- Research article
- Open Access
Evolutionary relationships of Fusobacterium nucleatum based on phylogenetic analysis and comparative genomics
© Mira et al; licensee BioMed Central Ltd. 2004
- Received: 18 August 2004
- Accepted: 26 November 2004
- Published: 26 November 2004
The phylogenetic position and evolutionary relationships of Fusobacteria remain uncertain. Especially intriguing is their relatedness to low G+C Gram positive bacteria (Firmicutes) by ribosomal molecular phylogenies, but their possession of a typical gram negative outer membrane. Taking advantage of the recent completion of the Fusobacterium nucleatum genome sequence we have examined the evolutionary relationships of Fusobacterium genes by phylogenetic analysis and comparative genomics tools.
The data indicate that Fusobacterium has a core genome of a very different nature to other bacterial lineages, and branches out at the base of Firmicutes. However, depending on the method used, 35–56% of Fusobacterium genes appear to have a xenologous origin from bacteroidetes, proteobacteria, spirochaetes and the Firmicutes themselves. A high number of hypothetical ORFs with unusual codon usage and short lengths were found and hypothesized to be remnants of transferred genes that were discarded. Some proteins and operons are also hypothesized to be of mixed ancestry. A large portion of the Gram-negative cell wall-related genes seems to have been transferred from proteobacteria.
Many instances of similarity to other inhabitants of the dental plaque that have been sequenced were found. This suggests that the close physical contact found in this environment might facilitate horizontal gene transfer, supporting the idea of niche-specific gene pools. We hypothesize that at a point in time, probably associated to the rise of mammals, a strong selective pressure might have existed for a cell with a Clostridia-like metabolic apparatus but with the adhesive and immune camouflage features of Proteobacteria.
- Codon Usage
- Horizontal Gene Transfer
- Gene Order
- Dental Plaque
- Horizontal Gene Transfer Event
The genus Fusobacterium, together with some close relatives such as Leptotrichia, forms an ecologically and physiologically coherent group . They seem to be inhabitants of the mammal gastrointestinal tract probably specialized in the oral cavity. Specifically, they are components of the dental plaque, a highly complex habitat that has received considerable attention in recent years due to its involvement in dental pathology . They are all fermentative anaerobes that use mostly peptides as their energy source (see, for example, ). The species Fusobacterium nucleatum has received particular attention being a key component of the human dental plaque that also has considerable pathogenic potential. In fact after Bacteroides, Fusobacterium is responsible for most human anaerobic infections, producing abscesses at different locations and aspiration pneumonia among other serious conditions [4, 5].
Phylogenetically speaking the fusobacteria have become somewhat of a puzzle . Originally classified with Bacteroides and other Gram negative anaerobes, their association became conflicting when, after the extensive gene sequencing carried out by the mid 80's, it became clear that Bacteroides showed a clear relationship to other aerobic Gram negatives such as Flavobacterium or Cytophaga [7–9] while on the grounds of the 16S rRNA sequence Fusobacterium appeared as a separate cluster only distantly associated to the low G+C Gram positives [10, 11]. However, this association is methodology sensitive, and different algorithms or genes associate them with other groups such as the Proteobacteria, the Cyanobacteria, the Thermotogales, or within the Firmicutes (see for example [12–14]).
The publication of the Fusobacterium nucleatum genome  did not solve the problem since although most BLAST top-hits appeared as Clostridium species (low G+C Gram positives) genomic analysis showed also a strong proximity to Proteobacteria. Based on the ERGO chromosomal clustering tool, F. nucleatum had more "clusters" of genes with the same gene order in common with Escherichia coli than with Enterococcus or Staphylococcus, although less than with Clostridium or Bacillus . As expected, most elements typical of a Gram negative cell wall were found in the genome including porins, outer membrane transport systems, lipid A synthesis pathways and LPS core compounds. It may be argued that the Gram negative cell wall is the ancestral situation and the Gram positives have lost the outer membrane. However, this scenario requires a remarkable stability in the components of the fusobacterial cell wall to remain so similar to other distant bacterial phyla . On the other hand, there is the possibility that large portions of the fusobacterial genome could be the result of horizontal gene transfer (HGT). The oral cavity environment where F. nucleatum thrives is an ecosystem with a large bacterial biodiversity. In a recent survey using 16S rDNA sequences from sub gingival plaque samples, 347 species or phylogroups were identified, and the best estimate of the total species diversity in the oral cavity is approximately 500 species . These 347 species belonged to 9 different bacterial taxa and F. nucleatum interacts with a great deal of them, because it plays a crucial "bridge" role between early and late colonizers of the tooth surface  and forms carbohydrate-mediated coaggregations with other species [18–21]. Because of the many species with which F. nucleatum interacts and aggregates (including spirochaetes, proteobacteria, bacteroidetes, firmicutes, and even fungi) there is a great potential for HGT.
We have reanalysed the fully sequenced genome of F. nucleatum, using a variety of bioinformatics tools, in an attempt to clarify the phylogenetic position of the Fusobacteria and the relative contributions of vertical descent and horizontal transfer in shaping the genome of this highly specialized organism. In addition, our study aims at providing material for further discussions on evolution of the gram-negative cell wall, and on the evolution of bacterial communities in micro-environments.
Phylogenetic position of core fusobacterial genes
The observed GC-skew could also arise from chromosomal inversions (see, for example, the genome of Yersinia pestis -). However, F. nucleatum should have undergone massive events of genomic scrambling to account for the effect, including numerous non-symmetric inversions around the replication origin and terminus, which are rarely observed [30, 31] and are assumed to be detrimental . Moreover, homologous genes present in the long DNA fragments sequenced in the close relative F. nucleatum subsp vincentii  show an almost perfect sinteny: In all 6 sequenced segments larger than 30 kb in vincentii, gene order was conserved without a single chromosomal inversion (data not shown). Although other related genomes are not available for comparison and the potential inversions could have happened prior to the split of both subspecies, the suggestion is that the oscillating GC-skew plot is not due to multiple inversions. Finally, the GC-skew plot of F. nucleatum could be partly due to multiple replication origins constantly shifting the values, but this situation has not been observed in any bacterial species.
Genome sequence similarity analysis
General function of F. nucleatum genes, divided by group of best BLAST hit1.
Low GC Gram pos
α, β, γ Proteo
δ, ε Proteo
Cofactors and carriers biosynth.
Central intermed. metab.
It is interesting to note that there are 40 transposase ORFs in the F. nucleatum genome and 73 assignments of possible IS elements . Thirty-four of the transposase sequences are at the flanks of putative transferred genes, whereas 6 were between core genes (Figure 3). There are also two integrase genes, both at the edge of putative HGTs. In addition, Kapatral and collaborators  described that active and remnant IS-elements are flanking many genes with high similarity to proteobacteria. Among these there are outer membrane proteins, hemolysin precursors and activators, pyrophosphate synthesis genes and others. Another possibility for the insertion of xenologous sequences would be through the action of bacteriophages. In F. nucleatum, 31 genes were found to have homologs in phage regions of other bacteria (Figure 3) and 13 on plasmids. Small cryptic plasmids containing mobile elements are frequently found in F. nucleatum strains . In addition, six phage contigs encoding 110 ORFs have been identified in its sister subspecies vincentii. In this bacterium, the phage genes have homology to Gram positive and Gram negative phages, with an average GC content of 28% and a similar codon usage to the chromosome . Thus, it is possible that an old phage infection is partly responsible for the mosaic genome of F. nucleatum. For example, a region with 6 ORFs presents homology to the proteobacterial bacteriophage P2, a phage that has been shown to be responsible for HGT episodes in some E. coli strains .
Clusters of 4 or more consecutive genes with a best match outside the Firmicutes5.
Transposase + 4 hypothetical proteins of similar sequence
Flanked by 3 short orphans4 One of proteins is a short ORF
FN1511 to FN1515
KDO (LPS core synthesis) + endonuclease and DNA pol III
Includes a short orphan
FN1561 to FN1576
Peptide ABC transporter
It includes two long (>1500 bp) hypothetical proteins
FN1650 to FN1656
sysnthesis of LPS (O chain) + phosphatidylcholine synthesis
Split by a hypothetical protein and 3 short ORFs
FN1661 to FN1668
carbohydrate trasnport-pot operon (periplasmic binding prot dependent transport)
Split by long spacer
FN1792 to FN1800
periplasmic binding protein dependent cation (Mn2+, Zn2+) transport
posibly Co2+ Flanked by transposase and archaeal best-match ORF
FN1807 to FN1814
DNA pol III gamma and tau subunits and TonB OM export system
Flanked by hypothetical orphans
FN1830 to FN1834
Periplasmic amilase and ribose ABC trasnporter
Short orphan in the middle
FN1893 to FN1897
LPS synthesis and/or decoration and outer membarne stabilization
Flanked by 3528 bp hypothet. protein with eukaryotic best-match followed by long spacer
FN1908 to FN1911
Includes 2 short ORFs (possible HIPA pseudogenes)
FN1997 to FN2003
Bordetella bronchiseptica Yersinia pestis
Slow porin homologous to OmpA (Bacteroides) or Opr (Pseudomonas)
Split by a long spacer with some homology to membrane proteins. Includes 2 short ORF
FN2056 to FN2062
Hypothetical exported 24-amino acid repeat protein
Includes 4 short ORFs (one of them with homology to subunit δ of DNA Polym. III)
FN2110 to FN2122
24 aa repeat protein like in cluster 23
Protein match to Helycobacter hepaticus
FN0023 to FN0028
Endonuclease + 3 genes implicated in porfirinic siderophore synthesis
Flanked by short orphan
FN0185 to FN0188
DNA helicase + peptide transporters
High gene order conservation in an archaeal species
FN0191 to FN0197
Sugar ABC transporter
Short spacers/overlapping genes
FN0217 to FN0220
Large cluster of hemolysin/ hemagglutinin containing hemagglutinin FhaB
Largest bacterial protein. Some degraded hemolysin copies found throughout genome
FN0290 to FN0293
ABC iron/haemin transporter with periplasmic binding protein
Flanked by long spacer
FN0300 to FN0303
Periplasmic binding protein dependent iron transport system
Physically linked to other iron transport genes of Gram positive and Archaeal match
FN0309 to FN0312
NA+/H+ antiporter + 3 genes of unknown function
Split by a tRNA gene. Includes 2 short orphans
FN0350 to FN0354
Two clusters of genes implicated in drug efflux (detoxification) extrusion out of OM
Flanked by two orphans of 402 and 618 bp
FN0515 to FN0519
Mixed functions cluster
FN0524 to FN0527
LPS synthesis and/or decoration and outer membarne stabilization
Includes recA and recX proteins with best match to Caulobacter and Vibrio
FN0538 to FN0548
Structural lipoprotein with release and mureine anchoring components
Flanked by short ORF
FN0579 to FN0582
Membrane-related functions + Fe-S oxidoreductase
Includes a short hypothetical protein with biased codon use
FN0734 to FN0739
Haemin uptake with periplasmic binding protein iron acquisition
Haemin genes tightly-linked, probable operon
FN0766 to FN0771
Most spacers are short, possible cotranscription
FN0846 to FN0852
Hydrolase + protease + aromatic compound synthesis
Mixed function cluster
FN0869 to FN0873
Iron ABC transporter
Flanked by a short orphan with biased codon usage
FN0879 to FN0882
1st and 2nd genes probably permeases
FN1030 to FN1033
Lipase B componet of type II secretion system + 24 aa repeat protein+ bacterioferritin
All proteins of short length
FN1075 to FN1079
KDO (cetodeoxyoctulonic acid biosynthetic operon)
KDO is a component of LPS core in Fusobacterium and many Gram negatives.
FN1221 to FN1224
Eps synthesis + EpsF (secretion of proteins/large biomolecules)
Possible tandem duplication
FN1242 to FN1245
LOS choline decoration + Ton B (biopolymer transport through Outer Membrane)
Includes a short ORF (a degraded copy of a biopolymer transporter)
FN1306 to FN1312
ABC transporter system
Flanked by short orphan followed by a transposase
FN1346 to FN1355
ABC amino acid transport system
liv G-M operon; biased and homogeneous codon usage
FN1428 to FN1431
Phylogenetic, gene-order and compositional analyses
Percentage of F. nucleatum ORFs classified by the taxa of potential origin.
Sequence similarity method (BLAST)
Phylogenetic trees method
Gene order conservation
Number of genes analyzed
Root of Firmicutes1
α, β, γ Proteobacteria
δ, ε Proteobacteria
No hit, hit to eukaryotes, uncertain/unresolved
Another method used was based on the conservation of gene order among certain gene clusters, a character that can be used in phylogenetic reconstructions [38, 39]. Only 738 F. nucleatum protein-coding genes belonged to clusters of 2 or more genes that had some order conservation in other bacteria. From these, 35% had the same order as most Firmicutes (Table 3), suggesting vertical inheritance. Over 15% of the genes belonged to clusters whose gene order was more consistent with HGT from this group (i.e. same order as only one of the Firmicutes genomes). The extent of HGT from Firmicutes could be overestimated if the genes are ancestral but subsequently lost in most Gram-positive lineages. This being the case, the addition of vertically-inherited genes and genes inside Firmicutes in Table 3 would indicate an upper limit of genes consistent with the ribosomal phylogeny. Even if HGT from Firmicutes is not considered, 42% of the genes were assigned as HGT from other bacterial taxa based on the gene-order method. These dramatic figures suggest again that the genome of F. nucleatum could be an amalgamation of genes from different groups, particularly those of species that inhabit mammalian hosts in general and the mouth niche in particular. A summary figure showing the outcome of the three methods is published as supplementary material [see additional file 1]. The discrepancies between the three methods can be partly influenced by the different sample sizes used (Table 3). In addition, it must be noted that most of the discrepancy appears in the Phylogenetic Trees method, where a very low percentage of vertical inheritance was detected. In this analysis, over 38% of the trees were unresolved, introducing an important degree of variation. It is therefore possible that many of the genes giving uncertain phylogenies are consistent with vertical inheritance, but the phylogenetic signal is too weak to give a clear-cut tree. The gene-order method could give higher numbers of horizontal transfers if operons are more likely to be transferred than single genes . Thus, all three methods have its limitations, and although the importance of HGT is clear, the numbers obtained may be subject to certain bias imposed by the methodology .
Deviations from genomic GC content and codon usage have been used to infer potential gene transfers across bacteria [42, 43]. However, only 40 genes with significantly extraneous DNA composition were found in F. nucleatum  suggesting that many transfers could come from low-GC species or that many of the transfers occurred long ago, allowing the xenologous genes to ameliorate and homogenize its characteristics with those of the recipient genome . In addition, the extremely low GC content of F. nucleatum could make this method less discriminatory [46, 47]. A few potential transfers were identified this way, including a cluster spanning two iron-sulphur binding proteins and two arsenic pump-driving ATPases. Another interesting case was a glutamate fermentation cluster with closest similarity and gene order conservation to the clostridial species Acidaminococcus fermentans. This represents a typical case of potential HGT from the Firmicutes that could be masked in a BLAST analysis as a vertically inherited cluster. As the tree and gene-order methods show, the amount of HGT from/to the Firmicutes species could be as high as 15–25%, assuming that the percentages are maintained among the genes that we could not analyse because the trees were unresolved or because they were not part of conserved-order clusters.
Chimeric enzymes and operons
To explore the possibility that the chimeric nature of Fusobacterium may apply not only to its genome but also to some of its metabolic pathways and enzymes, some specific cases were looked at in more detail. A potential example includes the RNA polymerase, where the β' subunit has a best BLAST hit to spirochaetes as well as the RNA polymerase sigma-E factor. This is confirmed by comparative analysis of domain architecture across bacteria . An interesting instance is given by the phenylalanyl-tRNA synthetase, in which the α and β chains have a Clostridium and Geobacter (delta-proteobacteria) best sequence similarity match, respectively. The tree analysis confirms that the β chain is likely to have a proteobacterial origin. Interestingly, although the β chain is located in a proteobacterial cluster (at the edge of cluster 12), it is contiguous to the Firmicutes related α chain gene, separated by a very short spacer without a promoter. This exemplifies how selection may have put together two functionally related genes, presumably to ease cotranscription, even though their phylogenetic origin appears to be different.
Remnants of HGT
An indication of massive gene transfer events comes from looking at intergenic spacer regions of F. nucleatum. Although average spacer length in this species is 115 bp, there are many long spacers of 500 bp and higher scattered across the genome. It was found that 21 of these long spacers were located at positions flanked by a "core" gene (that with a low-GC Gram-positive best match) and a potential transferred gene, whereas only 8 appeared between core genes. Since intergenic spacer regions are known to increase in length as a result of genomic rearrangements and pseudogene formation , many of these long spacers might be signatures of ancient HGT events. In agreement with this view, another 17 long spacers were located inside gene clusters of a putative Gram negative or archaeal origin. We hypothesize that these long non-coding regions are remnants of transferred genes that were not selected for and have been mostly erased. When DNA sequence similarity searches are done with these long spacers located inside xenologous clusters, some significant matches are found to other regions of the genome. For example, the long spacers inside clusters 4, 8 and 11 all have some sequence similarity (more than 85% sequence identity over 125 bp or more using BLAST analysis, E-value <10-5) to one another and to other five long spacers scattered throughout the genome. In all cases except one, these long spacers are flanked by outer membrane proteins of Gram-negative origin, suggesting that they may represent remnants of old membrane-associated genes. A similar case is that of the long spacer located after the hemolysin activator protein precursor (FN1818), which shows high sequence similarity to a hemolysin activator located someplace else in the genome (and to another spacer and a short ORF with unknown function).
In addition, some short ORFs appear to be degraded fragments of bigger genes. For example, there are 3 sequences with similarity to HIPA proteins, one of which is less than half the length of the other two. As it also has a very biased codon usage, it is likely that it represents a degraded remnant of this protein. The 3 copies of integrases scattered across the genome show another case. Two of them are around 900 bp long and have a normal codon usage. The third copy (FN0402) is only 177 bp long, is flanked by a long spacer and has a very skewed codon usage. In general, the codon usage of these orphans is very biased (mean corrected χ2 values of 0.47 versus 0.22 for the rest of the genome). As it is unlikely that all these short ORFs are highly expressed, we believe that this biased codon utilization is reflecting very divergent pseudogene fragments. Thus, the picture that emerges is that of massive gene transfer leaving many non-coding segments that are remnants of unnecessary genes and genomic rearrangements.
The genome of F. nucleatum possesses a remarkable amount of patchiness with any kind of phylogenetic analyses used. This can be said to a certain degree of some other genomes (see for example ). One possible explanation for this kind of results is an undersampling of the group considered what gives only very distant and hence uncertain similarities to a variety of prokaryotic groups. This might be the case for part of the Fusobacterium genome that gives very weak and uncertain phylogenetic signal. However, the observation that certain genes and operons are shared by distantly related species that inhabit the dental plaque (for example, the spirochaete T. denticola, the proteobacteria Campylobacter and the CFB P. gingivalis) points to HGT as the most likely origin of these genes. Even less apparent, our work suggests multiple episodes of gene transfer to or from phylogenetically-related bacteria, like certain Firmicutes species (such as the cariogenic bacterium S. mutans or some Clostridia), that might be confounded with vertically inherited traits.
The origin of the Gram-negative cell wall found in Fusobacterium requires special consideration. Some type of Gram-negative cell wall seems to be the default phenotype in Bacteria (see, for example ), being found in most deeply branching groups. Moreover, even some deep branches of the Firmicutes contain organisms (such as Sporomusa and Desulfotomaculum) with Gram-negative cell wall structures [58, 59]. On the other hand, it has also been proposed that the Gram-positive cell wall is the default structure . It might be argued that Fusobacterium is a remnant of the ancestral cells predating the bacterial radiation that originated either Gram-positive or Gram-negative cell walls. This is supported by phylogenetic inferences based on conserved indels, which place Fusobacteria at an intermediate position between Gram-positive and Gram-negative taxa . However, in light of our results this explanation does not seem likely. Fusobacterium does not show any primitive trait and its outer membrane and transport mechanisms show all the characteristics of any sophisticated Gram-negative cell wall. In addition, many of the outer membrane proteins are closest to specific taxa (mainly to proteobacterial species) and not equally dispersed among species with a Gram-negative cell wall. Thus, many of the genes involved in the construction of the Gram-negative outer membrane have probably been horizontally transferred. The extent of this transfer deserves further examination. If we assume that Fusobacterium evolved after the Gram-positive/negative divergence on the low-GC Gram-positive lineage, massive HGT is the most likely explanation for the formation of the outer membrane. On the other end of possible explanations, most genes of the outer membrane would already be present in the common ancestor of fusobacteria and Firmicutes, where a massive loss would be responsible for the differences observed today.
Recently, the idea of gene pools that are characteristic of certain environments has been advanced to explain the large number of common genes among groups of thermoacidophiles distantly related by ribosomal phylogeny . The presence of a common pool of dental plaque genes is not unlikely in light of the results described here. However, the time scale of the adaptation to the latter habitat is much shorter that that of thermoacidophiles and can be probably estimated around the origin of mammals (about 120 million years). Even going backwards to the origin of the vertebrate's intestine it would put the selective pressure for these gene combinations to originate no earlier than 400 Myr ago. Former chimeric genomes have been explained as selected by strong environmental pressure. The case of Thermotoga is paradigmatic, a hyperthermophilic bacteria that is assumed to have recruited genes from the archaeal hyperthermophiles to reach its unusual (for bacteria) thermotolerance. Here (as in the case of Methanosarcina, a mesophilic anaerobe) there is not such an obvious explanation. F. nucleatum natural habitat seems to be the dental plaque of mammals, a rather unique and special environment that probably requires very special features to survive. Strong adhesion mechanisms, such as those found often in the Proteobacteria, probably represent an essential ability for survival in the early stages of plaque formation, particularly for non-motile cells. Also the mucose-associated immune system that prevails in the mouth of mammals could have acted as a strong selective pressure favoring the Gram-negative envelopes that are often less immunogenic and easier to disguise thanks to the LPS polysaccharide O chain . Thus, it is not difficult to envisage that at a point in time, probably associated to the rise of mammals, a strong selective pressure might have existed for a cell with the metabolic apparatus of Clostridia for amino acid fermentation but with the adhesive and immune camouflage paraphernalia of the Proteobacteria. It is remarkable to note that many of the genes that determine the lifestyle of Fusobacterium and its interaction with the environment, such as peptide transport systems, cell adhesins and outer membrane components have probably been acquired by gene transfer. It is therefore not only the number of horizontal transfers but also their contribution to niche adaptation that makes the HGT mechanism of dramatic impact on genomes. It is interesting that some of these genes are shared by different organisms inhabiting the dental plaque. From an applied point of view, some of these highly transferred genes are likely to provide a critical advantage in the establishment and adaptation of the bacteria to their niche, and could be used as potential targets for antimicrobial agents.
rRNA and evolutionary conserved proteins trees
The different rRNA and conserved protein data sets were analyzed with Bayesian methods using the program MrBAYES 3 . For the fusion of 16S+23S rRNA sequences, the GTR model with a Γ law (8 rate categories) and a proportion of invariant sites to take among-site rate variation into account was used. A similar procedure was used to construct the trees based on evolutionary conserved proteins (a mixed substitution model and a Γ law with 8 rate categories and a proportion of invariant sites were applied). The evolutionary conserved proteins were defined as those found in all sequenced species of Bacteria and assumed to form part of the minimal genome necessary for life [65, 66]. The list was extracted from  but removing the genes for which paralogous ORFs were found. In all cases, the Markov chain Monte Carlo searches were run with 4 chains for 1,000,000 generations, with trees being sampled every 100 generations (the first 2,500 trees were discarded as "burnin").
Concatenated ribosomal proteins tree
The amino-acid sequences of ribosomal genes S1–S20 and L1–L35, excluding S1, S14, L24, L25, L30, L31, L32 and L33, were retrieved from the KEGG website from a total of 60 different bacteria. The bacteria chosen were all those represented in the KEGG ribosomal genes ortholog table , except Rickettsia prowazekii, Rickettsia conorii, Wigglesworthia brevipalpis, and Buchnera aphidicola, and with the addition of Bacteroides thetaiotaomicron and and Desulfovibrio vulgaris. An alignment was generated for each ribosomal gene, using the Clustalw software with default parameters . When two or more paralogs were found in a species, the most divergent of the paralogs was removed from the alignment. A concatenated alignment including the species for which all of the selected ribosomal genes were present was generated. A neighbor-joining tree with 1000 bootstrap replicates was produced from the alignment using Clustalw , excluding positions with gaps, and correcting for multiple amino-acid substitutions (Kimura correction). The tree was visualized with NJPLOT . Exclusion of ribosomal proteins was based on the following: S14 has been shown to be subject to horizontal transfer , L24 is truncated and split in Fusobacterium nucleatum, S1 is absent/truncated in the Mollicutes subgroup of the low-GC gram-positives, L25, L30, L31, L32, L33 contained a high number of paralogs and/or were absent in several key species.
Methods for detecting HGT
The protein sequences of Fusobacterium nucleatum subsp. nucleatum ATCC 25586 were retrieved from ftp://ftp.ncbi.nih.gov/genomes/Bacteria. Peptide sequence database of all non-redundant GenBank CDS translations + PDB + SwissProt + PIR was retrieved from ftp://ftp.ncbi.nih.gov/blast/db. We performed an all against all BLASTP  search of each protein in Fusobacterium nucleatum subsp. nucleatum ATCC 255586 against peptide sequence database. We then recorded the top hit for each protein sequence with an E-value of 10-5, filtering the hits whose sequence identity and length was lower than 30 and 50%, respectively. We categorized all the hits into 8 categories as belonging to the CFB group, Firmicutes bacteria, α,β,γ-Proteobacteria, δ,ε-Proteobacteria, Spirochaetes, other Bacteria, Archaea and Eukaryotes/no hit. Hits to Firmicutes (the group to which Fusobacterium appear to be more closely-related) were refined by further BlastP analysis between F. nucleatum and the 31 sequenced bacteria available from this group. If the gene had a homolog in only one genus from all the available low-GC gram-positive species, it was considered a HGT event from/to this group. If it was present in more than one genus it was considered vertically inherited and consistent with the ribosomal phylogeny. There were 61 cases of genes found in more than one genera from a single subgroup of this taxon (i.e. present only in the Clostridiales, the Bacillales, the Mollicutes or the Lactobacillales). These can be equally explained by HGT or by common descent and were conservatively assigned to the vertical inherited category.
Phylogenetic trees method
For each F. nucleatum gene, the protein sequences of up to 50 best blast hits with e-value lower than e-5 were retrieved (the hits were identified by the "Blast method" described above). All sequences were then automatically clustered with the Clustalw alignment tool with default parameters. A neighbor-joining tree with 1000 bootstrap replicates was generated from the resulting alignment, using Clustalw with default parameters. The trees were visualized with NJPLOT . In all cases, the bootstrap values at the nodes chosen for a decision on taxonomical assignment had to be over 500. Assignment of the F. nucleatum genes to a taxonomic group was done using the following criteria:
A F. nucleatum gene was determined to originate from the firmicutes if it was found in the tree most closely associated with at least 5 different species from that group, or with at least 3 species from 2 different subgroups (where the subgroups were: mollicutes, bacillales, lactobacillales, clostridiales). If the F. nucleatum gene branched at the base of the firmicutes, the gene was assigned as being consistent with phylogeny; otherwise, it was assigned as a potential horizontal gene transfer (HGT) from the firmicutes.
Same as described above (low-GC gram-positives), the subgroups in this case were:alpha-, beta-, gamma-, gamma-entero-, delta-, and epsilon-proteobacteria. In the case of the proteobacteria, all F. nucleatum genes with trees fulfilling this criteria were assigned as HGTs from proteobacteria. Note that a distinction was made between the grouping of the alpha-, beta-, and gamma- proteobacteria, and the grouping of the epsilon- and delta- proteobacteria whenever possible.
To be assigned as originating from the archaeales, the F. nucleatum had to be closest to at least 3 species, and there had to be a clear association between the two groups, i.e. the branches were relatively short, and the tree topology did not resemble a "star phylogeny".
High-GC gram-positives, Cyanobacteria, Chlamydiales
To be assigned to these groups, the F. nucleatum gene had to be found closest in the tree to at least 3 different species, there had to be a clear association (see above in "Archaeales") and there should have been no obvious evidence of gene transfer from the Fusobacteria. Evidence of transfer from the Fusobacteria would be when, apart from the association to some species of the high-GC gram positives (or Cyanobacteriales, or Chlamydiales), the tree placed the F. nucleatum gene in agreement with the accepted species phylogeny (just outside of the firmicutes).
The F. nucleatum gene had to be found closest to at least 1 species from that group (Aquifales, or Deinococcales). A clear association was necessary, as well as no evidence of transfer from Fusobacteria (see above).
Spirochaetes, CFB group
The F. nucleatum gene had to be closest to at least 2 species from that group, or 1 species with a clear association, and no evidence of transfer from Fusobacteria.
If the tree contained less than four hits other than eukaryotes and other Fusobacteria, the gene was not considered for further analysis. In cases where it was not possible to clearly associate a taxonomic group to the F. nucleatum gene, it was then assigned as "unknown/not resolved".
In order to identify clusters of at least two genes with conserved order between F. nucleatum and other genomes, all available amino-acid protein sequences sets for all replicons of all published bacterial and archaeal genomes at the time (may 1st 2004) were downloaded from the NCBI ftp website ftp://ftp.ncbi.nlm.nih.gov/. All Orthologs of F. nucleatum genes (reciprocal best blast hit) were detected between the two replicons (F. nucleatum and replicon X). Clusters of consecutive orthologs were found (consecutive orthologs are determined in terms of the numbered position in both F. nucleatum (exactly consecutive) and replicon X (possible gap of 2 genes in between the orthologs), and for each cluster, a score was assigned as follows:
Where "totalCost" was determined by the program derange2 [71, 72] with the following command-line: "derange2 -U -L $inputFile 5 1 1 1", i.e. the direction of the gene was ignored, and the cost for an inversion, a transition or translocation within the cluster was the same: 1."Deletions" is the number of "gene gaps" found in replicon X for that cluster, whatever their size, "Mean(Identity%)" is the mean of the %identity of all blast results for the orthologs of the cluster. Mean(Length%) is the mean of the length of all blast results for the orthologs of the cluster, where length is defined as the minimum of length of (blast hit/ length of query sequence) and (length of blast hit/length of subject sequence). Each ortholog in the cluster was assigned the same score, and following completion of the procedure for all replicons in the database, for each F. nucleatum gene the orthologs that were part of clusters were ordered by their score, and an excel table was generated for manual investigation. If the gene order of a given gene cluster was not preserved in Firmicutes species but maintained in another procaryotic group, the genes were assigned as HGT from/to the group with the highest score (highest gene-order conservation). If the order was preserved in at least one species from two or more groups of low-GC gram-positives (Clostridiales, Bacillales, Lactobacillales and Mollicutes) the cluster was assumed to be ancestral to the divergence of fusobacteria and Firmicutes, and consistent with the ribosomal phylogeny. If gene order was preserved in one or more species from only one of the low-GC gram-positive groups the cluster was classified as HGT from low-GC gram-positive bacteria.
GC-skew plots and gene classification
Classical GC-skew plots were done using the formula (G-C)/(G+C) in 5000 bp windows, following Lobry's methods [25, 26]. The functional classification of F. nucleatum genes by function was based on the TIGR Gene Attribute Annotation .
A.M. is the recipient of a 'Ramón y Cajal' research contract from the Spanish Ministry of Science and Technology (MCyT). Support from European Commission Project GEMINI (QLK3-CT-2002-02056) is also acknowledged.
- Citron DM: Update on the taxonomy and clinical aspects of the genus Fusobacterium. Clin Infect Dis. 2002, 35 (Suppl 1): S22-27. 10.1086/341916.View ArticlePubMedGoogle Scholar
- Duncan MJ: Genomics of oral bacteria. Crit Rev Oral Biol Med. 2003, 14: 175-187.View ArticlePubMedGoogle Scholar
- Kapatral V, Anderson I, Ivanova N, Reznik G, Los T, Lykidis A: Genome sequence and analysis of the oral bacterium Fusobacterium nucleatum strain ATCC 25586. J Bacteriol. 2002, 184: 2005-2018. 10.1128/JB.184.7.2005-2018.2002.PubMed CentralView ArticlePubMedGoogle Scholar
- Bolstad AI, Jensen HB, Bakken V: Taxonomy, Biology, and Periodontal Aspects of Fusobacterium nucleatum. Clinical Microbiology Reviews. 1996, 9: 55-71.PubMed CentralPubMedGoogle Scholar
- Jousimies-Somer H, Summanen P: Recent taxonomic changes and terminology update of clinically significant anaerobic gram-negative bacteria (excluding spirochetes). Clin Infect Dis. 2002, 35 (Suppl 1): S17-21. 10.1086/341915.View ArticlePubMedGoogle Scholar
- Sebaihia M, Bentley S, Thomson N, Holden M, Parkhill J: Tales of the unexpected. Trends Microbiol. 2002, 10: 261-262. 10.1016/S0966-842X(02)02379-X.View ArticlePubMedGoogle Scholar
- Paster BJ, Ludwig W, Weisburg WG, Stackebrandt E, Hespell RB, Hahn CM: A phylogenetic grouping of Bacteroides, Cytophagas, and certain Flavobacteria. Syst Appl Microbiol. 1985, 6: 34-42.View ArticleGoogle Scholar
- Woese CR: Bacterial evolution. Microbiol Rev. 1987, 51: 221-271.PubMed CentralPubMedGoogle Scholar
- Van den Eynde H, De Baere R, Shah HN, Gharbia SE, Fox GE, Michalik J: 5S ribosomal ribonucleic acid sequences in Bacteroides and Fusobacterium: evolutionary relationships within these genera and among eubacteria in general. Int J Syst Bacteriol. 1989, 39: 78-84.View ArticlePubMedGoogle Scholar
- Tanner A, Maiden MFJ, Paster BJ, Dewhirst FE: The impact of 16S ribosomal RNA-based phylogeny on the taxonomy of oral bacteria. Periodontology. 1994, 5: 26-51.View ArticleGoogle Scholar
- Jousemies-Somer HR: Recently described clinically important anaerobic bacteria: taxonomic aspects and update. Clin Infect Dis. 1997, 25 (Suppl 2): S78-87.View ArticleGoogle Scholar
- Venter JC, Remington K, Heidelberg JF, Halpern AL, Rusch D, Eisen JA: Environmental genome shotgun sequencing of the Sargasso Sea. Science. 2004, 304: 66-74. 10.1126/science.1093857.View ArticlePubMedGoogle Scholar
- Brochier C, Philippe H: Phylogeny: a non-hyperthermophilic ancestor for bacteria. Nature. 2002, 417: 244-10.1038/417244a.View ArticlePubMedGoogle Scholar
- Wolf M, Müller T, Dandekar T, Pollack JD: Phylogeny of Firmicutes with special reference to Mycoplasma (Mollicutes) as inferred from phosphoglycerate kinase amino acid sequence data. Int J Syst Evol Microbiol. 2004, 54: 871-875. 10.1099/ijs.0.02868-0.View ArticlePubMedGoogle Scholar
- Cavalier-Smith T: The neomuran origin of archaebacteria, the negibacterial root of the universal tree and bacterial megaclassification. Int J Syst Evol Microbiol. 2002, 52: 7-76.View ArticlePubMedGoogle Scholar
- Paster BJ, Boches SK, Galvin JL, Ericson RE, Lau CN, Levanos VA: Bacterial diversity in human subgingival plaque. J Bacteriol. 2001, 183: 3770-3783. 10.1128/JB.183.12.3770-3783.2001.PubMed CentralView ArticlePubMedGoogle Scholar
- Kolenbrander PE, Andersen RN, Blehert DS, Egland PG, Foster JS, Palmer RJ: Communication among oral bacteria. Microbiol Mol Biol Rev. 2002, 66: 486-505. 10.1128/MMBR.66.3.486-505.2002.PubMed CentralView ArticlePubMedGoogle Scholar
- Andersen RN, Ganeshkumar N, Kolenbrander PE: Helicobacter pylori adheres selectively to Fusobacterium spp. Oral Microbiol Immunol. 1998, 13: 51-54.View ArticlePubMedGoogle Scholar
- Bradshaw DJ, Marsh PD, Watson GK, Allison C: Role of Fusobacterium nucleatum and coaggregation in anaerobe survival in planktonic and biofilm oral microbial communities during aeration. Infect Immun. 1998, 66: 4729-4732.PubMed CentralPubMedGoogle Scholar
- Jabra-Rizk MA, Falkler WA, Merz WG, Kelley JI, Baqui AA, Meiller TF: Coaggregation of Candida dubliniensis with Fusobacterium nucleatum. J Clin Microbiol. 1999, 37: 1464-1468.PubMed CentralPubMedGoogle Scholar
- Kremer BH, van Steenbergen TJ: Peptostreptococcus micros coaggregates with Fusobacterium nucleatum and non-encapsulated Porphyromonas gingivalis. FEMS Microbiol Lett. 2000, 182: 57-62. 10.1016/S0378-1097(99)00569-8.View ArticlePubMedGoogle Scholar
- Woese CR: A new biology for a new century. Microbiol Mol Biol Rev. 2004, 68: 173-186. 10.1128/MMBR.68.2.173-186.2004.PubMed CentralView ArticlePubMedGoogle Scholar
- Harris JK, Kelley ST, Spiegelman GB, Pace NR: The genetic core of the universal ancestor. Genome Res. 2003, 13: 407-412. 10.1101/gr.652803.PubMed CentralView ArticlePubMedGoogle Scholar
- Benkovic SJ, Valentine AM, Salinas F: Replisome-mediated DNA replication. Annu Rev Biochem. 2001, 70: 181-208. 10.1146/annurev.biochem.70.1.181.View ArticlePubMedGoogle Scholar
- Lobry JR: Asymmetric substitution patterns in the two DNA strands of bacteria. Mol Biol Evol. 1996, 13: 660-665.View ArticlePubMedGoogle Scholar
- Lobry JR, Sueoka N: Asymmetric directional mutation pressures in bacteria. Genome Biology. 2002, 3: RESEARCH0058-10.1186/gb-2002-3-10-research0058.PubMed CentralView ArticlePubMedGoogle Scholar
- Lobry JR, Louarn JM: Polarisation of prokaryotic chromosomes. Curr Opin Microbiol. 2003, 6: 101-108. 10.1016/S1369-5274(03)00024-9.View ArticlePubMedGoogle Scholar
- Nelson KE, Clayton RA, Gill SR, Gwinn ML, Dodson RJ, Haft DH: Evidence for lateral gene transfer between Archaea and bacteria from genome sequence of Thermotoga maritima. Nature. 1999, 399: 323-329. 10.1038/20601.View ArticlePubMedGoogle Scholar
- Parkhill J, Wren BW, Thomson NR, Titball RW, Holden MT, Prentice MB: Genome sequence of Yersinia pestis, the causative agent of plague. Nature. 2001, 413: 523-527. 10.1038/35097083.View ArticlePubMedGoogle Scholar
- Tillier ER, Collins RA: Genome rearrangement by replication-directed translocation. Nat Genet. 2000, 26: 195-197. 10.1038/79918.View ArticlePubMedGoogle Scholar
- Mira A, Klasson L, Andersson SG: Microbial genome evolution: sources of variability. Curr Opin Microbiol. 2002, 5: 506-512. 10.1016/S1369-5274(02)00358-2.View ArticlePubMedGoogle Scholar
- Alokam S, Liu SL, Said K, Sanderson KE: Inversions over the terminus region in Salmonella and Escherichia coli: IS200s as the sites of homologous recombination inverting the chromosome of Salmonella enterica serovar typhi. J Bacteriol. 2002, 184: 6190-6197. 10.1128/JB.184.22.6190-6197.2002.PubMed CentralView ArticlePubMedGoogle Scholar
- Kapatral V, Ivanova N, Anderson I, Reznik G, Bhattacharyya A, Gardner WL: Genome analysis of F. nucleatum sub spp vincentii and its comparison with the genome of F. nucleatum ATCC 25586. Genome Res. 2003, 13: 1180-1189. 10.1101/gr.566003.PubMed CentralView ArticlePubMedGoogle Scholar
- Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997, 25: 3389-3402. 10.1093/nar/25.17.3389.PubMed CentralView ArticlePubMedGoogle Scholar
- McKay TL, Ko J, Bilalis Y, DiRienzo JM: Mobile genetic elements of Fusobacterium nucleatum. Plasmid. 1995, 33: 15-25. 10.1006/plas.1995.1003.View ArticlePubMedGoogle Scholar
- Kita K, Kawakami H, Tanaka H: Evidence for horizontal transfer of the EcoT38I restriction-modification gene to chromosomal DNA by the P2 phage and diversity of defective P2 prophages in Escherichia coli TH38 strains. J Bacteriol. 2003, 185: 2296-2305. 10.1128/JB.185.7.2296-2305.2003.PubMed CentralView ArticlePubMedGoogle Scholar
- Koski LB, Golding GB: The closest BLAST hit is often not the nearest neighbor. J Mol Evol. 2001, 52: 540-542.View ArticlePubMedGoogle Scholar
- Tamames J, Gonzalez-Moreno M, Mingorance J, Valencia A, Vicente M: Bringing gene order into bacterial shape. Trends Genet. 2001, 17: 124-6. 10.1016/S0168-9525(00)02212-5.View ArticlePubMedGoogle Scholar
- Kunisawa T: Gene arrangements and branching orders of gram-positive bacteria. J Theor Biol. 2003, 222: 495-503.View ArticlePubMedGoogle Scholar
- Lawrence J: Selfish operons: the evolutionary impact of gene clustering in prokaryotes and eukaryotes. Curr Opin Genet Dev. 1999, 9: 642-648. 10.1016/S0959-437X(99)00025-8.View ArticlePubMedGoogle Scholar
- Ragan MA: On surrogate methods for detecting lateral gene transfer. FEMS Microbiol Lett. 2001, 201: 187-191. 10.1016/S0378-1097(01)00262-2.View ArticlePubMedGoogle Scholar
- Garcia-Vallve S, Palau J, Romeu A: Horizontal gene transfer in glycosyl hydrolases inferred from codon usage in Escherichia coli and Bacillus subtilis. Mol Biol Evol. 1999, 16: 1125-1134.View ArticlePubMedGoogle Scholar
- Ochman H, Lawrence JG, Groisman EA: Lateral gene transfer and the nature of bacterial innovation. Nature. 2000, 405: 299-304. 10.1038/35012500.View ArticlePubMedGoogle Scholar
- Garcia-Vallve S, Guzman E, Montero MA, Romeu A: HGT-DB: a database of putative horizontally transferred genes in prokaryotic complete genomes. Nucleic Acids Res. 2003, 31: 187-189. 10.1093/nar/gkg004.PubMed CentralView ArticlePubMedGoogle Scholar
- Lawrence JG, Ochman H: Amelioration of bacterial genomes: rates of change and exchange. J Mol Evol. 1997, 44: 383-397.View ArticlePubMedGoogle Scholar
- Koski LB, Morton RA, Golding GB: Codon bias and base composition are poor indicators of horizontally transferred genes. Mol Biol Evol. 2001, 18: 404-412.View ArticlePubMedGoogle Scholar
- Wang B: Limitations of compositional approach to identifying horizontally transferred genes. J Mol Evol. 2001, 53: 244-250. 10.1007/s002390010214.View ArticlePubMedGoogle Scholar
- Iyer LM, Koonin EV, Aravind L: Evolution of bacterial RNA polymerase: implications for large-scale bacterial phylogeny, domain accretion, and horizontal gene transfer. Gene. 2004, 335: 73-88. 10.1016/j.gene.2004.03.017.View ArticlePubMedGoogle Scholar
- Doig P, de Jonge BL, Alm RA, Brown ED, Uria-Nickelsen M, Noonan B: Helicobacter pylori physiology predicted from genomic comparison of two strains. Microbiol Mol Biol Rev. 1999, 63: 675-707.PubMed CentralPubMedGoogle Scholar
- Perkins-Balding D, Ratliff-Griffin M, Stojiljkovic I: Iron transport systems in Neisseria meningitidis. Microbiol Mol Biol Rev. 2004, 68: 154-171. 10.1128/MMBR.68.1.154-171.2004.PubMed CentralView ArticlePubMedGoogle Scholar
- Mira A, Ochman H, Moran NA: Deletional bias and the evolution of bacterial genomes. Trends Genet. 2001, 17: 589-596. 10.1016/S0168-9525(01)02447-7.View ArticlePubMedGoogle Scholar
- Ochman H: Distinguishing the ORFs from the ELFs: short bacterial genes and the annotation of genomes. Trends Genet. 2002, 18: 335-337. 10.1016/S0168-9525(02)02668-9.View ArticlePubMedGoogle Scholar
- Skovgaard M, Jensen LJ, Brunak S, Ussery D, Krogh A: On the total number of genes and their length distribution in complete microbial genomes. Trends Genet. 2001, 17: 425-428. 10.1016/S0168-9525(01)02372-1.View ArticlePubMedGoogle Scholar
- Amiri H, Davids W, Andersson SG: Birth and death of orphan genes in Rickettsia. Mol Biol Evol. 2003, 20: 1575-1587. 10.1093/molbev/msg175.View ArticlePubMedGoogle Scholar
- Berg OG, Kurland CG: Evolution of microbial genomes: sequence acquisition and loss. Mol Biol Evol. 2002, 19: 2265-2276.View ArticlePubMedGoogle Scholar
- Methé BA, Nelson KE, Eisen JA, Paulsen IT, Nelson W, Heidelberg JF: Genome of Geobacter sulfurreducens : metal reduction in subsurface environments. Science. 2003, 302: 1967-1969. 10.1126/science.1088727.View ArticlePubMedGoogle Scholar
- Hoiczyk E, Hansel A: Cyanobacterial cell walls: news from an unusual prokaryotic envelope. J Bacteriol. 2000, 182: 1191-1199. 10.1128/JB.182.5.1191-1199.2000.PubMed CentralView ArticlePubMedGoogle Scholar
- Collins MD, Lawson PA, Willems A, Cordoba JJ, Fernandez-Garayzabal J, Garcia P: The phylogeny of the genus Clostridium : proposal of five new genera and eleven new species combinations. Int J Syst Bacteriol. 1994, 44: 812-826.View ArticlePubMedGoogle Scholar
- Willems A, Collins MD: Phylogenetic placement of Dialister pneumosintes (formerly Bacteroides pneumosintes) within the Sporomusa subbranch of the Clostridium subphylum of the gram-positive bacteria. Int J Syst Bacteriol. 1995, 45: 403-405.View ArticlePubMedGoogle Scholar
- Gupta RS: Protein phylogenies and signature sequences: A reappraisal of evolutionary relationships among archaebacteria, eubacteria, and eukaryotes. Microbiol Molec Biol Rev. 1998, 62: 1435-1491.Google Scholar
- Gupta RS: Evolutionary relationships among photosynthetic bacteria. Photosynthesis Res. 2003, 76: 173-183. 10.1023/A:1024999314839.View ArticleGoogle Scholar
- Fütterer O, Angelov A, Liesegang H, Gottschalk G, Schleper C, Schepers B: Genome sequence of Picrophilus torridus and its implications for life around pH 0. Proc Natl Acad Sci USA. 2004, 101: 9091-9096. 10.1073/pnas.0401356101.PubMed CentralView ArticlePubMedGoogle Scholar
- Skurnik M, Bengoechea JA: The biosynthesis and biological role of lipopolysaccharide O-antigens of pathogenic Yersiniae. Carbohydr Res. 2003, 338: 2521-2529. 10.1016/S0008-6215(03)00305-7.View ArticlePubMedGoogle Scholar
- Ronquist F, Huelsenbeck JP: MrBayes 3: Bayesian phylogenetic inference under mixed models. Bioinformatics. 2003, 19: 1572-1574. 10.1093/bioinformatics/btg180.View ArticlePubMedGoogle Scholar
- Koonin EV: How many genes can make a cell: the minimal-gene-set concept. Annu Rev Genomics Hum Genet. 2000, 1: 99-116. 10.1146/annurev.genom.1.1.99.View ArticlePubMedGoogle Scholar
- Peterson SN, Fraser CM: The complexity of simplicity. Genome Biol. 2001, 2: COMMENT2002-10.1186/gb-2001-2-2-comment2002.PubMed CentralView ArticlePubMedGoogle Scholar
- Ribosomal Protein Gene Clusters. [http://www.genome.ad.jp/kegg/ortholog/tab03010.html]
- Thompson JD, Higgins DG, Gibson TJ: CLUSTAL W: improving the sensitivity of progressive multiple sequence alignment through sequence weighting, position-specific gap penalties and weight matrix choice. Nucleic Acids Res. 1994, 22: 4673-4680.PubMed CentralView ArticlePubMedGoogle Scholar
- Perrière G, Gouy M: WWW-Query: An on-line retrieval system for biological sequence banks. Biochimie. 1996, 78: 364-369. 10.1016/0300-9084(96)84768-7.View ArticlePubMedGoogle Scholar
- Brochier C, Philippe H, Moreira D: The evolutionary history of ribosomal protein RpS14: horizontal gene transfer at the heart of the ribosome. Trends Genet. 2000, 16: 529-533. 10.1016/S0168-9525(00)02142-9.View ArticlePubMedGoogle Scholar
- Blanchette M, Kunisawa T, Sankoff D: Parametric genome rearrangement. Gene. 1996, 172: GC11-GC17. 10.1016/0378-1119(95)00878-0.View ArticlePubMedGoogle Scholar
- Sankoff D, Leduc G, Antoine N, Paquin B, Lang BF, Cedergren R: Gene order comparisons for phylogenetic inference: evolution of the mitochondrial genome. Proc Natl Acad Sci USA. 1992, 89: 6575-6579.PubMed CentralView ArticlePubMedGoogle Scholar
- The CMR Gene Attribute Download. [http://www.tigr.org/tigr-scripts/CMR2/gene_attribute_form.dbi]
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.