BEL/Pao retrotransposons in metazoan genomes
© de la Chaux and Wagner; licensee BioMed Central Ltd. 2011
Received: 10 November 2010
Accepted: 4 June 2011
Published: 4 June 2011
Long terminal repeat (LTR) retrotransposons are a widespread kind of transposable element present in eukaryotic genomes. They are a major factor in genome evolution due to their ability to create large scale mutations and genome rearrangements. Compared to other transposable elements, little attention has been paid to elements belonging to the metazoan BEL/Pao subclass of LTR retrotransposons. No comprehensive characterization of these elements is available so far. The aim of this study was to describe all BEL/Pao elements in a set of 62 sequenced metazoan genomes, and to analyze their phylogenetic relationship.
We identified a total of 7,861 BEL/Pao elements in 53 of our 62 study genomes. We identified BEL/Pao elements in 20 genomes where such elements had not been found so far. Our analysis shows that BEL/Pao elements are the second-most abundant class of LTR retrotransposons in the genomes we study, more abundant than Ty1/Copia elements, and second only to Ty3/Gypsy elements. They occur in multiple phyla, including basal metazoan phyla, suggesting that BEL/Pao elements arose early in animal evolution. We confirm findings from previous studies that BEL/Pao elements do not occur in mammals. The elements we found can be grouped into more than 1725 families, 1623 of which are new, previously unknown families. These families fall into seven superfamilies, only five of which have been characterized so far. One new superfamily is a major subdivision of the Pao superfamily which we propose to call Dan, because it is restricted to the genome of the zebrafish Danio rerio. The other new superfamily comprises 83 elements and is restricted to lower aquatic eumetazoans. We propose to call this superfamily Flow. BEL/Pao elements do not show any signs of recent horizontal gene transfer between distantly related species.
In sum, our analysis identifies thousands of new BEL/Pao elements and provides new insights into their distribution, abundance, and evolution.
Transposable elements (TEs) are DNA sequences that have the ability to replicate within a genome using a variety of mechanisms . They are present in almost all eukaryotic genomes, and they play an important role in genome evolution by creating genetic variation through their mobility . Although most new TE insertions have a negative effect on the host's fitness, they significantly contribute to genome evolution . TEs can be divided into two classes based on their replication mechanism: retrotransposons (class I) and DNA transposons (class II) . While retrotransposons use an RNA intermediate for transposition, DNA transposons use a DNA intermediate. Because of their replication mechanism retrotransposons are generally present in larger numbers than DNA transposons, and can reach very high copy numbers. They also show a broader phylogenetic distribution . Retrotransposons can be further subdivided into two major classes based on whether they have long terminal repeat (LTR) sequences, i.e., LTR retrotransposons and non-LTR retrotransposons . We here do not discuss non-LTR retrotransposons further.
LTR retrotransposons are similar to retroviruses  and consist of a protein-coding region which is flanked by two LTR sequences. The LTR sequences regulate transcription and play important roles in the copying of the element's RNA into DNA. The protein coding region usually contains one or two open reading frames (ORFs) which are similar to gag and pol genes from retroviruses. While the gag gene encodes proteins that form virus-like particles, the pol gene encodes various enzymatic activities like aspartic protease, reverse transcriptase, and integrase. A small fraction of LTR elements additionally contains an env gene captured from retroviruses , where this gene is important for the infectivity of the virus. In the few LTR elements where this gene occurs, it is usually non-functional [7–9].
LTR retrotransposons can be further divided into four subclasses based on their sequence similarity and various structural features: Ty1/Copia, Ty3/Gypsy, BEL/Pao (also sometimes named only BEL or Pao) and DIRS . Most of the known LTR elements belong to the two large Ty1/Copia and Ty3/Gypsy subclasses. Elements from these subclasses are present in almost all eukaryotic genomes and are already intensely studied. In contrast, the other two subclasses contain fewer elements and were identified only recently [11, 12]. While elements from the Ty1/Copia, Ty3/Gypsy and DIRS subclasses are widespread in eukaryotic genomes, BEL/Pao elements are only present in metazoan genomes, suggesting that they arose later in eukaryote evolution or that they have been lost (or not yet identified) in several major eukaryotic lineages. Even in animal genomes they do not show a continuous distribution. For example, no elements have been identified in mammals so far.
The evolutionary history of the BEL/Pao subclass is not well understood. More and more BEL/Pao elements are being reported in different genomes, which raises the question if the BEL/Pao subclass is really as small as previously assumed [13–17]. Around 160 different BEL/Pao families in approximately 40 species have been reported and the number is still growing [6, 11, 14, 16, 18–21]. BEL/Pao elements are usually between 4.2-10 kb long. They are flanked by LTR sequences that are 0.2-1.2 kb long . BEL/Pao elements show the same domain arrangement as elements of the Ty3/Gypsy subclass and few BEL/Pao elements contain an env gene .
Contradictory evolutionary relationships for elements within the BEL/Pao subclass and for the relationship of the BEL/Pao subclass to the other three subclasses have been reported [6, 16, 23]. Current research focuses mainly on the identification of new BEL/Pao elements in one genome of interest. For studying the evolutionary history of these elements, just a few elements from other organisms are typically added as outgroups [16, 24]. The most comprehensive phylogenetic analysis thus far was carried out by Copeland et al. (2005), who analyzed the phylogenetic relationship of 20 different BEL/Pao elements. Although these authors identified five distinct BEL/Pao lineages in insects, nematodes and vertebrates, namely Tas, BEL, Pao, Sinbad, and Suzu , no exhaustive analysis of the BEL/Pao subclass of LTR elements is available. Here, we search for BEL/Pao elements in 62 non-mammalian metazoan and in 11 mammalian genomes. We use a de novo search approach to identify all BEL/Pao elements in this set of genomes. After separating the elements into families, we study the phylogenetic relationship between these families, and extend the current classification of BEL/Pao elements. An origin in very early metazoan evolution is often assumed for BEL/Pao elements, but no conclusive evidence exists. Alternatively, BEL/Pao elements might have evolved later, only in a subset of metazoan genomes, and were then transmitted to other metazoan phyla by horizontal transfer. This might explain why, for example, no BEL/Pao elements are present in mammalian genomes. Our sequence data allows us to address this possibility in a preliminary fashion.
The majority of species whose genomes we analyzed belong to one of the three eumetazoan phyla Nematoda, Arthropoda and Chordata. In all of these three phyla BEL/Pao elements had been identified previously. In contrast to previous work, we also had access to species from new superphyla and from the subkingdom parazoa. This allowed us to identify elements in these new metazoan clades as well. For example, no BEL/Pao element has been identified thus far in the subkingdom parazoa. We identified 24 BEL/Pao elements in the sponge Amphimedon queenslandica, a member of this subkingdom. In addition, we identified new BEL/Pao elements in the cnidarian, echinoderm, and hemichordate phyla.
In total, we identified 7,861 BEL/Pao elements in 53 of our 62 genomes, including 20 species where no BEL/Pao elements have been identified before. These elements include full length elements and fragments with a minimum length of 2,000 base pairs. Previous studies reported around 160 BEL/Pao families, but in most genomes the copy number of these families has not been reported [6, 11, 14, 16, 18, 25]. Our analysis thus is the first to determine the abundance of BEL/Pao elements in multiple genomes. The nucleotide sequences of all BEL/Pao elements are listed in additional file 1.
Variable abundance of elements
The abundance of BEL/Pao elements is highly variable between different species. Nine of our 62 studied genomes do not contain any BEL/Pao elements, and 14 further species contain no more than ten elements. The relative majority of species (22 in total) contain between eleven and 100 elements, and 16 species contain between 101 and 1000 elements. Only one species, the yellow fever mosquito Aedes aegypti, harbors more than 1000 elements (a total of 2524 elements). The number of BEL/Pao elements in each species' genome is listed in additional file 2 and in Figure 1. Previous results reported that no BEL/Pao elements are present in mammalian genomes . We could confirm this finding using eleven mammalian genomes which we analyzed in addition to the 62 genomes we just discussed (see Methods for list of genome names).
Because genome size can influence the abundance of elements in a species , we compared the number of BEL/Pao elements per mega base pair (Mbp) between species. Additional file 3A shows a histogram of this LTR element density for the species we studied. The number of BEL/Pao copies ranges from less than 0.01 copies per Mbp in 17 species to 3.55 copies per Mbp in the fruit fly Drosophila ananassae. Most genomes contain fewer than one BEL/Pao element per Mbp. Only the mosquito and fruit fly genomes contain more. Five species have between one to two copies per Mbp. These are (in ascending order of element density) the mosquito Anopheles gambiae (mean copy number per Mbp 1.14), the fruit flies Drosophila virilis (1.34), Drosophila melanogaster (1.37), the mosquito Aedes aegypti (1.85), and the fruit fly Drosophila yakuba (1.96). Two fruit fly species have between two and three copies per Mbps (D. willistoni (2.14) and D. persimilis (2.9)). The species with the highest overall copy number (A. aegypti) is not the species with the highest density of BEL/Pao elements. This observation can be explained by the fact that A. aegypti has, with 1.3 Gb, a more than 6 times larger genome than the mosquito and fruit fly genomes . Additional file 3B shows that the total copy number per species and the number of copies per Mbps show a statistically significant association for the genomes we analyzed (Spearman's rank correlation coefficient 0.78, p = 5 × 10 -12, n = 53).
BEL/Pao elements are the second most abundant subclass of LTR retrotransposons
Many different families
We next wished to group our identified BEL elements into families based on their sequence similarity on the nucleotide level. To this end, we pursued a graph-based approach. The nodes in the graph we studied are BEL/Pao elements. Edges represent sequence similarity between elements. The approach we pursued clusters the elements in the graph into families, using a fast and scalable unsupervised Markov cluster algorithm (MCL) for graphs, which is based on the simulation of stochastic flow on graphs [27, 28] (see Methods for details).
Top ten families with highest copy number
Previously Assigned Name
Drosophila melanogaster subgroup
Drosophila melanogaster subgroup
Drosophila melanogaster subgroup
Only 42 of the families (2.4 percent) we identified are not restricted to one genome, but contain elements from different genomes. Most (35) of these families occur in the Drosophila melanogaster and obscura groups. Four families have elements in two mosquito genomes and three families are distributed in the three Nasonia wasps. All these families are therefore restricted to closely related species. In addition to the family classification we just described, which clusters elements regardless of which genome they occur in, we carried out an analogous classification, but separately for elements within each genome. The two classifications do not differ dramatically. Additional file 5 describes the results of the species-specific classification.
Phylogenetic relationship among BEL/Pao families
Previous studies identified five different superfamilies of BEL/Pao elements which are named after the first identified element in the subclade: BEL , Tas , Suzu , Sinbad  and Pao . Two previous phylogenetic studies both found that BEL and Tas elements formed one clade and Sinbad and Pao another one. In both studies, Suzu elements alone formed a third clade [16, 23]. However, the trees that emerged from these two studies differ in one major way. Copeland et al. identified elements belonging to the Suzu superfamily as more distantly related to the other four clades than these clades are to each other (Figure 4D) . In contrast, the study by Llorens et al. grouped the Suzu superfamily with the Pao/Sinbad clade (see Figure 4E) .
Two new superfamilies of BEL/Pao elements
Number of elements, families, species and phyla for every superfamily
Average amino acid similarity between BEL/Pao superfamilies
Distribution of superfamilies
The number of species and phyla covered by each superfamily is shown in Table 2 and a list of phyla covered by each superfamily can be seen in additional file 10. Some superfamilies are restricted to one phylum. The Dan and Pao superfamilies have the most restricted host range and occur only in the fish Danio rerio and in arthropods, respectively. Pao elements occur mainly in the different Drosophila and mosquito genomes, with the exception of a few elements that are present in the parasitoid wasp Nasonia vitripennis.
Other superfamilies are present in different phyla and in a wider range of host organisms. An example is the Tas superfamily, which is present in Cnidaria, Nematoda, Arthropoda, Hemichordata, and Porifera. It also occurs in different host organisms within all phyla, e.g., in almost all our nematode genomes (11 genomes). Some superfamilies are present in a wide range of phyla but all species are restricted to a certain habitat type, such as aquatic habitats for the Suzu superfamily.
We note that our study is the first to identify elements of the BEL/Pao subclass in the subkingdom parazoa. These elements fall into the BEL and Tas superfamilies.
Elements of the Flow superfamily
The five families belonging to the new superfamily we discovered are all present in lower animals that live in aquatic habitats, hence the name Flow. One of Flow's families occurs in the starlet sea anemone Nematostella vectensis (7 copies), and two families occur in the fresh water hydra Hydra magnipapillata (55 copies). Both species belong to the phylum Cnidaria. We found the other two families in the planarian Schmidtea mediterranea (21 copies), phylum Platyhelminthes. The elements are between 3303 to 16272 base pairs long with an average of 7452 base pairs.
The five families of the Flow superfamily are not highly similar to one another. Specifically, the amino acid similarity ranges from 33.89 percent between the consensus sequence of N. vectensis and one of the consensus sequences from S. mediterranea, to 53.95 percent between the two consensus sequences from S. mediterranea. The average similarity is with 45.48 the second lowest similarity within a superfamily. The average similarity to the other BEL/Pao superfamilies varies from 29.96 percent (Suzu superfamily) to 37.42 percent (Pao superfamily).
Highly similar elements in closely related species
We used blastn to compare each BEL/Pao element against all other 7,860 elements to search for possible signs of horizontal transfer of BEL/Pao elements between our studied species. If an element is only transferred vertically from parent to offspring, we expect to find no high similarity between elements from distantly related species. In contrast, highly similar elements occurring in very distantly related species might indicate horizontal transfer of an element between these species. In this analysis, we required an identity of at least 80 percent over at least 20 percent of the length of an element, but at least over 300 bp. This criterion is a liberal threshold for recent transfer events and allows for some divergence of sequence since the transfer. Using this criterion, we found no signs of similar sequences in very different species. The only similar sequences in different species occurred in closely related species within the same genus, i.e., in fruit flies of the genus Drosophila, in parasitoid wasps of the genus Nasonia, and in roundworms of the genus Meloidogyne.
Previous work had identified a horizontal transfer of a BEL element between the fly Drosophila ananassae and the endosymbiont Wolbachia . Motivated by this observation, we attempted to identify further possible horizontal transfers to endosymbiont genomes and viruses through a blast search  of our consensus sequences for the concatenated protease, reverse transcriptase, and integrase domains for each of the seven superfamilies against the non-redundant protein and nucleotide databases of GenBank. The BEL element in the endosymbiont Wolbachia was the only one we found, suggesting that such horizontal transfer is not widespread for BEL/Pao elements.
Many BEL/Pao elements in metazoan genomes
We identified 7,861 BEL/Pao elements in 53 out of our set of 62 non-mammalian metazoan genomes. This is the first time genome-wide abundances of BEL/Pao elements are reported. Previous studies identified around 160 families of BEL/Pao elements but in most cases the copy number of a family was not reported. The genomes we studied span a wider range of species than previously analyzed for BEL/Pao elements, and so does the distribution of BEL/Pao elements we identified. For example, we were able to identify 24 BEL/Pao elements in the sponge Amphimedon queenslandica, a species belonging to the metazoan subkingdom parazoa. All previous BEL/Pao elements had only been identified in the subkingdom eumetazoa. Previous studies reported the lack of BEL/Pao elements in mammalian genomes . We screened eleven mammalian genomes for BEL/Pao elements but did not identify any elements. This observation supports the view that BEL/Pao elements are not present in mammalian genomes. This might be explained by stochastic loss of BEL/Pao elements in early mammalian evolution. Alternatively, the BEL/Pao subclass might only have originated after the origin of the mammalian clade. However, the presence of BEL/Pao elements in species belonging to both metazoan subkingdoms makes this unlikely. Most previous studies identified BEL/Pao elements in the three phyla Nematoda, Arthropoda and Chordata. Most of our elements also come from these three phyla because 53 of our 62 sequenced genomes belong to these phyla. We identified BEL/Pao elements in 46 of these genomes (86 percent), including 18 genomes where, to our knowledge, no BEL/Pao elements had been identified so far. This shows that BEL/Pao elements are more abundant than previously thought. We found BEL/Pao elements in seven of the remaining nine genomes, which do not belong to either of the three phyla Nematoda, Arthropoda and Chordata. In two of these seven species no BEL/Pao elements had been identified so far. The wide distribution of BEL/Pao in different metazoan phyla and the occurrence in both metazoan subkingdoms makes it likely that BEL/Pao elements evolved during early metazoan evolution.
The number of BEL/Pao elements we identified in different species varies from zero to more than 2,500 copies in A. aegypti. The high number in A. aegypti is not surprising because the genome of this species is with 1.3 Gb our largest studied non-mammalian genome, and it has been previously reported that more than 50 percent of the A. aegypti genome consists of transposable elements . More generally, transposable elements in A. aegypti are a major factor for its genome size increase compared to related mosquito and fruit fly species . The reason why we find such a big difference in the abundance of BEL/Pao elements in some species remains unknown (as it is for many other transposable elements).
Several factors may influence variation in TE numbers. They include stochastic loss of transposable elements , transposition bursts in response to environmental stressors , and differences in effective population sizes that render selection against the deleterious effects of transposable elements more or less effective . Additionally, we note that our transposable element identification approach might only give a lower bound for the number of BEL/Pao elements in a genome. The reason is that genome sequences differ in their quality. Many genomes are represented by many small sequence contigs instead of one sequence per chromosome. This might prevent the identification of some elements at the end of a sequence contig. However, we note that this cannot be the only cause for the differences we find. For example, the genome sequences of A. aegypti and D. melanogaster are available as contigs with a median length of 683 kb and 10,805 kb, respectively. Even though the genome of D. melanogaster has longer contigs than A. aegypti, it contains fewer BEL/Pao elements (178 versus 2524 elements, respectively).
Overall, BEL/Pao elements are the second most abundant class of LTR retrotransposons in the genomes we studied, a pattern that also holds for most of our study genomes individually. Only elements belonging to the Ty3/Gypsy class are, on average, more abundant. By comparison, Ty1/Copia and DIRS elements account for only a small fraction of LTR retrotransposons (6.7 and 2.8 percent, respectively). Only some genomes, such as that of Brugia malayi and the two Nasonia species, show a different distribution of LTR element classes. B. malayi, a causative agent of the tropical disease lymphatic filariasis, contains only BEL/Pao elements and no elements from the other classes. The Nasonia species on the other hand, harbor all four classes and BEL/Pao elements are only the third most abundant class (11.7 percent over all three species). Our observations are broadly consistent with previous studies. For example, one study in A. gambiae  and one in B. mori  report the Ty3/Gypsy class to be the most abundant LTR class in these two organisms, followed by BEL/Pao and Ty1/Copia. Another study focused on LTR elements in C. elegans , and it found the BEL/Pao class to be the most abundant, followed by the Ty3/Gypsy class. It did not identify any Ty1/Copia elements . Our results agree with this finding.
While previous studies concentrated on elements from one species, we analyzed elements from multiple species. However, our data set still only represents a small fraction of all metazoan species. The NCBI's genome sequencing project site lists 88 non-mammalian metazoan genomes as "in progress" http://www.ncbi.nlm.nih.gov/genomes/leuks.cgi. Some of these species cover phyla which have not been studied so far with respect to BEL/Pao elements. Therefore, the results of our study will likely be extended with every new genome release.
A ten-fold increase in family number
We clustered our BEL/Pao elements into 1,725 families (817 multi-element families and 908 singletons) which is more than a ten-fold increase in family number compared to the approximately 160 BEL/Pao families known so far. Part of this increase can be explained by the 251 families identified in the 20 previously not analyzed genomes. However, the bulk of this increase in family number comes from newly identified families in previously studied species. For example, we identified two previously unknown families with a copy number of more than 200 elements.
One potential explanation for the high family number might be that our clustering approach divided the elements from one species into too many small families. However, our analysis of the well-studied and well-annotated fruit fly D. melanogaster genome argues against this possibility. This analysis finds that the ten families we identify are largely congruent with previous annotation. The only exception are elements belonging to the ninja-Dsim-like family (nine elements). Our clustering approach divided this family into two families. Additionally in one of the two ninja-Dsim-like families, we find an element from the aurora family. However, this change in annotation affects only one in 178 elements (0.6 percent). The aurora element is the only element of that family in D. melanogaster, raising the possibility that one of the ninja-Dsim-like elements was falsely annotated as an aurora element. Indeed, the alignment of all annotated ninja-Dsim-like elements in D. melanogaster shows a high average sequence divergence (in both ninja-Dsim-like families the elements have an average similarity of 64 percent) and the aurora element is very similar to large parts of some of the ninja-Dsim-like elements.
Overall, the comparison of our families to the previously annotated TEs in D. melanogaster shows that our clustering does not separate the elements into too many small families. Our approach correctly classified 177 out of 178 elements. We therefore believe that the high number of BEL/Pao families we identified is a faithful reflection of actual BEL/Pao element diversity.
Major subclades separated early
Previous studies, which were based on fewer than 25 BEL/Pao elements, identified five superfamilies of BEL/Pao elements: Pao, Sinbad, BEL, Tas and Suzu [16, 23], named after the first element identified in each superfamily. Our phylogenetic tree is based on 893 BEL/Pao families and it also identified these five known superfamilies. Additionally we found one completely new superfamily (Flow), and a deep separation of the Pao superfamily into the two highly divergent superfamilies Pao and Dan.
We separated the Dan superfamily from the Sinbad superfamily for two reasons. First, one element from the Dan clade was previously annotated to belong to the Pao superfamily. In contrast, we find that the Dan clade is more closely related to the Sinbad superfamily. The best way to resolve this conflict, in our view, is to propose Dan as a second superfamily. Second, because the Sinbad superfamily also contains elements from Danio rerio, the Dan clade is not simply a subbranch of the Sinbad superfamily that contains all elements from Danio rerio. In sum, we think that the Dan clade should be viewed as a separate superfamily. It is very likely that new elements of this superfamily will be identied in genomes that we did not study.
The superfamily tree topology we find differs somewhat from previously reported topologies [16, 23]. We find a very high statistical support for our tree topology (see Figure 4B). This high support makes it unlikely that our tree topology is not correct, especially as it is also supported by many more sequences than any of the previous studies. Additionally the average sequence similarity of elements within one superfamily almost always shows greater amino acid sequence similarity than elements in different superfamilies, which supports our classification into superfamilies.
Most (656 of 893) of our families belong to the Pao or BEL superfamily. This is not surprising because these superfamilies are mainly restricted to arthropod genomes and 27 of our genome sequences (44 percent) belong to this phylum. The other five superfamilies show a more diverse distribution of host genomes. Here, the host genomes come from more than one phylum and, for the Tas and BEL superfamily, even from both metazoan subkingdoms.
The variation in the host species range that we observe has several candidate explanations that our data cannot resolve. On the one hand, BEL/Pao superfamilies might have been lost in some phyla. On the other hand, horizontal transfer of BEL/Pao elements between species belonging to different phyla might be at work. For example, if BEL/Pao elements originated in the eumetazoa, a horizontal transfer event to Amphimedon queenslandica might explain the presence of BEL/Pao elements in the parazoa. We did not find any evidence of recent horizontal transfer between distantly related species, because no such species contain highly similar BEL/Pao elements. This, however, does not exclude the possibility of ancient horizontal transfer events. To identify such transfer events is beyond the scope of our study. But regardless of whether element loss or horizontal transfer explains the current BEL/Pao element distribution, BEL/Pao elements probably originated early in metazoan evolution. This is because BEL/Pao elements occur in both metazoan subkingdoms, and in a wide range of host species from different phyla.
Flow, a new superfamily of BEL/Pao elements
We found a new BEL/Pao superfamily (Flow) which consists of five families and a total of 83 elements present in lower animals. We identified three of these families in two species belonging to the phylum Cnidaria (Hydra magnipapillata, Nematostella vectensis), and the other two families in a species belonging to the phylum Platyhelminthes (Schmidtea mediterranea). In both phyla, Cnidaria and Platyhelminthes, only eleven and two BEL/Pao elements, respectively, had been identified before [16, 23, 38]. The five Flow families are quite diverse (average similarity 45.48 percent). This is not surprising, because they occur in very distantly related species. The new superfamily supports and strengthens the view that BEL/Pao elements arose in early metazoan evolution, because none of its families are present in one of the three well studied phyla Nematoda, Arthropoda, and Chordata.
We identified 7,861 BEL/Pao elements in 53 metazoan genomes, making the BEL/Pao elements the second most abundant class of LTR retrotransposons in metazoan genomes. The elements we identified can be divided into 1,725 families based on the similarity of their nucleotide sequence. Our analysis increases the number of known BEL/Pao families by more than ten-fold. These families can be separated into seven superfamilies based on their phylogenetic relationship. Five of these superfamilies have been known previously, one new superfamily emerges from a highly divergent existing superfamily, and one superfamily is completely new. BEL/Pao elements are present in both metazoan subkingdoms, which suggests that they arose during early metazoan evolution.
We downloaded a total of 73 non-mammalian metazoan genomes from the NCBI's eukaryotic genome sequencing project site http://www.ncbi.nlm.nih.gov/genomes/leuks.cgi with a sequencing status of "Assembly" or "Complete" as of August 25, 2010. If more than one genome sequence was available for one species, we used the sequence that covered most of the genome. Functional LTR elements are at least 5 kb long. To reduce the search time and avoid falsely identifying elements, we excluded contigs from the genome sequences with a length of less than 10 kb from our analysis. The available genome sequence for eleven genomes comprised fewer than 1.5 Mbps. We also excluded these genomes from our analysis because they are too short for a genome-scale analysis. A complete list of all genomes we analyzed is present in additional file 2.
Although previous studies did not identify any BEL/Pao elements in mammalian genomes, we downloaded eleven mammalian genome sequences from the NCBI's eukaryotic genome sequencing project site to validate this observation: Bos taurus, Canis lupus familiaris, Equus caballus, Monodelphis domestica, Mus musculus, Ornithorhynchus anatinus, Rattus norvegicus, Ailuropoda melanoleuca, Cavia porcellus, Lama pacos, Pteropus vampyrus.
We used a combination of two de novo identification algorithms to identify all LTR elements in our set of genomes. Specifically, we applied the two de novo LTR identification algorithms LTRharvest  and find_ltr  to identify all possible LTR elements in our genomes. Subsequently, we separated our de novo identified elements into the four LTR classes Ty1/Copia, Ty3/Gypsy, BEL/Pao and DIRS, merged the two sets of BEL/Pao elements from each algorithm into one set, and assigned an identifier to each element. We now explain important details of this procedure.
LTRharvest and find_ltr both search for structural features, such as LTR sequences, to identify full length LTR elements in a genome sequence. Among all de novo LTR identification programs LTRharvest and find_ltr give the best results with regard to the number of true LTR elements detected . However, the number of false positives can also be high for both programs. Therefore we accepted only candidate elements for further analysis that contained at least one functional domain known to be present in LTR retrotransposons and at least one open reading frame longer than 300 bp. To identify these domains we used hidden Markov models  obtained from Pfam  (Asp_protease, Peptidase_A17, RVT_1, RVT_2, rve, Integrase_Zn, GP36, Retrotrans gag, Integrase, Integrase_Zn, TLV_coat) and used Hmmer http://hmmer.janelia.org to compare these Pfam domains to our de novo candidate elements. Only if Hmmer had found at least one domain with an E-value smaller than 0.01 in an element, we kept the element for further analysis.
We used LTRharvest  with the minimum distance between two LTR sequences (option-mindistltr) set to 2000 base pairs and allowed overlapping hits (option-overlaps). We used find_ltr with default values. Both programs, but especially LTRharvest, return overlapping and nested elements. Where several elements were nested, we only took the innermost element, because it probably represents the younger element. Where elements overlapped, we randomly chose one of the elements for further analysis.
To divide our elements from both de novo sets into Ty1/Copia, Ty3/Gypsy, BEL/Pao and DIRS classes, we constructed specific hidden Markov models for each class. To this end, we downloaded all canonical LTR sequences, prototypic sequences that either represent consensus sequences or a sequence example for a TE family, for each of the four classes from Repbase Update, a database containing repetitive DNA elements in eukaryotes (478, 941, 106 and 68 sequences for Ty1/Copia, Ty3/Gypsy, BEL/Pao and DIRS, respectively). We then used the Pfam hidden Markov models  for the domains listed in the previous paragraph, and identified these domains in all sequences from a given class using Hmmer (http://hmmer.janelia.org; E-value<0.0001). For each LTR class we took all identified domain sequences and aligned the sequences belonging to the same domain using Mafft , checked the alignments manually for obvious errors, and constructed a new hidden Markov model using Hmmer. We next used Hmmer to compare each of the new candidate elements that we had identified against these class-specific hidden Markov models . For each candidate element and each element class we obtained in this way an E-value that reflects how well the element matches the class. We assigned the candidate element to an element class if it matched this class with the smallest (most significant) E-value among all four classes we matched it with. If we did not find a model with an E-value below 10-20, we did not classify the element. By the time we had finished this (time-consuming) analysis, a larger set of specific hidden Markov models for each of the four element classes than our set became freely available . We tested if this new set improved the classification substantially, which was not the case (results not shown).
At this stage, our analysis had created two sets of elements classified as BEL/Pao elements, one set from each of our de novo searches. For each species, we then merged these two BEL/Pao sets into one set of elements according to the following rules: If only one of the search algorithms had identified an element at a given genome position, this element was used for the final set. If both algorithms had identified an element at the same position, we took the element identified by find_ltr, because in our experience find_ltr identified the LTR start and end positions more accurately. If both algorithm had identified an element within 20 bp of each other, we took the element identified by find_ltr. Otherwise, if both algorithms had identified an element, and if these elements were overlapping but their start and end positions differed by more than 20 bp, we took the element which had a length between 2,000 to 15,000 bp. We chose these length thresholds, because based on known elements they are lower and upper bounds for full length elements. If both elements were within this length range, we randomly chose one element. If neither element fulfilled this length criterion, we eliminated the element from further analysis. This occurred only for 0.7 percent (53 out of 7914) of elements we analyzed.
The next stage of our analysis began with the BEL/Pao elements we had identified, and grouped them into different families. To this end, we used the Markov cluster (MCL) algorithm, a fast and scalable unsupervised Markov clustering algorithm for graphs based on simulation of stochastic flow in graphs [27, 28]. This algorithm subdivides a graph whose nodes are transposable elements, and whose weighted edges reflect sequence similarity among elements, into subgraphs. The algorithm defines a family based on the higher connectivity between elements of one family than to elements of a different family. It can therefore overcome the limitations of a fixed similarity threshold (usually 80 percent) for classifying sequences into families. Such a threshold can lead to an inconsistent classification of families, because some element pairs within a family may be more similar than the threshold, whereas others may be less similar. Also, the mere choice of a single threshold lends an element of arbitrariness to the classification procedure, which our approach avoids. Similar clustering approaches were also used to identify protein families between different species (for example [28, 44]), and for the reconstruction of a cyanobacterial tree from conserved protein families . To create a graph out of our BEL/Pao elements, we used a procedure suggested by the author of MCL http://www.micans.org/mcl/man/clmprotocols.html. To be able to compare our clustering to previously annotated families for selected species, we additionally carried out clustering for each species separately. We next describe our procedure in greater detail.
We first carried out an all-against-all nucleotide sequence comparison of all elements using Blast, and recorded all matches with an overlap of at least 500 bp (which corresponds to an average E-value cutoff below e-5). If any pair of sequences matched over more than one stretch of nucleotides, and thus showed two or more matches, we only used the match with the lowest E-value. For each pair of elements with a match, we then converted the E-value into a similarity score in the interval 0 by calculating the negative decadic logarithm of the E-value, and assigning all logarithmically transformed scores greater than 200 a value of 200, thus effectively truncating the score distribution at highly significant E-values. We then normalized these scores to the interval 0. Thus, a match with an E-value < e-200 received the score one, and a match with an E-value of 1 received the score zero.
In the graph-based grouping procedure we used, our elements correspond to nodes and the similarity score between two elements correspond to the edge weight between the two nodes. We loaded the scores into BioLayout , a 3D graph visualization tool, and started MCL  from within this tool. The inflation option of the MCL algorithm affects the cluster granularity. We tested different inflation values on our set of 178 BEL/Pao elements from the well studied Drosophila melanogaster genome, and compared the resulting clustering to the genome annotation. We found that an inflation value of 4.0 and a pre-inflation value of 3.0 best reproduced the known D. melanogaster families. We also used these values for our clustering analysis among genomes. Additionally, we set the smallest detectable cluster size to one. BioLayout assigns an arbitrary color to each element family, and paints the nodes belonging to a family in that color.
Changing the length threshold for our blast matches above would influence the number of element pairs we find, and therefore the number of edges in our graph. A lower length threshold would increase the edge number, whereas a higher threshold would decrease it. We explored different length thresholds and did not find qualitative differences between the clustering of the elements. Also, the number of families with multiple elements did not vary much. By decreasing the length threshold progressively, however, our approach identified fewer singletons (families with only one member), because increasing numbers of singletons got added to existing multi-element families. Conversely, increasing the length threshold, results in more singletons, as families become more and more fragmented. These new singletons typically are the most diverged elements in a family.
Sequence alignment and phylogenetic reconstruction
We next describe how we constructed the phylogenetic tree that helped us classify elements into superfamilies. Our procedure had three steps. In the first, we defined, separately for each family, a consensus sequence for each of the protease, reverse transcriptase and integrase domains (three consensus sequences per family). Second, we used these consensus sequences to produce a multiple sequence alignment of elements in all families. Third, we constructed a phylogenetic tree from this alignment. We now describe important details of each step.
In the first step, we constructed for each of the families we had identified multiple alignments of the protease, reverse transcriptase and integrase domains using Mafft version 5 . To this end, we used the amino acid sequences of the domains of all elements within one family. From the resulting alignments, we constructed a consensus sequence for each domain using the most common amino acid at any given position. If two or more amino acids were equally most common, we chose one of them randomly.
Additionally, we required that an amino acid had to be present (i) in at least one third of the sequences in the alignment, and (ii) in at least two sequences. If we could not identify a consensus amino acid at any one position based on these rules, we used the letter 'X' in the consensus sequence at that position. If the average pairwise similarity in the multiple alignment of one domain was below 70 percent and/or more than 5 positions in the consensus sequence correspond to an 'X', we validated the alignment and consensus sequence manually.
In the second step, we used all families where a consensus sequence for all three domains was available (893 families in total, or 51.8 percent of all our families). To be able to also include previously identified elements and elements from species we had not analyzed, we included all BEL/Pao elements from Repbase Update  and from the Gypsy Database (GyDB)  where we were able to identify all three domains (92 and 16 elements in total, respectively). Using these elements and the families we had identified we constructed a multiple alignment for each domain (three alignments in total) based on the consensus sequences for each family described in the preceding paragraph. We then concatenated these three alignments into one alignment in the order in which these domains occur in BEL/Pao elements (protease, reverse transcriptase and integrase) . We concatenated sequences only after the alignment instead of before aligning them to avoid falsely aligning sequences from different domains.
Based on the concatenated multiple alignment, we then computed a phylogenetic tree of BEL/Pao elements using PhyML_aLRT  a version of PhyML  that incorporates an approximate likelihood ratio test to estimate the statistical support of the tree topology. This approach is superior to a bootstrap calculation with respect to accuracy and power, and it is computationally much more efficient . The method assigns to each branch a statistical significance ranging from 0 (least significant) to 1 (highly significant). We used the default options of PhyML_aLRT with the JTT matrix for amino acid substitutions, the proportion of invariable sites set to zero, and with only one category of substitution rate . We chose the χ2-based parametric branch support for approximate likelihood ratio tests . As outgroups we used the domain sequences from the Copia and Gypsy element in Drosophila melanogaster, as given by Repbase Update [47, 48].
We then separated our BEL/Pao families into superfamilies based on the major clades in the phylogenetic tree. Using the protdist program from the PHYLIP package  we calculated the average percent similarity of sequence pairs within a superfamily, as well as for sequence pairs whose members belonged to different superfamilies.
We would like to acknowledge support from Swiss National Science Foundation grants 315200-116814, 315200-119697, and 315230-129708.
- Craig NL, Craigie R, Gellert M, Lambowitz AM, (Eds): Mobile DNA II. 2002, Washington: ASM Press
- Kidwell MG, Lisch DR: Perspective: transposable elements, parasitic DNA, and genome evolution. Evolution Int J Org Evolution. 2001, 55: 1-24. [http://www.jstor.org/pss/2640685]View Article
- Ganko EW, Bhattacharjee V, Schliekelman P, McDonald JF: Evidence for the contribution of LTR retrotransposons to C. elegans gene evolution. Mol Biol Evol. 2003, 20 (11): 1925-1931. 10.1093/molbev/msg200. [http://dx.doi.org/10.1093/molbev/msg200]View ArticlePubMed
- Eickbush TH, Malik HS: Origins and evolution of retrotransposons. Mobile DNA II. Edited by: Craig NL, Craigie R, Gellert M, Lambowitz AM. 2002, Herndon: ASM Press, 1111-1144.View Article
- Xiong Y, Eickbush TH: Origin and evolution of retroelements based upon their reverse transcriptase sequences. EMBO J. 1990, 9 (10): 3353-3362. [http://www.ncbi.nlm.nih.gov/pubmed/1698615?dopt=Abstract]PubMedPubMed Central
- Malik HS, Henikoff S, Eickbush TH: Poised for contagion: evolutionary origins of the infectious abilities of invertebrate retroviruses. Genome Res. 2000, 10 (9): 1307-1318. 10.1101/gr.145000. [http://genome.cshlp.org/cgi/content/abstract/10/9/1307]View ArticlePubMed
- Song SU, Gerasimova T, Kurkulos M, Boeke JD, Corces VG: An env-like protein encoded by a Drosophila retroelement: evidence that gypsy is an infectious retrovirus. Genes Dev. 1994, 8 (17): 2046-2057. 10.1101/gad.8.17.2046. [http://genesdev.cshlp.org/cgi/content/abstract/8/17/2046]View ArticlePubMed
- Volff JN: Turning junk into gold: domestication of transposable elements and the creation of new genes in eukaryotes. Bioessays. 2006, 28 (9): 913-922. 10.1002/bies.20452. [http://dx.doi.org/10.1002/bies.20452]View ArticlePubMed
- Miguel C, Simoes M, Oliveira MM, Rocheta M: Envelope-like retrotransposons in the plant kingdom: evidence of their presence in gymnosperms (Pinus pinaster). J Mol Evol. 2008, 67 (5): 517-525. 10.1007/s00239-008-9168-3. [http://dx.doi.org/10.1007/s00239-008-9168-3]View ArticlePubMed
- Lynch M: Mobile Genetic Elements. The Origin of Genome Architecture. Edited by: Lynch M. 2007, Sunderland: Sinauer Associates, 151-192.
- Xiong Y, Burke WD, Eickbush TH: Pao, a highly divergent retrotransposable element from Bombyx mori containing long terminal repeats with tandem copies of the putative R region. Nucleic Acids Res. 1993, 21 (9): 2117-2123. 10.1093/nar/21.9.2117. [http://nar.oxfordjournals.org/cgi/content/abstract/21/9/2117]View ArticlePubMedPubMed Central
- Goodwin TJ, Poulter RT: The DIRS1 group of retrotransposons. Mol Biol Evol. 2001, 18 (11): 2067-2082. [http://mbe.oxfordjournals.org/cgi/content/abstract/18/11/2067]View ArticlePubMed
- Cook JM, Martin J, Lewin A, Sinden RE, Tristem M: Systematic screening of Anopheles mosquito genomes yields evidence for a major clade of Pao-like retrotransposons. Insect Mol Biol. 2000, 9: 109-117. 10.1046/j.1365-2583.2000.00167.x. [http://www3.interscience.wiley.com/journal/119047480/abstract?CRETRY=1&SRETRY=0]View ArticlePubMed
- Frame IG, Cutfield JF, Poulter RT: New BEL-like LTR-retrotransposons in Fugu rubripes, Caenorhabditis elegans, and Drosophila melanogaster. Gene. 2001, 263 (1-2): 219-230. 10.1016/S0378-1119(00)00567-9. [http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6T39-42D2CGD-V&_user=5294990&_rdoc=1&_fmt=&_orig=search&_sort=d&view=c&_acct=C000049009&_version=1&_urlVersion=0&_userid=5294990&md5=8f2f72f0810f999e62907026d01a743a]View ArticlePubMed
- DeMarco R, Kowaltowski AT, Machado AA, Soares MB, Gargioni C, Kawano T, Rodrigues V, Madeira AMBN, Wilson RA, Menck CFM, Setubal JC, Dias-Neto E, Leite LCC, Verjovski-Almeida S: Saci-1, -2, and -3 and Perere, four novel retrotransposons with high transcriptional activities from the human parasite Schistosoma mansoni. J Virol. 2004, 78 (6): 2967-2978. 10.1128/JVI.78.6.2967-2978.2004. [http://jvi.asm.org/cgi/content/abstract/78/6/2967]View ArticlePubMedPubMed Central
- Copeland CS, Mann VH, Morales ME, Kalinna BH, Brindley PJ: The Sinbad retrotransposon from the genome of the human blood fluke, Schistosoma mansoni, and the distribution of related Pao-like elements. BMC Evol Biol. 2005, 5: 20-10.1186/1471-2148-5-20. [http://dx.doi.org/10.1186/1471-2148-5-20]View ArticlePubMedPubMed Central
- Jin-Shan X, Qing-You X, Jun L, Guo-Qing P, Ze-Yang Z: Survey of long terminal repeat retrotransposons of domesticated silkworm (Bombyx mori). Insect Biochem Mol Biol. 2005, 35 (8): 921-929. 10.1016/j.ibmb.2005.03.014. [http://dx.doi.org/10.1016/j.ibmb.2005.03.014]View ArticlePubMed
- Felder H, Herzceg A, de Chastonay Y, Aeby P, Tobler H, Müller F: Tas, a retrotransposon from the parasitic nematode Ascaris lumbricoides. Gene. 1994, 149 (2): 219-225. 10.1016/0378-1119(94)90153-8. [http://www.sciencedirect.com/science?_ob=ArticleURL&_udi=B6T39-47P81R0-4&_user=5294990&_coverDate=11%2F18%2F1994&_rdoc=1&_fmt=high&_orig=search&_origin=search&_sort=d&_docanchor=&view=c&_searchStrId=1485647101&_rerunOrigin=scholar.google&_acct=C000049009&_version=1&_urlVersion=0&_userid=5294990&md5=c2ed112288d2d1d49d51da04712c1dbe&searchtype=a]View ArticlePubMed
- Steinemann M, Steinemann S: The enigma of Y chromosome degeneration: TRAM, a novel retrotransposon is preferentially located on the Neo-Y chromosome of Drosophila miranda. Genetics. 1997, 145 (2): 261-266. [http://www.genetics.org/cgi/content/abstract/145/2/261]PubMedPubMed Central
- Abe H, Ohbayashi F, Sugasaki T, Kanehara M, Terada T, Shimada T, Kawai S, Mita K, Kanamori Y, Yamamoto MT, Oshiki T: Two novel Pao-like retrotransposons (Kamikaze and Yamato) from the silkworm species Bombyx mori and B. mandarina: common structural features of Pao-like elements. Mol Genet Genomics. 2001, 265 (2): 375-385. 10.1007/s004380000428. [http://www.springerlink.com/content/f85tfdw81qfutxav/]View ArticlePubMed
- Jurka J, Kohany O: LTR retrotransposons from Daphnia. Repbase Reports. 2010, 10: 649-664.
- Llorens C, Futami R, Covelli L, Domínguez-Escribisá L, Viu JM, Tamarit D, Aguilar-Rodríguez J, Vicente-Ripolles M, Fuster G, Bernet GP, Maumus F, Munoz-Pomer A, Sempere JM, Latorre A, Moyawa A: The Gypsy Database (GyDB) of mobile genetic elements: release 2.0. Nucleic Acids Res. 2011, D70-D74. [http://dx.doi.org/10.1093/nar/gkq1061]39 Database
- Llorens C, Futami R, Covelli L, Domínguez-Escribà L, Viu JM, Tamarit D, Aguilar-Rodríguez J, Vicente-Ripolles M, Fuster G, Bernet GP, Maumus F, Munoz-Pomer A, Sempere JM, Latorre A, Moya A: The Gypsy Database (GyDB) of mobile genetic elements: release 2.0. Nucleic Acids Res. 2010, [http://dx.doi.org/10.1093/nar/gkq1061]
- Marsano RM, Caizzi R: A genome-wide screening of BEL-Pao like retrotransposons in Anopheles gambiae by the LTR_STRUC program. Gene. 2005, 357 (2): 115-121. 10.1016/j.gene.2005.06.010. [http://dx.doi.org/10.1016/j.gene.2005.06.010]View ArticlePubMed
- Jurka J, Kapitonov VV, Pavlicek A, Klonowski P, Kohany O, Walichiewicz J: Repbase Update, a database of eukaryotic repetitive elements. Cytogenet Genome Res. 2005, 110 (1-4): 462-467. 10.1159/000084979. [http://dx.doi.org/10.1159/000084979]View ArticlePubMed
- Nene V, Wortman JR, Lawson D, Haas B, Kodira C, Tu ZJ, Loftus B, Xi Z, Megy K, Grabherr M, et al: Genome sequence of Aedes aegypti, a major arbovirus vector. Science. 2007, 316 (5832): 1718-1723. 10.1126/science.1138878. [http://dx.doi.org/10.1126/science.1138878]View ArticlePubMed
- van Dongen S: Graph Clustering by Flow Simulation. PhD thesis. 2000, University of Utrecht, [http://www.micans.org/mcl/]
- Enright AJ, Dongen SV, Ouzounisw CA: An efficient algorithm for large-scale detection of protein families. Nucleic Acids Res. 2002, 30 (7): 1575-1584. 10.1093/nar/30.7.1575. [http://nar.oxfordjournals.org/content/30/7/1575.abstract]View ArticlePubMedPubMed Central
- de la Chaux N, Wagner A: Evolutionary dynamics of the LTR retrotransposons roo and rooA inferred from twelve complete Drosophila genomes. BMC Evol Biol. 2009, 9: 205-10.1186/1471-2148-9-205. [http://dx.doi.org/10.1186/1471-2148-9-205]View ArticlePubMedPubMed Central
- Katoh K, Kuma K, Toh H, Miyata T: MAFFT version 5: improvement in accuracy of multiple sequence alignment. Nucleic Acids Res. 2005, 33 (2): 511-518. 10.1093/nar/gki198. [http://dx.doi.org/10.1093/nar/gki198]View ArticlePubMedPubMed Central
- Anisimova M, Gascuel O: Approximate likelihood-ratio test for branches: A fast, accurate, and powerful alternative. Syst Biol. 2006, 55 (4): 539-552. 10.1080/10635150600755453. [http://sysbio.oxfordjournals.org/content/55/4/539]View ArticlePubMed
- Guindon S, Gascuel O: A simple, fast, and accurate algorithm to estimate large phylogenies by maximum likelihood. Syst Biol. 2003, 52 (5): 696-704. 10.1080/10635150390235520. [http://www.jstor.org/sici?sici=1063-5157(200310)52%3A5%3C696%3AASFAAA%3E2.0.CO%3B2-J]View ArticlePubMed
- Davis SP, Judd HB: Nucleotide sequence of the transposable element, BEL, of Drosophila melanogaster. Drosoph Inf Serv. 1995, 76: 134-136.
- Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ: Basic local alignment search tool. J Mol Biol. 1990, 215 (3): 403-410. [http://www.ncbi.nlm.nih.gov/pubmed/2231712]View ArticlePubMed
- Hotopp JCD, Clark ME, Oliveira DCSG, Foster JM, Fischer P, Torres MCM, Giebel JD, Kumar N, Ishmael N, Wang S, Ingram J, Nene RV, Shepard J, Tomkins J, Richards S, Spiro DJ, Ghedin E, Slatko BE, Tettelin H, Werren JH: Widespread lateral gene transfer from intracellular bacteria to multicellular eukaryotes. Science. 2007, 317 (5845): 1753-1756. 10.1126/science.1142490. [http://dx.doi.org/10.1126/science.1142490]View Article
- Capy P, Gasperi G, Biémont C, Bazin C: Stress and transposable elements: co-evolution or useful parasites?. Heredity. 2000, 85 (Pt 2): 101-106. [http://www.nature.com/hdy/journal/v85/n2/abs/6887510a.html]View ArticlePubMed
- Ganko EW, Fielman KT, McDonald JF: Evolutionary history of Cer elements and their impact on the C. elegans genome. Genome Res. 2001, 11 (12): 2066-2074. 10.1101/gr.196201. [http://dx.doi.org/10.1101/gr.196201]View ArticlePubMedPubMed Central
- Jurka J: BEL-type family of LTR-retrotransposons from Schmidtea mediterranea. Repbase Reports. 2008, 8 (2): 39-39.
- Ellinghaus D, Kurtz S, Willhoeft U: LTRharvest, an efficient and flexible software for de novo detection of LTR retrotransposons. BMC Bioinformatics. 2008, 9: 18-10.1186/1471-2105-9-18. [http://dx.doi.org/10.1186/1471-2105-9-18]View ArticlePubMedPubMed Central
- Rho M, Choi JH, Kim S, Lynch M, Tang H: De novo identification of LTR retrotransposons in eukaryotic genomes. BMC Genomics. 2007, 8: 90-10.1186/1471-2164-8-90. [http://dx.doi.org/10.1186/1471-2164-8-90]View ArticlePubMedPubMed Central
- Lerat E: Identifying repeats and transposable elements in sequenced genomes: how to find your way through the dense forest of programs. Heredity. 2010, 104 (6): 520-533. 10.1038/hdy.2009.165. [http://dx.doi.org/10.1038/hdy.2009.165]View ArticlePubMed
- Krogh A, Brown M, Mian IS, Sjölander K, Haussler D: Hidden Markov models in computational biology. Applications to protein modeling. J Mol Biol. 1994, 235 (5): 1501-1531. 10.1006/jmbi.1994.1104. [http://dx.doi.org/10.1006/jmbi.1994.1104]View ArticlePubMed
- Finn RD, Tate J, Mistry J, Coggill PC, Sammut SJ, Hotz HR, Ceric G, Forslund K, Eddy SR, Sonnhammer ELL, Bateman A: The Pfam protein families database. Nucleic Acids Res. 2008, D281-D288. [http://dx.doi.org/10.1093/nar/gkm960]36 Database
- Wasmuth J, Daub J, Peregrín-Alvarez JM, Finney CAM, Parkinson J: The origins of apicomplexan sequence innovation. Genome Res. 2009, 19 (7): 1202-1213. 10.1101/gr.083386.108. [http://dx.doi.org/10.1101/gr.083386.108]View ArticlePubMedPubMed Central
- Swingley WD, Blankenship RE, Raymond J: Integrating Markov clustering and molecular phylogenetics to reconstruct the cyanobacterial species tree from conserved protein families. Mol Biol Evol. 2008, 25 (4): 643-654. 10.1093/molbev/msn034. [http://dx.doi.org/10.1093/molbev/msn034]View ArticlePubMed
- Enright AJ, Ouzounis CA: BioLayout-an automatic graph layout algorithm for similarity visualization. Bioinformatics. 2001, 17 (9): 853-854. 10.1093/bioinformatics/17.9.853. [http://bioinformatics.oxfordjournals.org/content/17/9/853.abstract]View ArticlePubMed
- Emori Y, Shiba T, Kanaya S, Inouye S, Yuki S, Saigo K: The nucleotide sequences of copia and copia-related RNA in Drosophila virus-like particles. Nature. 1985, 315 (6022): 773-776. 10.1038/315773a0.View ArticlePubMed
- Yuki S, Ishimaru S, Inouye S, Saigo K: Identification of genes for reverse transcriptase-like enzymes in two Drosophila retrotransposons, 412 and gypsy; a rapid detection method of reverse transcriptase genes using YXDD box probes. Nucleic Acids Res. 1986, 14 (7): 3017-3030. 10.1093/nar/14.7.3017.View ArticlePubMedPubMed Central
- PHYLIP package. [http://evolution.genetics.washington.edu/phylip.html]
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.