmann). A Pfam clan is a higher-level classification of protein sequences, covering multiple Pfam families sharing a common but distant evolutionary origin, which explains why many Epimerase domain-bearing proteins also match other Pfam domains such as the adh_short domain. In this sense the NADP_Rossmann clan groups all the plant NSE families together, as plant UGD proteins also belong to the Pfam NADP_Rossmann clan [7]. Proteins of this clan all bind with NAD/NADP/FAD as cofactors using the conserved Rossmann-fold domain in the N-termini, while their C-terminal domains bind diverse substrates such as sugars, alcohols, steroids, aromatic compounds and xenobiotics.
Hence, the following evolutionary model is proposed to explain the origin and evolution of all plant NSEs starting from the most ancient ancestor of the NADP_Rossmann clan in the early prokaryotic world (Figure 5). During evolution this ancestor gave rise to the ancient Epimerase domain, which should have already contained the conserved ATP/NAD/NADP binding motif GxxGxxG in their N-terminal region, commonly found in many families of the NADP_Rossmann clan. This earliest domain then diverged into three major superfamilies/clades A, B and C (Fig. 2 and Figure S1), among which A was the latest common ancestor of the ten NSE families.
The divergence of this superfamily A ancestor further led to the specialization of distinct enzyme activities: 4-epimerase, decarboxylase, 3,5-epimerase and 4,6-dehydratase, although the order of the divergence remains unknown. The ancestors of these activities further gave rise to the earliest prokaryotic NDP-sugar biosynthetic enzymes. Consistent with this, we found that plant enzymes of similar activity are often evolutionarily closer (Fig. 2), e.g. UGE and UXE (4-epimerases), GME and GER (3,5-epimerases), UAXS and UXS (decarboxylases).
It is interesting to note that bacteria produce considerably more diverse mono-saccharides than mammals and plants to build their capsules and cell walls [34]. This higher sugar diversity in modern prokaryotes is consistent with our finding that bacterial NSE homologs have considerably higher sequence diversity than eukaryotic NSEs (Table 1 and Tables S3, S4, S5, S6, S7, S8, S9, S10, S11, S12, S13, S14, S15 and S16). Many of the bacteria-specific clades have not yet been characterized, which might be responsible for synthesizing the unusual sugars not found in plants and animals. We demonstrated in this paper that the phylogenies generated in this study helped us to have characterized a number of unknown bacterial NSEs [46], [47] (and Bar-peled et al., in preparation). Moreover, we are in the process of building a sequence database for NSE homologs identified in this study, which could be valuable for biochemists to select interesting bacterial/fungal target genes for further functional characterization.
Recent reviews [54], [55], [56], [57] suggested that the primary endosymbiotic gene transfers (EGTs) [58] and other endosymbiotic events have played significant roles in the origin of numerous enzymes involved in plant cell wall synthesis, e.g. glycosyltransferases [59], [60], [61] and CMP-Kdo [62]. It is possible that different progenitor genes of plant NSEs were also introduced into plant cells through these ancient endosymbioses or through other horizontal gene transfers that happened in the early eukaryotes or plants [52], [63], [64]. It is generally believed that for unicellular organisms horizontal gene transfers between cells through phagocytosis, virus infection, intimate association or other processes were very frequent [52]. However, it remains a mystery as to which NSEs entered the ancient plant genome after EGTs and which NSEs were individually acquired from other bacteria. Interestingly most NSEs have a clear ortholog in C. reinhardtii of the Chlorophyta green algae, which contains charophycean where all land plants have evolved. It is thus tempting to speculate that the ancient “plant-like” cells have integrated all NSEs at latest before unicellular green algae (Chlorophyta) appeared. Hence ancient cells earlier than aquatic algae might have already been able to synthesize most the 11 cell wall related NDP-sugars, although modern algae, e.g. C. reinhardtii and C. merolae, may have lost some of the NSE genes.
Recently the genome of the multi-cellular brown alga E. siliculosus was decoded and its carbohydrate metabolism was studied using phylogenetic approaches [65], [66]. Unlike green algae, E. siliculosus is not Viridiplantae (green plants) and it contains all NSE families except for UXE, further supporting their early divergence in the evolution. Since the cell wall components of E. siliculosus differ significantly than that of green plants, the NSE families in this organism must be involved in the synthesis of precursors for other carbohydrate polymers.
Conclusion
This study represents the first systematic phylogenomic analysis of plant NSE families. We presented evidence that 1) different plant NSE families are distantly related and their progenitor genes diverged in ancient prokaryotic world before eukaryotes evolved; 2) plant UGlcAE genes may have a Chlamydiae bacterial progenitor; 3) the bi-domain RHM genes are only found in plants and Nematoda, and any fungi and unicellular eukaryotic organisms that encode a 3,5-epimerase-4-reductase gene also have a separate 4,6-dehydratase gene while some other eukaryotes only encode the 4,6-dehydratase genes; and 4) the bi-domain RHM genes evolved through a gene fusion event happened in early eukaryotes while NRS/ER genes may have evolved later from RHM genes by losing the N-terminal domain. Based on these findings, we proposed an evolutionary model for the origin and evolution of NSE families in nature.
Materials and Methods
Data sources
Predicted open reading frames of four plant and algal genomes were downloaded from various places: Chlamydomonas reinhardtii v3.1 [28] from ftp://ftp.jgi-psf.org/pub/JGI_data/Chlamy/v3.1/, Physcomitrella patens ssp patens v1.1 [29] from ftp://ftp.jgi-psf.org/pub/JGI_data/Physcomitrella_patens/v1.1/, Oryza sativa v6.1 [30], [31] from ftp://ftp.plantbiology.msu.edu/pub/data/Eukaryotic_Projects/o_sativa/annotation_dbs/pseudomolecules/version_6.1/ and Arabidopsis thaliana v9.0 [32] from ftp://ftp.arabidopsis.org/Sequences/blast_datasets/TAIR9_blastsets/. The NCBI-nr database was downloaded from ftp://ftp.ncbi.nih.gov/blast/db/FASTA/ as of Dec. 09, 2009. Most proteins of the four plant and algal genomes are included by NCBI-nr database. Protein IDs from the genome release file are mapped to GenBank IDs by doing blastp search. For proteins that are not in NCBI-nr, blastn search is performed to find the best UniGene ID or EST ID (Fig. 2).
HMMER search
The hmmsearch command of the HMMER package [67] is used to search Pfam HMMs or self-built HMMs in ls mode (global with respect to query domain and local with respect to hit protein [67]) against protein databases. Unless otherwise indicated, an E-value cutoff <1e-2 is used to select significant protein homologs.
HMM building
To generate an HMM model, homologous sequences are collected and a multiple sequence alignment (MSA) is created by using the MAFFT v6.717 program [68]. The MSA is further processed by the hmmbuild and the hmmcalibrate commands in the HMMER package to develop an HMM model, which could be used for later homology searches.
Phylogenetic analyses
MSAs were performed using the MAFFT v6.717 program [68]. For Figures 2 and 3, PhyML v3.0 program [69] was used to perform phylogeny reconstruction with the following parameters: JTT model, 100 replicates of bootstrap analyses, estimated proportion of invariable sites, four rate categories, estimated gamma distribution parameter, and optimized starting BIONJ tree. For the other phylogenies, FastTree v2.1.1 program was used [70], which implements an ultra fast and accurate approximate maximum likelihood method. The accuracy of FastTree v2.1.1 phylogeny is considered to be slightly better than PhyML v3.0 [69] with NNI (minimum-evolution nearest-neighbor interchanges) moves, and is 100-1,000 times faster and requires much less computer memory [70]. FastTree analyses were conducted with default parameters; specifically, the amino acid substitution matrix is JTT, the number of rate categories of sites (CAT model) is 20, the local support values of each node are computed by resampling the site likelihoods 1,000 times and performing the Shimodaira Hasegawa test.
Supporting Information
Acknowledgments
We appreciate James Smith and Viviana Martinez for sharing unpublished work on the biosynthesis of UDP-Rhamnose in Fungi.
Footnotes
Competing Interests: The authors have declared that no competing interests exist.
Funding: This study is supported by the U.S. Department of Energy (grant # DE-PS02-06ER64304) and the National Science Foundation (DEB-0830024, IOS-0453664). The BioEnergy Science Center (BESC) is supported by the Office of Biological and Environmental Research in the DOE Office of Science. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Feingold DS. Loewus FA, Tanner W, editors. Aldo (and keto) hexoses and uronic acids. Plant Carbohydrates I: Springer-Verlag, Berlin, Heidelberg. 1982. pp. 3–76.
- 2.Mohnen D, Bar-Peled M, Somerville CR. Himmel ME, editor. CellWall Polysaccharide Synthesis. Biomass Recalcitrance: Deconstructing the Plant Cell Wall for Bioenergy: Blackwell Publishing. 2008. pp. 94–159.
- 3.Reiter WD. Biochemical genetics of nucleotide sugar interconversion reactions. Current Opinion in Plant Biology. 2008;11:236–243. doi: 10.1016/j.pbi.2008.03.009. [DOI] [PubMed] [Google Scholar]
- 4.Himmel ME, Ding SY, Johnson DK, Adney WS, Nimlos MR, et al. Biomass recalcitrance: Engineering plants and enzymes for biofuels production. Science. 2007;315:804–807. doi: 10.1126/science.1137016. [DOI] [PubMed] [Google Scholar]
- 5.Reiter WD, Vanzin GF. Molecular genetics of nucleotide sugar interconversion pathways in plants. Plant Molecular Biology. 2001;47:95–113. [PubMed] [Google Scholar]
- 6.Seifert GJ. Nucleotide sugar interconversions and cell wall biosynthesis: how to bring the inside to the outside. Current Opinion in Plant Biology. 2004;7:277–284. doi: 10.1016/j.pbi.2004.03.004. [DOI] [PubMed] [Google Scholar]
- 7.Bashton M, Chothia C. The geometry of domain combination in proteins. J Mol Biol. 2002;315:927–939. doi: 10.1006/jmbi.2001.5288. [DOI] [PubMed] [Google Scholar]
- 8.Bar-Peled M, O'Neill MA. Annu Rev Plant Biol; 2011. Plant Nucleotide Sugar Formation, Interconversion, and Salvage by Sugar Recycling. [DOI] [PubMed] [Google Scholar]
- 9.Yang T, Bar-Peled L, Gebhart L, Lee SG, Bar-Peled M. Identification of galacturonic acid-1-phosphate kinase, a new member of the GHMP kinase superfamily in plants, and comparison with galactose-1-phosphate kinase. J Biol Chem. 2009;284:21526–21535. doi: 10.1074/jbc.M109.014761. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Kotake T, Hojo S, Yamaguchi D, Aohara T, Konishi T, et al. Properties and physiological functions of UDP-sugar pyrophosphorylase in Arabidopsis. Biosci Biotechnol Biochem. 2007;71:761–771. doi: 10.1271/bbb.60605. [DOI] [PubMed] [Google Scholar]
- 11.Sharples SC, Fry SC. Radioisotope ratios discriminate between competing pathways of cell wall polysaccharide and RNA biosynthesis in living plant cells. Plant J. 2007;52:252–262. doi: 10.1111/j.1365-313X.2007.03225.x. [DOI] [PubMed] [Google Scholar]
- 12.Seitz B, Klos C, Wurm M, Tenhaken R. Matrix polysaccharide precursors in Arabidopsis cell walls are synthesized by alternate pathways with organ-specific expression patterns. Plant J. 2000;21:537–546. doi: 10.1046/j.1365-313x.2000.00696.x. [DOI] [PubMed] [Google Scholar]
- 13.Rautengarten C, Ebert B, Herter T, Petzold CJ, Ishii T, et al. The Interconversion of UDP-Arabinopyranose and UDP-Arabinofuranose Is Indispensable for Plant Development in Arabidopsis. Plant Cell. 2011;23:1373–1390. doi: 10.1105/tpc.111.083931. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Bonin CP, Potter I, Vanzin GF, Reiter WD. The MUR1 gene of Arabidopsis thaliana encodes an isoform of GDP-D-mannose-4,6-dehydratase, catalyzing the first step in the de novo synthesis of GDP-L-fucose. Proceedings of the National Academy of Sciences of the United States of America. 1997;94:2085–2090. doi: 10.1073/pnas.94.5.2085. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Bonin CP, Reiter WD. A bifunctional epimerase-reductase acts downstream of the MUR1 gene product and completes the de novo synthesis of GDP-L-fucose in Arabidopsis. Plant Journal. 2000;21:445–454. doi: 10.1046/j.1365-313x.2000.00698.x. [DOI] [PubMed] [Google Scholar]
- 16.Wolucka BA, Van Montagu M. GDP-mannose 3 ',5 '-epimerase forms GDP-L-gulose, a putative intermediate for the de novo biosynthesis of vitamin C in plants. Journal of Biological Chemistry. 2003;278:47483–47490. doi: 10.1074/jbc.M309135200. [DOI] [PubMed] [Google Scholar]
- 17.Usadel B, Kuschinsky AM, Rosso MG, Eckermann N, Pauly M. RHM2 is involved in mucilage pectin synthesis and is required for the development of the seed coat in Arabidopsis. Plant Physiology. 2004;134:286–295. doi: 10.1104/pp.103.034314. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Western TL, Young DS, Dean GH, Tan WL, Samuels AL, et al. MUCILAGE-MODIFIED4 encodes a putative pectin biosynthetic enzyme developmentally regulated by APETALA2, TRANSPARENT TESTA GLABRA1, and GLABRA2 in the Arabidopsis seed coat. Plant Physiology. 2004;134:296–306. doi: 10.1104/pp.103.035519. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Tenhaken R, Thulke O. Cloning of an enzyme that synthesizes a key nucleotide-sugar precursor of hemicellulose biosynthesis from soybean: UDP-glucose dehydrogenase. Plant Physiology. 1996;112:1127–1134. doi: 10.1104/pp.112.3.1127. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Harper AD, Bar-Peled M. Biosynthesis of UDP-xylose. Cloning and characterization of a novel Arabidopsis gene family, UXS, encoding soluble and putative membrane-bound UDP-glucuronic acid decarboxylase isoforms. Plant Physiology. 2002;130:2188–2198. doi: 10.1104/pp.009654. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Molhoj M, Verma R, Reiter WD. The biosynthesis of the branched-chain sugar D-apiose in plants: functional cloning and characterization of a UDP-D-apiose/UDP-D-xylose synthase from Arabidopsis. Plant Journal. 2003;35:693–703. doi: 10.1046/j.1365-313x.2003.01841.x. [DOI] [PubMed] [Google Scholar]
- 22.Seifert GJ, Barber C, Wells B, Dolan L, Roberts K. Galactose biosynthesis in Arabidopsis: Genetic evidence for substrate channeling from UDP-D-galactose into cell wall polymers. Current Biology. 2002;12:1840–1845. doi: 10.1016/s0960-9822(02)01260-5. [DOI] [PubMed] [Google Scholar]
- 23.Burget EG, Verma R, Molhoj M, Reiter WD. The biosynthesis of L-arabinose in plants: Molecular cloning and characterization of a Golgi-localized UDP-D-xylose 4-epimerase encoded by the MUR4 gene of Arabidopsis. Plant Cell. 2003;15:523–531. doi: 10.1105/tpc.008425. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Gu XG, Bar-Peled M. The biosynthesis of UDP-galacturonic acid in plants. Functional cloning and characterization of Arabidopsis UDP-D-glucuronic acid 4-epimerase. Plant Physiology. 2004;136:4256–4264. doi: 10.1104/pp.104.052365. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Watt G, Leoff C, Harper AD, Bar-Peled M. A bifunctional 3,5-epimerase/4-keto reductase for nucleotide-rhamnose synthesis in Arabidopsis. Plant Physiology. 2004;134:1337–1346. doi: 10.1104/pp.103.037192. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Guyett P, Glushka J, Gu X, Bar-Peled M. Real-time NMR monitoring of intermediates and labile products of the bifunctional enzyme UDP-apiose/UDP-xylose synthase. Carbohydr Res. 2009;344:1072–1078. doi: 10.1016/j.carres.2009.03.026. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Oka T, Nemoto T, Jigami Y. Functional analysis of Arabidopsis thaliana RHM2/MUM4, a multidomain protein involved in UDP-D-glucose to UDP-L-rhamnose conversion. J Biol Chem. 2007;282:5389–5403. doi: 10.1074/jbc.M610196200. [DOI] [PubMed] [Google Scholar]
- 28.Merchant SS, Prochnik SE, Vallon O, Harris EH, Karpowicz SJ, et al. The Chlamydomonas genome reveals the evolution of key animal and plant functions. Science. 2007;318:245–250. doi: 10.1126/science.1143609. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Rensing SA, Lang D, Zimmer AD, Terry A, Salamov A, et al. The Physcomitrella genome reveals evolutionary insights into the conquest of land by plants. Science. 2008;319:64–69. doi: 10.1126/science.1150646. [DOI] [PubMed] [Google Scholar]
- 30.Goff SA, Ricke D, Lan TH, Presting G, Wang R, et al. A draft sequence of the rice genome (Oryza sativa L. ssp. japonica). Science. 2002;296:92–100. doi: 10.1126/science.1068275. [DOI] [PubMed] [Google Scholar]
- 31.Yu J, Hu S, Wang J, Wong GK, Li S, et al. A draft sequence of the rice genome (Oryza sativa L. ssp. indica). Science. 2002;296:79–92. doi: 10.1126/science.1068037. [DOI] [PubMed] [Google Scholar]
- 32.ArabidopsisGenomeInitiative Analysis of the genome sequence of the flowering plant Arabidopsis thaliana. Nature. 2000;408:796–815. doi: 10.1038/35048692. [DOI] [PubMed] [Google Scholar]
- 33.Dong QF, Lawrence CJ, Schlueter SD, Wilkerson MD, Kurtz S, et al. Comparative plant genomics resources at PlantGDB. Plant Physiology. 2005;139:610–618. doi: 10.1104/pp.104.059212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Herget S, Toukach PV, Ranzinger R, Hull WE, Knirel YA, et al. Statistical analysis of the Bacterial Carbohydrate Structure Data Base (BCSDB): characteristics and diversity of bacterial carbohydrates in comparison with mammalian glycans. BMC Struct Biol. 2008;8:35. doi: 10.1186/1472-6807-8-35. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Essigmann B, Guler S, Narang RA, Linke D, Benning C. Phosphate availability affects the thylakoid lipid composition and the expression of SQD1, a gene required for sulfolipid biosynthesis in Arabidopsis thaliana. Proc Natl Acad Sci U S A. 1998;95:1950–1955. doi: 10.1073/pnas.95.4.1950. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Swarbreck D, Wilks C, Lamesch P, Berardini TZ, Garcia-Hernandez M, et al. The Arabidopsis Information Resource (TAIR): gene structure and function annotation. Nucleic Acids Res. 2008;36:D1009–1014. doi: 10.1093/nar/gkm965. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Matsuzaki M, Misumi O, Shin IT, Maruyama S, Takahara M, et al. Genome sequence of the ultrasmall unicellular red alga Cyanidioschyzon merolae 10D. Nature. 2004;428:653–657. doi: 10.1038/nature02398. [DOI] [PubMed] [Google Scholar]
- 38.Cock JM, Sterck L, Rouze P, Scornet D, Allen AE, et al. The Ectocarpus genome and the independent evolution of multicellularity in brown algae. Nature. 2010;465:617–621. doi: 10.1038/nature09016. [DOI] [PubMed] [Google Scholar]
- 39.Alberts B, Johnson A, Lewis J, Raff M, Roberts K, et al. Molecular Biology of the Cell; 2007. Genetic Information in Eucaryotes. pp. 26–30. [Google Scholar]
- 40.de Duve C. The origin of eukaryotes: a reappraisal. Nat Rev Genet. 2007;8:395–403. doi: 10.1038/nrg2071. [DOI] [PubMed] [Google Scholar]
- 41.Cavalier-Smith T. Cell evolution and Earth history: stasis and revolution. Philosophical Transactions of the Royal Society B-Biological Sciences. 2006;361:969–1006. doi: 10.1098/rstb.2006.1842. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Battistuzzi FU, Feijao A, Hedges SB. A genomic timescale of prokaryote evolution: insights into the origin of methanogenesis, phototrophy, and the colonization of land. BMC Evol Biol. 2004;4:44. doi: 10.1186/1471-2148-4-44. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Horn M. Chlamydiae as symbionts in eukaryotes. Annu Rev Microbiol. 2008;62:113–131. doi: 10.1146/annurev.micro.62.081307.162818. [DOI] [PubMed] [Google Scholar]
- 44.Huang J, Gogarten JP. Did an ancient chlamydial endosymbiosis facilitate the establishment of primary plastids? Genome Biol. 2007;8:R99. doi: 10.1186/gb-2007-8-6-r99. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Huang J, Gogarten JP. Concerted gene recruitment in early plant evolution. Genome Biol. 2008;9:R109. doi: 10.1186/gb-2008-9-7-r109. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Gu X, Lee SG, Bar-Peled M. Biosynthesis of UDP-xylose and UDP-arabinose in Sinorhizobium meliloti 1021: first characterization of a bacterial UDP-xylose synthase, and UDP-xylose 4-epimerase. Microbiology. 2010;157:260–269. doi: 10.1099/mic.0.040758-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Gu X, Glushka J, Yin Y, Xu Y, Denny T, et al. Identification of a bifunctional UDP-4-keto-pentose/UDP-xylose synthase in the plant pathogenic bacterium Ralstonia solanacearum strain GMI1000, a distinct member of the 4,6-dehydratase and decarboxylase family. J Biol Chem. 2010;285:9030–9040. doi: 10.1074/jbc.M109.066803. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Kotake T, Takata R, Verma R, Takaba M, Yamaguchi D, et al. Bifunctional cytosolic UDP-glucose 4-epimerases catalyse the interconversion between UDP-D-xylose and UDP-L-arabinose in plants. Biochem J. 2009;424:169–177. doi: 10.1042/BJ20091025. [DOI] [PubMed] [Google Scholar]
- 49.Dong S, Chesnokova ON, Turnbough CL, Jr, Pritchard DG. Identification of the UDP-N-acetylglucosamine 4-epimerase involved in exosporium protein glycosylation in Bacillus anthracis. J Bacteriol. 2009;191:7094–7101. doi: 10.1128/JB.01050-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Selosse M, Albert B, Godelle B. Reducing the genome size of organelles favours gene transfer to the nucleus. Trends Ecol Evol. 2001;16:135–141. doi: 10.1016/s0169-5347(00)02084-x. [DOI] [PubMed] [Google Scholar]
- 51.Li Q, Hobbs M, Reeves PR. The variation of dTDP-L-rhamnose pathway genes in Vibrio cholerae. Microbiology. 2003;149:2463–2474. doi: 10.1099/mic.0.26382-0. [DOI] [PubMed] [Google Scholar]
- 52.Keeling PJ, Palmer JD. Horizontal gene transfer in eukaryotic evolution. Nat Rev Genet. 2008;9:605–618. doi: 10.1038/nrg2386. [DOI] [PubMed] [Google Scholar]
- 53.Kallberg Y, Oppermann U, Persson B. Classification of the short-chain dehydrogenase/reductase superfamily using hidden Markov models. FEBS J. 2010;277:2375–2386. doi: 10.1111/j.1742-4658.2010.07656.x. [DOI] [PubMed] [Google Scholar]
- 54.Popper ZA, Tuohy MG. Beyond the green: understanding the evolutionary puzzle of plant and algal cell walls. Plant Physiol. 2010;153:373–383. doi: 10.1104/pp.110.158055. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Niklas KJ. The cell walls that bind the tree of life. Bioscience. 2004;54:831–841. [Google Scholar]
- 56.Sorensen I, Domozych D, Willats WG. How have plant cell walls evolved? Plant Physiol. 2010;153:366–372. doi: 10.1104/pp.110.154427. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Popper Z, Michel G, Herve C, Domozych DS, Willats WG, et al. Evolution and Diversity of Plant Cell Walls: From Algae to Flowering Plants. Annu Rev Plant Biol. 2011;62:567–590. doi: 10.1146/annurev-arplant-042110-103809. [DOI] [PubMed] [Google Scholar]
- 58.Timmis JN, Ayliffe MA, Huang CY, Martin W. Endosymbiotic gene transfer: Organelle genomes forge eukaryotic chromosomes. Nature Reviews Genetics. 2004;5:123-U116. doi: 10.1038/nrg1271. [DOI] [PubMed] [Google Scholar]
- 59.Nobles DR, Romanovicz DK, Brown RM., Jr Cellulose in cyanobacteria. Origin of vascular plant cellulose synthase? Plant Physiol. 2001;127:529–542. [PMC free article] [PubMed] [Google Scholar]
- 60.Yin Y, Chen H, Hahn MG, Mohnen D, Xu Y. Evolution and function of the plant cell wall synthesis-related glycosyltransferase family 8. Plant Physiol. 2010;153:1729–1746. doi: 10.1104/pp.110.154229. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Yin Y, Huang J, Xu Y. The cellulose synthase superfamily in fully sequenced plants and algae. BMC Plant Biol. 2009;9:99. doi: 10.1186/1471-2229-9-99. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Royo J, Gimez E, Hueros G. CMP-KDO synthetase: a plant gene borrowed from gram-negative eubacteria. Trends Genet. 2000;16:432–433. doi: 10.1016/s0168-9525(00)02102-8. [DOI] [PubMed] [Google Scholar]
- 63.Brown JR. Ancient horizontal gene transfer. Nat Rev Genet. 2003;4:121–132. doi: 10.1038/nrg1000. [DOI] [PubMed] [Google Scholar]
- 64.Martin W, Herrmann RG. Gene transfer from organelles to the nucleus: how much, what happens, and Why? Plant Physiol. 1998;118:9–17. doi: 10.1104/pp.118.1.9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Michel G, Tonon T, Scornet D, Cock JM, Kloareg B. Central and storage carbon metabolism of the brown alga Ectocarpus siliculosus: insights into the origin and evolution of storage carbohydrates in Eukaryotes. New Phytol. 2010;188:67–81. doi: 10.1111/j.1469-8137.2010.03345.x. [DOI] [PubMed] [Google Scholar]
- 66.Michel G, Tonon T, Scornet D, Cock JM, Kloareg B. The cell wall polysaccharide metabolism of the brown alga Ectocarpus siliculosus. Insights into the evolution of extracellular matrix polysaccharides in Eukaryotes. New Phytol. 2010;188:82–97. doi: 10.1111/j.1469-8137.2010.03374.x. [DOI] [PubMed] [Google Scholar]
- 67.Eddy SR. Profile hidden Markov models. Bioinformatics. 1998;14:755–763. doi: 10.1093/bioinformatics/14.9.755. [DOI] [PubMed] [Google Scholar]
- 68.Katoh K, Kuma K, Toh H, Miyata T. MAFFT version 5: improvement in accuracy of multiple sequence alignment. Nucleic Acids Res. 2005;33:511–518. doi: 10.1093/nar/gki198. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Guindon S, Gascuel O. A simple, fast, and accurate algorithm to estimate large phylogenies by maximum likelihood. Syst Biol. 2003;52:696–704. doi: 10.1080/10635150390235520. [DOI] [PubMed] [Google Scholar]
- 70.Price MN, Dehal PS, Arkin AP. FastTree 2 - Approximately Maximum-Likelihood Trees for Large Alignments. PLoS One. 2010;5:e9490. doi: 10.1371/journal.pone.0009490. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.