- Research article
- Open Access
Systematic analysis of insertions and deletions specific to nematode proteins and their proposed functional and evolutionary relevance
BMC Evolutionary Biology volume 9, Article number: 23 (2009)
Amino acid insertions and deletions in proteins are considered relatively rare events, and their associations with the evolution and adaptation of organisms are not yet understood. In this study, we undertook a systematic analysis of over 214,000 polypeptides from 32 nematode species and identified insertions and deletions unique to nematode proteins in more than 1000 families and provided indirect evidence that these alterations are linked to the evolution and adaptation of nematodes.
Amino acid alterations in sequences of nematodes were identified by comparison with homologous sequences from a wide range of eukaryotic (metzoan) organisms. This comparison revealed that the proteins inferred from transcriptomic datasets for nematodes contained more deletions than insertions, and that the deletions tended to be larger in length than insertions, indicating a decreased size of the transcriptome of nematodes compared with other organisms. The present findings showed that this reduction is more pronounced in parasitic nematodes compared with the free-living nematodes of the genus Caenorhabditis. Consistent with a requirement for conservation in proteins involved in the processing of genetic information, fewer insertions and deletions were detected in such proteins. On the other hand, more insertions and deletions were recorded for proteins inferred to be involved in the endocrine and immune systems, suggesting a link with adaptation. Similarly, proteins involved in multiple cellular pathways tended to display more deletions and insertions than those involved in a single pathway. The number of insertions and deletions shared by a range of plant parasitic nematodes were higher for proteins involved in lipid metabolism and electron transport compared with other nematodes, suggesting an association between metabolic adaptation and parasitism in plant hosts. We also identified three sizable deletions from proteins found to be specific to and shared by parasitic nematodes, which, given their uniqueness, might serve as target candidates for drug design.
This study illustrates the significance of using comparative genomics approaches to identify molecular elements unique to parasitic nematodes, which have adapted to a particular host organism and mode of existence during evolution. While the focus of this study was on nematodes, the approach has applicability to a wide range of other groups of organisms.
Novel molecular signatures specific to particular taxonomic or organismal groups have possible applications for advancing of our understanding of the species within them. In addition, emerging strategies for protein engineering and drug design exploit molecular evolutionary information of proteins [1–6]. Approaches such as targeting evolutionary conserved residues and domains in proteins to modify the interaction of enzymes with other compounds have been reported [2, 7–9]. An example is the development of the drug Raltegravir, which targets the conserved reaction core domain of integrase of the human immunodeficiency virus (HIV) [10, 11] and provides a treatment for patients with resistance to conventional classes of drugs against human immunodeficiency virus (HIV) infections. However, compared to the focus on conserved proteins, there has been very limited attention to exploring variation in protein sequences and structures linked to insertion/deletion events in homologous proteins among different groups of organisms. Depending on their location and size, insertions and deletions can have a significant effect on the structure and function of proteins, resulting in significant diversity and reflecting the adaptation of an organism to a specific mode of existence or environment [12, 13]. Therefore, insertions and/or deletions unique to particular groups of organisms could advance our understanding of such groups at a molecular level and provide useful genetic, biochemical or physiological markers and targets for drug design.
Insertions and deletions (indels) in coding sequences have been reported to be the result of one or more mutation processes, including DNA mispairing , crossover , transposition , and/or others . However, the precise processes and mechanisms remain to be determined. Despite their effects on sequence diversity, indels are considered to be relatively rare events compared to point mutations [18, 19]. Indels are also less likely than substitutions to be selectively neutral and are proposed to be under constant selective pressure and are frequently deleterious . Many proteins are under substantial functional and structural constraints, thus limiting substitutions at the amino acid level . Indels accumulated during evolution, not deleterious to a species or a group of species, can change protein structures and function [22, 23] leading to adaptations to new environments .
The paucity of information on indels, particularly those conserved across different phyla, has limited our understanding of protein function and evolution in relation to the adaptation of organisms to particular environments or hosts. Interestingly, preliminary study of proteins inferred from genomic data sets for parasitic nematodes suggested the presence of nematode-specific proteins and indels compared with other Metazoa (Mitreva et al., unpublished), which emphasizes the need to undertake extensive investigation for different evolutionary groups. A systematic, comparative bioinformatics analysis of sequence and structural differences in proteins could thus provide unique insights into evolutionary and functional aspects of proteins in parasitic organisms, particularly in relation to host adaptation and ecology. From an applied perspective, such analyses could also identify indel events that might be further explored for the rational design of drugs to such unique targets. This latter statement is particularly pertinent to parasitic nematodes, because of widespread problems with drug resistance [25, 26] and the need to find new intervention strategies, including drugs and vaccines .
Nematodes represent one of the largest phyla of animals, yet many remain poorly described. Thus far, more than 25,000 have been described . Although there are many uncertainties regarding the evolution of Nematoda, a molecular phylogeny, based on the use of a ribosomal subunit gene, has proposed five main clades (I-V) [29, 30]. These clades reflect the diversity in biology and ecology within Nematoda and suggest that the adaptation to parasitism has occurred multiple times during their evolution. In contrast to free-living nematodes, such as members of the genus Caenorhabditis, many parasitic nematodes cause diseases in plants and animals and are thus of major socioeconomic importance. For instance, hundreds of millions of people are infected with geohelminths (soil-transmitted worms), such as Ancylostoma duodenale and/or Necator americanus, Trichuris trichiura and Ascaris spp. , causing serious adverse effects on human health, particularly in children. Similarly, parasitic nematodes of livestock, such as cattle and sheep, also cause substantial economic losses worldwide, with billions of dollars spent annually on the treatment and control of nematodes. In addition to the socioeconomic impact that these parasites have, there is potential for the emergence of resistance against the main classes of nematocidal compounds used to treat the diseases they cause . Therefore, there is a significant need to work towards discovering new compounds to control these parasites.
Genomic technologies can assist in this discovery effort. For example, expressed sequence tag (EST) sequencing projects provide a resource for the prediction of new drug and vaccine targets [e.g. [33–35]]. Recently, the projects conducted at Washington University with its collaborators have succeeded in generating ~300,000 expressed sequence tags (ESTs) from 32 species of nematodes representing four of the five clades of the Nematoda. The amount and depth of this dataset enabled us to carry out a systematic analysis of insertions and deletions in proteins inferred from these transcripts by comparing to proteins from a range of other organisms (including a range of metazoans). The present study conducted a comprehensive comparative analysis to identify indels specific to nematode proteins and their relationships with molecular function and organism adaptation. This initial analysis provided a foundation for "indel-based" drug design in nematodes, while elucidating possible mechanisms of nematode parasitism, adaptation and protein evolution.
Taking advantage of the abundance of nematode sequences accumulated from several nematode sequencing projects, and the large evolutionary distances between some sequences, the present study characterized insertions and deletions (indels) unique to nematode proteins. Distinct from most previous studies [19, 36–38], which combined data on indels, the present analysis considered both insertion and deletion events by comparing nematode proteins with those of their homologues in other eukaryotic (metazoan) organisms. We defined insertions unique to nematodes as gaps common to all other eukaryotic sequences, and nematode-unique deletions as gaps absent from any other sequence. To ensure the reliability in the identification of insertions and deletions, we focused the analyses on the 1286 families with 10 or more homologues available from other metazoa and at least one fungus. These families contain 20,695 polypeptides (12,583 inferred from EST contigs and 8,112 from five different genome sequences) in nematodes. The average length of the peptides inferred from EST contigs and genomes was 171 and 456 amino acids (aa), respectively. For a protein family to be considered in the present analysis, it had to represent at least 3 different species (one species of Caenorhabditis and at least 2 parasitic species). Hence, only alignments that represented both Caenorhabditis and parasitic nematodes were evaluated, thus eliminating bias due to length differences. We studied the evolution of the insertions and deletions in nematodes via a detailed analysis of insertion and deletion events that were shared among different lineages or clades. The relationships of these indels were studied by examining the inferred function of their corresponding proteins. Also, the associations between the presence of indels and different tropic ecology (i.e., food source) as well as the parasitic mode of existence were studied.
Uneven insertions and deletions
EST databases  provide a large amount of sequence data for nematodes. A total of 130,357 translations of contig-level EST consensus sequences (comprising 262,497 ESTs) originating from 29 nematode species, were complemented with complete datasets (84,408 proteins) generated in five genome sequencing projects (3 Caenorhabditis species, Brugia malayi, and Ancylostoma caninum). Hence, a total of 214,159 polypeptides/proteins from 32 nematode species were used for the subsequent analysis (Figure 1). The systematic analysis (Figure 2) defined 54,036 homologous families, of which 5,326 were common to at least three species (one Caenorhabditis and 2 parasitic nematodes). By focusing on the nematode protein families with homologues in other eukaryotic organisms, we were able to define nematode-specific indels, employing fungal sequences as outgroups. Within these 1,286 families of proteins, the defined number of deletions (10,132) was significantly greater (P < 0.0001, Chi-square) than the number of insertions (3,507). In addition, the deletions (31.3 residues/positions) tended to be longer than the insertions (7.1 residues/position) (Figure 3) (P < 0.0001, Chi-square).
Subsets of protein families (173 groups) representing at least two species from each clade of the phylum Nematoda (I, III, IV, V) were selected (according to the distribution of member sequences according to species), in order to conduct an analysis of indel events in relation to the proposed molecular phylogeny of Nematoda. For the 173 families, 2,236 deletions and 636 insertions were identified, with a significant bias (P < 0.0001, Chi-square) toward deletions, and, again, the deletions tended to be larger. The indels could be classified into 11 groups based on whether they were common or restricted to clade(s) or lineages (see Methods). The distribution of indels of the 173 families (Figure 4) showed limited numbers of indels at the internal nodes (in terms of common to members from the same clade or different clades), suggesting that the majority of the indels identified evolved after the separation of the clades. The largest number of indels belonged to sequences representing Clade V (Figure 4). For each clade, < 3% of indels were common to all members. Under the assumption that indels shared by all members of a lineage occurred at its last common ancestor (LCA), the present data indicated that shared insertions tended to be more basal than shared deletions (Figure 4). Seven of 14 (50%) of the shared insertions were generated at the LCA, in contrast to < 6% (3 of 53) for deletions (P < 0.0001; Fisher Exact test). More insertions than deletions occurred at the LCA of all nematodes and the LCAs of Clades III, IV and V, whereas more deletions occurred across all other lineages, which is consistent with the tendency of nematode proteins to have more deletions than insertions.
Evidence of a link between indels and the adaptation from free-living Caenorhabditis to a parasitic mode of existence
We investigated indels based on their trophic ecology, i.e. FLN (Free-living Nematodes representing predominantly the Caenorhabditis lineage), PPN (Plant-parasitic Nematodes), and APN (Animal-parasitic Nematodes). These three groups of nematodes had a limited number of common indels (Table 1). The free-living Caenorhabditis nematodes had in common ~10% of deletions and ~30% of their insertions. Interestingly, free-living nematodes had more insertions compared with parasitic nematodes (P < 0.0001, Chi-square) (Table 1). The ratio of insertions to deletions for free-living nematodes was 0.44, whereas for nematodes parasitic in animals and plants, the ratios were lower (0.26 and 0.25, respectively). Also, Caenorhabditis spp. shared more insertions (213) than deletions (159). There were only three deletion events (> 10 residues) and one insertion event (1 residue) common to all parasitic nematodes. The proteins associated with the shared insertion were inferred to be involved in fatty acid synthesis (3-oxoacyl- [acyl-carrier protein] reductase). The three deletion events were linked to proteins associated with genetic information processing (26S proteasome regulatory subunit N, and small subunit ribosomal protein S14), and environmental information processing (mitochondrial carrier protein). Because these deletion events were shared only by parasitic nematodes representing different clades, they are likely linked to an adaptation to parasitism. To examine whether these shared, unique indels might represent novel molecular features that warrant further exploration (e.g. targets for parasite intervention), we mapped (as an example) the deletion of the protein family homologous to mitochondrial carrier protein to the structure of its bovine homologue . Figure 5 shows that there is a deletion of an entire helix, including its terminal loops, from the nematode proteins. Unfortunately, there is no structural data available for the other protein families.
Interested in proteins with common indels that might relate specifically to a parasitic mode of existence, we classified the protein families with indels common to FLN, PPN, or APN, according to the Panther protein classification system. Table 2 lists the top ten processes based on the number of assigned protein families and grouped them according to the trophic ecology of the species (a complete list of the mappings to the Panther protein classification system is available as Additional file 1). While the highest percentage of families were mapped to "nucleotide metabolism", there was no significant difference among the three different types of nematodes. In contrast, there was a significant difference among nematodes in the number of mappings to the electron transport and lipid metabolism (P < 0.05). In both these categories, PPN had an increased number of families compared with FLN and APN. Approximately 22% of the PPN protein families were associated with these two functional classes, compared with < 10% for free-living and animal-parasitic nematodes (statistically significant difference at P < 0.01, Chi-square).
Mapping indel events identified in protein families to cellular pathways
The frequencies of indel events in particular protein families involved in cellular pathways were inferred, in order to explore possible links to biological function and the adaptation of nematodes to their environment and/or hosts. The KEGG pathway database enables associations to metabolic and regulatory pathways, and was therefore used for this analysis. According to KEGG analysis, four main types of pathways were identified: genetic information processing, cellular processes, metabolism, and environmental information processing. The lowest frequencies of insertions and deletions were linked to proteins involved in genetic information processing, whereas the highest frequencies were associated with cellular processes (Table 3), with a difference of ~50% between them. The differences among deletions and insertions were statistically significant (P < 0.05 and P < 0.1, respectively; T-test). A complete list of all KEGG mappings is available as Additional file 2. Examining sub-pathways, transcription was the least represented (4.28 deletions and 2.15 insertions), whereas endocrine signaling and immune system had the highest representation (11.90 deletions and 4.08 insertions; and 11.70 deletions and 3.96 insertions, respectively) (Additional file 3). The differences in frequency and size of indels within proteins involved in single pathways versus proteins involved in multiple pathways were also investigated. This analysis included > 300 families homologous to multi-pathway proteins and > 600 families homologous to other proteins, and revealed that the average frequencies of both insertions and deletions of the multi-pathway families were ~30% higher than those of others (insertions: 3.01 versus 2.42; deletions: 8.79 versus 6.29) (Additional file 4) and the differences were highly significant (P < 0.0001; T-test).
The present, systematic analysis of indels in proteins of nematode origin has provided useful information to make inferences about protein evolution and function and could have important implications for the identification of novel genetic, biochemical or physiological markers and targets for drug design.
It is known that indels are distinct from point substitutions, and their evolution is affected by distinct influences . The present results support the proposal that insertions and deletions relate to distinct evolutionary processes. The number of deletions is significantly higher than that of insertions, and the sizes of deletions are larger than those of insertions. A previous study also found more deletions in coding sequences in mammals . It appears that mutational bias is one cause of these increased deletions. Analyses of non-coding genomic sequences have revealed a mutational process biased toward deletions [43, 44], and the present results indicate that similar mutational mechanisms might apply to the protein-coding sequences. However, the observed larger size of deletions cannot be explained by mutational bias, since deletion and insertion mutations have similar sizes . So, the role that natural selection and adaptation have played here is unclear. From the structural perspective, proteins are more flexible with insertions than deletions , although single-residue deletions can be tolerated . Therefore, deletions, particularly larger ones, are not expected to be maintained, which contrasts current observations. It is likely that function-related selection has played a role. Such selection has been identified in a primate sperm ion channel protein . Both the increased number of deletions at the terminal nodes (Figure 4) and the increased common deletions (Table 1) among parasitic nematodes further suggest that the function-related selection is associated with recent species adaptation. Nonetheless, the observed, larger number of deletions and their larger sizes (compared with insertions) indicate a size decrease in nematode transcriptomes during evolution. This size reduction in nematode transcriptomes seems to be consistent with a tendency for their genomes to be smaller than some other metazoa, such flatworms  and birds .
The biased distributions of indels on different functional pathways (Table 3) further demonstrate the selective forces on them, and suggest the association between increased indels and functional adaptation. Proteins involved in genetic information processing are believed to have stringent selective constraints, and are under strong "purifying selection" [51, 52]. Accordingly, these proteins have the least number of insertions and deletions per protein (Additional file 4). Depending on the function, some proteins are under positive selections and accumulate more insertions and deletions . The present study showed that nematode proteins involved in cellular processes (Table 3, Additional file 2) including endocrine signaling pathways and immune system (such as Toll-like receptors and antigen processing) had 50% more deletions and insertion than those involved in genetic information processing. This information agrees with the findings of previous studies [53, 54]. Rapidly evolving genes are also considered to be frequently associated with the immune and endocrine systems in other organisms [54, 55]. These systems are considered to be key to a specific molecular interaction with the environment where a rapid adaptation to a food source  or host may be required. Overall, the present results suggest that proteins bearing sizable nematode-specific indels are functionally grouped. Furthermore, adaptation can lead to an increase of protein sequence changes, including substitution, insertion, and deletion [55, 57]. The high rates of insertion and deletion events in proteins involved in multiple pathways might also be viewed as an evidence of functional adaptation, as suggested by recent research . Although a relaxed selective pressure can also lead to such high rates, it is unlikely here. The selective pressure on these proteins is assumed to be greater because they are involved in multiple pathways and potentially interact with more proteins. Their substitutional rates tend to be lower . Thus, increased indels in proteins involved in multiple pathways is suggested to be due to their positive role in an adaptation of nematodes to their host and environment.
More direct evidence for roles of nematode-specific indels in adaptation comes from a comparison of their distributions in different groups of nematodes. The number of indels common to plant parasitic nematodes, compared with other nematodes, is higher for proteins involved in electron transport and lipid/fatty acid/steroid metabolism (Table 2). The higher number could be related to the adaptation of PPN to their specific lifestyle, which includes different stages capable of surviving aerobic and anaerobic environments. Adaptation of these energy metabolism related functional classes is important for parasites. Direct biochemical evidences of adaptation with these two classes have been observed [60–62]. These detected common indels can be one of the reasons for those observed biochemical changes, and suggest that PPN are likely to use indels as a strategy for their adaptation as well as lateral gene transfer . Nonetheless, given the nature and potential bias of our data, the upcoming parasitic nematode genome data  will enable us to perform more comprehensive studies which will lead to more firm conclusions.
There is a very limited number of indels occurring on internal nodes (Figure 4), although these internal nodes do not represent short evolutionary times. For example, the internal branch leading to the split of Clade V, IV and III stands for more than 100 million years  (the branch leading to Clade III stands for about 350 million years [29, 30]). If all indels were retained and their rates are constant, the numbers of indels of these internal branches are expected to be in the same order of magnitude as the terminal branches. The extremely low observed numbers of insertions and deletions on internal nodes could reflect that nematodes have higher indel rates, and thus the number of newly generated indels is higher that the older indels. Thus, sequence comparisons can only detect fewer shared indels. However, it is also possible that an indel burst occurred in the evolution of the Nematoda during a recent adaptation to their life niches.
In addition to insights into fundamental aspects of indel events in proteins, including their evolution and roles in adaptation, this study might assist in the design of intervention strategies against nematodes. Indels common to all parasitic nematodes could provide drug targets for broad control. On one hand, if they are restricted to nematodes, specific targeting will not affect the regular functionality of the homologous proteins in the hosts. Importantly, these indels might also be crucial for the survival of parasites (or they will not be shared by all the parasites since parasitic adaptations are proposed to have occurred several times independently ). Using indels to design effective drugs has been successfully explored by Nandan et al.,  who designed a compound that targeted a 12 residue deletion in the EF-1α protein of the protozoan parasite Leishmania donovani. The compound attacks the parasite by blocking this protein without affecting the human homologue. It is likely that the indel used for drug design should be located on the surface of a protein or should relate to a unique structural component of a protein. Sizable deletions uniquely shared by all parasites could possess similar characteristics and become a target for these approaches as well. One such example is the deletion of an entire helix on a functionally important mitochondrial carrier protein (Figure 5). Hence, the identified conserved nematode-specific molecular signatures have possible applications for advancing our understanding of the nematodes.
Genomics studies of parasites in the phylum Nematoda have been mainly restricted to EST-derived partial proteomes [35, 39]. The analysis varied from comparison between two species, to a pan-phylum analysis. Numerous laboratories around the world have contributed to > 520,000 ESTs from more than 40 species. Nematologists currently also have available genome sequences from four nematode species including two parasites. The first annotated genome of a parasitic nematode, Brugia malayi, contained over 11,000 genes  and the plant parasite Meloidogyne incognita over 19,000 genes ; both studies have identified potential new anti-parasitic drug targets. However, as the cost for the next-generation sequencing technologies decreases substantially, the sequencing of complete genomes of many eukaryotic species, including parasitic nematodes selected mainly due to their importance to health, evolution and ecology, can be foreseen in the near future. In the next five years, collaborative projects at the Genome Center at Washington University and the Wellcome Trust Sanger Institute will increase the available parasitic nematode sequences by another order of magnitude, adding a total of 25 draft genomes supplemented by millions of cDNA reads via pyrosequencing. However, we anticipate that complete annotated genomes for parasitic nematodes are still 2–4 years away. Until then, the transcriptomic data will remain the main source of information for the investigation of nematodes at the molecular level. These EST-derived partial proteomes represent mainly abundantly transcribed sequences and therefore lack or have reduced representation of some gene classes and are thus inappropriate for certain type of analyses, such as "gene loss" which is due to lack of evidence rather than true loss.
However, several pan-phylum analyses have been facilitated by the wealth of transcriptomic data from over 30 nematode species spanning the phylum Nematoda. The first pan-phylum analysis , was one of the most complete analyses of the genetic diversity of a single phylum yet attempted, and was full of surprises. This report showed that the C. elegans genome contains only a relatively small fraction of the genetic diversity of nematodes. Despite the availability of the genomes of two Caenorhabditis species and numerous ESTs, the nematode gene-space appears far from thoroughly sampled because the addition of each new species to the analysis yielded a linear increase in new gene discovery. The same dataset of 265,494 ESTs clustered into 93,645 genes and comprised of 25,871,325 codons were used for a comprehensive codon usage analysis . This latter study demonstrated that codon usage similarity in Nematoda usually persists over the breadth of a genus but then rapidly diminishes even within each clade. This analysis together with an analysis by Cutter et al.  based on the same dataset, established the major evolutionary forces responsible for determining observed codon usage bias in nematodes including directional mutation pressure, translational efficiency, and effective population size. Finally, recently Wasmuth et al.  have analyzed nematode protein families and distinct domains and found preponderance of genetic novelty in the phylum, i.e. an ongoing "invention of novelty".
These pan-phylum analyses suggest that Nematode proteins and their transcriptomes have experienced drastic changes, and specific changes can be related to functional diversification, speciation and species adaptation [72–76]. Among the nematode-derived proteins, there are two intriguing groups, (i) nematode-specific proteins, which are inferred to be of crucial importance for understanding nematode evolution and parasitism [77–79]; (ii) proteins that have sufficiently diverged in the host as to be functionally absent or altered. The current pan-phylum study has focused on systematic analysis of the latter group and identified a biased distribution in molecular features (insertions and deletions) in the nematode proteins, which assist in elucidating the mechanism of genome size decrease in nematodes. By examining the insertions and deletions common to different nematodes and the functions of the relevant proteins, the present study infers an important role of indels in nematode adaptation. The detected indels shared by different groups of nematodes warrant further investigation as potential targets for the development of compounds against parasitic nematodes.
Data sets and classification of protein families
Sequence data from ESTs or genomic sequencing projects are available for more than 30 species of nematodes (e.g. [35, 39, 69, 80] representing clades I, III, IV and V (cf. ) . In the present study a total of 130,357 contig-level EST consensus sequences (representing 262,497 ESTs from organisms other than Caenorhabditis) originating from 29 nematode species http://www.nematode.net, were complemented with complete datasets (84,408 proteins) generated in five genome sequencing projects [3 Caenorhabditis species http://www.wormbase.org, Brugia malayi , and Ancylostoma caninum . Hence, a total of 214,159 polypeptides/proteins from 32 nematode species were used for the subsequent analysis (Figure 1). Using the Markov Cluster Algorithm (MCL) , protein families were defined (Figure 2). To ensure generality of protein families, we required every family to contain member sequences from one species of Canenorhabditis and two parasitic nematodes. Representative proteins and protein families for insertion/deletion analysis were selected based on the protein profile model of the family, established using the program hmmpfam from the HMMER package . The member sequence with the highest fitting-score to the family profile model was selected as the representative of the family. Representative peptide sequences were initially screened against the KEGG  and Pfam  databases to identify significant homology to known proteins. Those without significant homology were eliminated. Representative sequences of the remaining families were then compared against full-length proteins from organisms other than nematodes that were publicly available in the NCBI database (http://www.ncbi.nlm.nih.gov; threshold of 1.0e-3). Homologous sequences originated from metazoans were downloaded into a separate database [henceforth referred to as "reference" (r-) sequences]. Groups of proteins comprising less than 10 reference sequences were excluded, as were those without fungal references. The final dataset contains 1286 protein families with sequences from at least 3 nematode species (one Caenorhabditis and two parasitic species) and not less than 10 other metazoan homologues (including fungus).
Multiple-alignments and identification of insertions and deletions restricted to nematodes
Alignments of family member sequences with reference sequences were conducted in a step-wise fashion. First, the reference sequences within each protein family were aligned using MUSCLE ; second, the nematode sequences of each family were aligned to their reference sequences using CLUSTALW , employing the profile alignment methodology . The sequences were aligned using this approach to avoid ambiguity and minimize alignment gaps and maximize similarity/homology. Following the alignment of sequences, family member sequences were edited further by collapsing contigs from the same cluster (i.e. gene) and merging sequences from the same species that shared a significant identity (more than 90 bases or 50% of one sequence). Insertions and deletions unique to nematodes were identified based on the adjusted alignments. The gaps absent from reference sequences were recorded as being nematode-specific gaps. The positions corresponding to the gaps shared by all reference sequences but not any of the member sequences (of a family) were recorded as insertions unique to nematodes. If gaps in different sequences overlapped by more than one third of their total length or more than half of the length of any individual gap, they were treated as "shared gaps". The length of the gap was represented by the average length of their individual member gaps. Insertions (n = 3,507) and deletions (n = 10,132) identified to be unique to nematode protein sequences were subjected to functional and phylogenetic analyses. All analyses were automated using Perl scripts. These scripts are available from the authors upon request.
Evolution of insertions and deletions
For the evolutionary studies, only protein families with at least two members representing each of the clades I, III, IV, and V were investigated. The indels of these families were analyzed based on the proposed molecular phylogeny of the phylum Nematoda [30, 90]. Because these families have multiple sequences derived from each of the four clades, we could identify whether an indel was restricted to members from one clade or was common to multiple clades. Furthermore, we were able to distinguish whether an indel was shared by all members of a specific clade or group of clades (common indels), or whether it was not shared by all members of a designated group but restricted to a lineage (restricted indels). In this way, the indels were classified into 11 groups (common or restricted to members from each of the four clades, restricted to clade III, IV and V, restricted to Clade IV and V, and common to all four clades). The numbers of insertions and deletions in each of these groups were calculated. Given the phylogenetic relationships of these clades, it was possible to map the indels of these groups to the proposed phylogeny. For example, those common and restricted to Clade V could be located to the last common ancestor (LCA) of Clade V, while those common to Clade V but not shared by all the member sequences derived from this clade (restricted) might be localized to a descendant in Clade V.
Insertions and deletions specific to parasitic and/or free-living nematodes
Parasitic nematodes can be grouped into those infecting plants (PPN, plant parasitic nematodes) and others infecting animals, including humans (APN, animal parasitic nematodes). Indels were examined to determine whether they were associated with either or both of these groups. The five free-living species (FLN, free-living nematodes) were used as a control (Figure 1). Furthermore, we made the distinction between indels shared between all the members of a group (common indels) or only by some members (restricted indels). Hence, the indels were categorized into eight classes: indels common to PPN, APN, or FLN, indels restricted to PPN, APN, or FLN, indels common to all parasites, and indels common to all nematodes (including free-living species). The representative sequences of the protein families containing these indels were also compared against data in the Uniprot database  to identify homologues for functional classification using the Panther database . The Uniprot homologues possessing these indels were used to explore the function of these families by referring to the functional annotation of proteins by employing Panther. The biological processes that the proteins were predicted to be involved in were then compared.
Linking insertions and deletions to cellular pathways
Proteins and their cellular pathway annotations were retrieved from the KEGG pathway database http://www.genome.jp/kegg/pathway.html. Protein family members were assigned to cellular pathways based on their homology (cut-off: 35 bits and 50% of identity) to sequences in KEGG (v.44) using WU-BLAST. The "closest" homologue was selected for each family, and insertions and deletions unique to nematodes were then linked to the pathway to which the best homologue could be assigned. Total numbers of insertions and deletions and the mean number of families associated with each pathway were calculated.
Proteins involved in multiple pathways have more interactions with other proteins and tend to be functionally essential [58, 59]. Herein, "multi-pathway proteins" were defined as those involved in several cellular pathways, and single-pathway proteins as those involved exclusively in one. Families of "multi-pathway proteins" were identified by examining the annotations of their closest KEGG homologues. If they could be assigned to multiple pathways by KEGG associations, the family was classified as multi-pathway, and if only one pathway could be assigned, the family was classified as a single-pathway protein family. The numbers of nematode-unique insertions and deletions linked to a multi-pathway or single-pathway protein group were calculated and compared.
Barak Y, Nov Y, Ackerley DF, Matin A: Enzyme improvement in the absence of structural knowledge: a novel statistical approach. ISME Journal. 2007, 2 (2): 171-179.
Gillam EMJ: Engineering Cytochrome P450 Enzymes. Chem Res Toxicol. 2008, 21 (1): 220-231.
Kaur J, Sharma R: Directed evolution: An approach to engineer enzymes. Crit Rev Biotechnol. 2006, 26 (3): 165-199.
Kazlauskas RJ: Enhancing catalytic promiscuity for biocatalysis. Curr Opin Chem Biol. 2005, 9 (2): 195-201.
Siest G, Jeannesson E, Visvikis-Siest S: Enzymes and pharmacogenetics of cardiovascular drugs. Clin Chim Acta. 2007, 381 (1): 26-31.
Tamerler C, Sarikaya M: Molecular biomimetics: Utilizing nature's molecular ways in practical engineering. Acta Biomater. 2007, 3 (3): 289-299.
Balla A, Tuymetova G, Toth B, Szentpetery Z, Zhao X, Knight ZA, Shokat K, Steinbach PJ, Balla T: Design of drug-resistant alleles of type-III phosphatidylinositol 4-kinases using mutagenesis and molecular modeling. Biochemistry. 2008, 47 (6): 1599-1607.
Lehmann M, Pasamontes L, Lassen SF, Wyss M: The consensus concept for thermostability engineering of proteins. Biochim Biophys Acta. 2000, 1543 (2): 408-415.
Sulochana KN, Ge R: Developing antiangiogenic peptide drugs for angiogenesis-related diseases. Curr Pharm Des. 2007, 13: 2074-2086.
d'Angelo J, Mouscadet JF, DesmaÎle D, Zouhiri F, Leh H: HIV-1 integrase: the next target for AIDS therapy?. Pathol Biol. 2001, 49 (3): 237-246.
Grinsztejn B, Nguyen B-Y, Katlama C, Gatell JM, Lazzarin A, Vittecoq D, Gonzalez CJ, Chen J, Harvey CM, Isaacs RD: Safety and efficacy of the HIV-1 integrase inhibitor raltegravir (MK-0518) in treatment-experienced patients with multidrug-resistant virus: a phase II randomised controlled trial. Lancet. 2007, 369 (9569): 1261-1269.
Jia Z, Zhang A, Zhang H, Dong Z, Yang T: Deletion of microsomal prostaglandin E synthase-1 increases sensitivity to salt loading and angiotensin II infusion. Circ Res. 2006, 99 (11): 1243-1251.
Stinear TP, Seemann T, Pidot S, Frigui W, Reysset G, Garnier T, Meurice G, Simon D, Bouchier C, Ma L, Tichit M, Porter JL, Ryan J, Johnson PDR, Davies JK, Jenkin GA, Small PLC, Jones LM, Tekaia F, Laval F, Daffe M, Parkhill J, Cole ST: Reductive evolution and niche adaptation inferred from the genome of Mycobacterium ulcerans, the causative agent of Buruli ulcer. Genome Res. 2007, 17 (2): 192-200.
Levinson G, Gutman GA: Slipped-strand mispairing: a major mechanism for DNA sequence evolution. Mol Biol Evol. 1987, 4 (3): 203-221.
Konrad M, Vollmer M, Lemmink HH, Heuvel Van Den LPWJ, Jeck N, Vargas-Poussou R, Lakings A, Ruf R, Deschenes G, Antignac C, Guay-Woodford L, Knoers NVAM, Seyberth HW, Feldmann D, Hildebrandt F: Mutations in the chloride channel gene CLCNKB as a cause of classic bartter syndrome. Journal of the American Society of Nephrology. 2000, 11 (8): 1449-1459.
Bennett EA, Coleman LE, Tsui C, Pittard WS, Devine SE: Natural genetic variation caused by transposable elements in humans. Genetics. 2004, 168 (2): 933-951.
Oron-Karni V, Filon D, Rund D, Oppenheim A: A novel mechanism generating short deletion/insertions following slippage is suggested by a mutation in the human alpha2-globin gene. Hum Mol Genet. 1997, 6 (6): 881-885.
Alexey SK: Direct estimates of human per nucleotide mutation rates at 20 loci causing mendelian diseases. Hum Mutat. 2003, 21 (1): 12-27.
Pascarella S, Argos P: Analysis of insertions/deletions in protein structures. J Mol Biol. 1992, 224 (2): 461-471.
Panchenko AR, Wolf YI, Panchenko LA, Madej T: Evolutionary plasticity of protein families: Coupling between sequence and structure variation. Proteins. 2005, 61 (3): 535-544.
Tourasse NJ, Li W-H: Selective Constraints, Amino Acid Composition, and the Rate of Protein Evolution. Mol Biol Evol. 2000, 17 (4): 656-664.
Jiang H, Blouin C: Insertions and the emergence of novel protein structure: a structure-based phylogenetic study of insertions. BMC Bioinformatics. 2007, 8 (1): 444-
Wolf Y, Madej T, Babenko V, Shoemaker B, Panchenko A: Long-term trends in evolution of indels in protein sequences. BMC Evol Biol. 2007, 7 (1): 19-
Grishin NV: Fold change in evolution of protein structures. Journal of Structural Biology. 2001, 134 (2–3): 167-185.
Jabbar A, Iqbal Z, Kerboeuf D, Muhammad G, Khan MN, Afaq M: Anthelmintic resistance: The state of play revisited. Life Sci. 2006, 79 (26): 2413-2431.
Pomroy WE: Anthelmintic resistance in New Zealand: A perspective on recent findings and options for the future. New Zealand Veterinary Journal. 2006, 54 (6): 265-270.
Vercruysse J, Schetters TPM, Knox DP, Willadsen P, Claerebout E: Control of parasitic disease using vaccines: an answer to drug resistance?. Rev Sci Tech. 2007, 26 (1): 105-115.
Blaxter ML, Baker MR, Littlewood : Nematoda: Genes, genomes and the evolution of parasitism. Adv Parasitol. 2003, Academic Press, 54: 101-195.
Blaxter ML, De Ley P, Garey JR, Liu LX, Scheldeman P, Vierstraete A, Vanfleteren JR, Mackey LY, Dorris M, Frisse LM, et al: A molecular evolutionary framework for the phylum Nematoda. Nature. 1998, 392: 71-75.
De Ley P, Blaxter ML: Systematic position and phylogeny. The Biology of Nematodes. Edited by: D L. 2002, London: Taylor and Francis, 1-30.
de Silva NR, Brooker S, Hotez PJ, Montresor A, Engels D, Savioli L: Soil-transmitted helminth infections: updating the global picture. Trends Parasitol. 2003, 19 (12): 547-551.
Kaminsky R, Ducray P, Jung M, Clover R, Rufener L, Bouvier J, Weber SS, Wenger A, Wieland-Berghausen S, Goebel T, Gauvry N, Pautrat F, Skripsky T, Froelich O, Komoin-Oka C, Westlund B, Sluder A, Maser P: A new class of anthelmintics effective against drug-resistant nematodes. Nature. 2008, 452 (7184): 176-180.
Lizotte-Waniewski M, Tawe W, Guiliano DB, Lu W, Liu J, Williams SA, Lustigman S: Identification of potential vaccine and drug target candidates by expressed sequence tag analysis and immunoscreening of onchocerca volvulus larval cDNA libraries. Infect Immun. 2000, 68 (6): 3491-3501.
Touloukian CE, Leitner WW, Robbins PF, Rosenberg SA, Restifo NP: Mining the melanosome for tumor vaccine targets: P.polypeptide is a novel tumor-associated antigen. Cancer Res. 2001, 61 (22): 8100-8104.
Parkinson J, Mitreva M, Whitton C, Thomson M, Daub J, Martin J, Schmid R, Hall N, Barrell B, Waterston RH, McCarter JP, Blaxter ML: A transcriptomic analysis of the phylum Nematoda. Nat Genet. 2004, 36 (12): 1259-1267.
Ogurtsov AY, Sunyaev S, Kondrashov AS: Indel-based evolutionary distance and mouse-human divergence. Genome Res. 2004, 14 (8): 1610-1616.
Podlaha O, Webb DM, Tucker PK, Zhang J: Positive selection for indel substitutions in the rodent sperm protein catsper1. Mol Biol Evol. 2005, 22 (9): 1845-1852.
Bin Qian RAG: Distribution of indel lengths. Proteins. 2001, 45 (1): 102-104.
Martin JC, Abubucker S, Wylie T, Yin Y, Wang Z, Mitreva M: Nematode.net update 2008: improvements enabling more efficient data mining and comparative nematode genomics. Nucleic Acids Res. 2008, 37 (Database issue): D571-D578.
Nury H, Dahout-Gonzalez C, TrÈzÈguet V, Lauquin G, Brandolin G, Pebay-Peyroula E: Structural basis for lipid-mediated interactions between mitochondrial ADP/ATP carrier monomers. FEBS Lett. 2005, 579 (27): 6031-6036.
Cooper GM, Brudno M, Stone EA, Dubchak I, Batzoglou S, Sidow A: Characterization of evolutionary rates and constraints in three mammalian genomes. Genome Res. 2004, 14 (4): 539-548.
Taylor MS, Ponting CP, Copley RR: Occurrence and consequences of coding sequence insertions and deletions in mammalian genomes. Genome Res. 2004, 14 (4): 555-566.
Gregory TR: Insertion-deletion biases and the evolution of genome size. Gene. 2004, 324: 15-34.
Petrov DA: DNA loss and evolution of genome size in Drosophila. Genetica. 2002, 115 (1): 81-91.
Gu X, Li W-H: The size distribution of insertions and deletions in human and rodent pseudogenes suggests the logarithmic gap penalty for sequence alignment. J Mol Evol. 1995, 40 (4): 464-473.
Heinz DW, Baase WA, Dahlquist FW, Matthews BW: How amino-acid insertions are allowed in an [alpha]-helix of T4 lysozyme. Nature. 1993, 361 (6412): 561-564.
Simm AM, Baldwin AJ, Busse K, Jones DD: Investigating protein structural plasticity by surveying the consequence of an amino acid deletion from TEM-1 beta-lactamase. FEBS Lett. 2007, 581 (21): 3904-3908.
Podlaha O, Zhang J: Positive selection on protein-length in the evolution of a primate sperm ion channel. Proc Natl Acad Sci U S A. 2003, 100 (21): 12241-12246.
Gregory TR, Hebert PDN, Kolasa J: Evolutionary implications of the relationship between genome size and body size in flatworms and copepods. Heredity. 2000, 84 (2): 201-208.
Tiersch TR, Wachtel SS: On the evolution of genome size of birds. J Hered. 1991, 82 (5): 363-368.
Jordan IK, Rogozin IB, Wolf YI, Koonin EV: Essential genes are more evolutionarily conserved than are nonessential genes in bacteria. Genome Res. 2002, 12 (6): 962-968.
Wilson AC, Carlson SS, White TJ: Biochemical evolution. Annu Rev Biochem. 1977, 46 (1): 573-639.
Tennessen JA: Molecular evolution of animal antimicrobial peptides: widespread moderate positive selection. J Evol Biol. 2005, 18 (6): 1387-1394.
Jansa SA, Lundrigan BL, Tucker PK: Tests for positive selection on immune and reproductive genes in closely related species of the murine genus mus. J Mol Evol. 2003, 56 (3): 294-307.
Endo T, Ikeo K, Gojobori T: Large-scale search for genes on which positive selection may operate. Mol Biol Evol. 1996, 13 (5): 685-690.
Hong RL, Sommer RJ: Chemoattraction in pristionchus nematodes and implications for insect recognition. Curr Biol. 2006, 16 (23): 2359-2365.
Castillo-Davis CI, Kondrashov FA, Hartl DL, Kulathinal RJ: The functional genomic distribution of protein divergence in two animal phyla: Coevolution, genomic conflict, and constraint. Genome Res. 2004, 14 (5): 802-811.
Chan S, Hsing M, Hormozdiari F, Cherkasov A: Relationship between insertion/deletion (indel) frequency of proteins and essentiality. BMC Bioinformatics. 2007, 8 (1): 227-
He X, Zhang J: Why do hubs tend to be essential in protein networks?. PLoS Genet. 2006, 2 (6): e88-
Saz HJ: Energy metabolisms of parasitic helminths: adaptations to parasitism. Annu Rev Physiol. 1981, 43: 323-341.
Brouwers J, VanHellemond JJ, Tielens AGM: Adaptations in the lipid and energy metabolism of parasitic helminths. Neth J Zool. 1996, 46 (3–4): 206-215.
Yin Y, Martin J, McCarter JP, Clifton SW, Wilson RK, Mitreva M: Identification and analysis of genes expressed in the adult filarial parasitic nematode Dirofilaria immitis. Int J Parasitol. 2006, 36 (7): 829-839.
Lambert KN, Allen KD, Sussex IM: Cloning and characterization of an esophageal-gland-specific chorismate mutase from the phytoparasitic nematode meloidogyne javanica. Mol Plant-Microbe Interact. 1999, 12 (4): 328-
Mitreva M, Zarlenga DS, McCarter JP, Jasmer DP: Parasitic nematodes–From genomes to control. Vet Parasitol. 2007, 148 (1): 31-42.
Vanfleteren JR, Peer Van De Y, Blaxter ML, Tweedie SAR, Trotman C, Lu L, Van Hauwaert M-L, Moens L: Molecular genealogy of some nematode taxa as based on cytochrome c and globin amino acid sequences. Mol Phylogenet Evol. 1994, 3 (2): 92-101.
Nandan D, Lopez M, Ban F, Huang M, Li Y, Reiner NE, Cherkasov A: Indel-based targeting of essential proteins in human pathogens that have close host orthologue(s): Discovery of selective inhibitors for Leishmania donovani elongation factor-1. Proteins. 2007, 67 (1): 53-64.
Ghedin E, Wang S, Spiro D, Caler E, Zhao Q, Crabtree J, Allen JE, Delcher AL, Guiliano DB, Miranda-Saavedra D, Angiuoli SV, Creasy T, Amedeo P, Haas B, El-Sayed NM, Wortman JR, Feldblyum T, Tallon L, Schatz M, Shumway M, Koo H, Salzberg SL, Schobel S, Pertea M, Pop M, White O, Barton GJ, Carlow CKS, Crawford MJ, Daub J, Dimmic MW, Estes CF, Foster JM, Ganatra M, Gregory WF, Johnson NM, Jin J, Komuniecki R, Korf I, Kumar S, Laney S, Li B-W, Li W, Lindblom TH, Lustigman S, Ma D, Maina CV, Martin DMA, McCarter JP, McReynolds L, Mitreva M, Nutman TB, Parkinson J, Peregrin-Alvarez JM, Poole C, Ren Q, Saunders L, Sluder AE, Smith K, Stanke M, Unnasch TR, Ware J, Wei AD, Weil G, Williams DJ, Zhang Y, Williams SA, Fraser-Liggett C, Slatko B, Blaxter ML, Scott AL: Draft genome of the filarial nematode parasite brugia malayi. Science. 2007, 317 (5845): 1756-1760.
Abad P, Gouzy J, Aury J-M, Castagnone-Sereno P, Danchin EGJ, Deleury E, Perfus-Barbeoch L, Anthouard V, Artiguenave F, Blok VC, Caillaud M-C, Coutinho PM, Dasilva C, De Luca F, Deau F, Esquibet M, Flutre T, Goldstone JV, Hamamouch N, Hewezi T, Jaillon O, Jubin C, Leonetti P, Magliano M, Maier TR, Markov GV, McVeigh P, Pesole G, Poulain J, Robinson-Rechavi M, Sallet E, Segurens B, Steinbach D, Tytgat T, Ugarte E, van Ghelder C, Veronico P, Baum TJ, Blaxter M, Bleve-Zacheo T, Davis EL, Ewbank JJ, Favery B, Grenier E, Henrissat B, Jones JT, Laudet V, Maule AG, Quesneville H, Rosso M-N, Schiex T, Smant G, Weissenbach J, Wincker P: Genome sequence of the metazoan plant-parasitic nematode Meloidogyne incognita. Nat Biotechnol. 2008, 26 (8): 909-915.
Mitreva M, Wendl M, Martin J, Wylie T, Yin Y, Larson A, Parkinson J, Waterston R, McCarter J: Codon usage patterns in Nematoda: analysis based on over 25 million codons in thirty-two species. Genome Biology. 2006, 7 (8): R75-
Cutter AD, Wasmuth JD, Blaxter ML: The evolution of biased codon and amino acid usage in nematode genomes. Mol Biol Evol. 2006, 23 (12): 2303-2315.
Wasmuth J, Schmid R, Hedley A, Blaxter M: On the extent and origins of genic novelty in the phylum Nematoda. PLoS Neglected Tropical Diseases. 2008, 2 (7): e258-
Givnish TJ, Evans TM, Zjhra ML, Patterson TB, Berry PE, Sytsma KJ: Molecular evolution, adaptive radiation, and geographic diversification in the amphiatlantic family rapateaceae: Evidence from ndhF sequences and morphology. Evolution. 2000, 54 (6): 1915-1937.
Jang CS, Jung JH, Yim WC, Lee BM, Seo YW, Kim W: Divergence of genes encoding non-specific lipid transfer proteins in the poaceae family. Mol Cells. 2007, 24 (2): 215-223.
Kocher TD: Adaptive evolution and explosive speciation: the cichlid fish model. Nature Reviews Genetics. 2004, 5 (4): 288-298.
Panhuis TM, Clark NL, Swanson WJ: Rapid evolution of reproductive proteins in abalone and Drosophila. Philos Trans R Soc B Biol Sci. 2006, 361 (1466): 261-268.
Peng J, Huang CH: Rh proteins vs Amt proteins: an organismal and phylogenetic perspective on CO2 and NH3 gas channels. Transfusion Clinique et Biologique. 2006, 13 (1–2): 85-94.
Curtis RH: Plant parasitic nematode proteins and the host-parasite interaction. Brief Funct Genomic Proteomic. 2007, 6 (1): 50-58.
Davis EL, Hussey RS, Baum TJ: Getting to the roots of parasitism by nematodes. Trends Parasitol. 2004, 20 (3): 134-141.
Lilley CJ, Urwin PE, Atkinson HJ: Characterization of plant nematode genes: identifying targets for a transgenic defence. Parasitology. 1999, 118: S63-72.
McCarter JP, Bird DM, Mitreva MD: Nematode gene sequences: Update for December 2005. J Nematol. 2005, 37 (4): 417-421.
Dorris M, De Ley P, Blaxter ML: Molecular analysis of nematode diversity and the evolution of parasitism. Parasitol Today. 1999, 15 (5): 188-193.
Abubucker S, Martin J, Yin Y, Fulton L, Yang S-P, Hallsworth-Pepin K, Johnston JS, Hawdon J, McCarter JP, Wilson RK, Mitreva M: The canine hookworm genome: Analysis and classification of Ancylostoma caninum survey sequences. Mol Biochem Parasitol. 2008, 157 (2): 187-192.
Enright AJ, Van Dongen S, Ouzounis CA: An efficient algorithm for large-scale detection of protein families. Nucleic Acids Res. 2002, 30 (7): 1575-1584.
Durbin R, Eddy S, Krogh A, Mitchison G: Biological sequence analysis: probabilistic models of proteins and nucleic acids. 1998, Cambridge, UK: Cambridge University Press
Kanehisa M, Araki M, Goto S, Hattori M, Hirakawa M, Itoh M, Katayama T, Kawashima S, Okuda S, Tokimatsu T, Yamanishi Y: KEGG for linking genomes to life and the environment. Nucleic Acids Res. 2008, 36: D480-D484.
Finn RD, Mistry J, Schuster-Bockler B, Griffiths-Jones S, Hollich V, Lassmann T, Moxon S, Marshall M, Khanna A, Durbin R, Eddy SR, Sonnhammer ELL, Bateman A: Pfam: clans, web tools and services. Nucleic Acids Res. 2006, 34: D247-D251.
Edgar RC: MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004, 32 (5): 1792-1797.
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 (22): 4673-4680.
Marti-Renom MA, Madhusudhan MS, Sali A: Alignment of protein sequences by their profiles. Protein Sci. 2004, 13 (4): 1071-1087.
Mitreva M, Blaxter ML, Bird DM, McCarter JP: Comparative genomics of nematodes. Trends Genet. 2005, 21 (10): 573-581.
Wu CH, Apweiler R, Bairoch A, Natale DA, Barker WC, Boeckmann B, Ferro S, Gasteiger E, Huang H, Lopez R, Magrane M, Martin MJ, Mazumder R, O'Donovan C, Redaschi N, Suzek B: The Universal Protein Resource (UniProt): an expanding universe of protein information. Nucleic Acids Res. 2006, 34 (Database Issue): D187-D191.
Thomas PD, Campbell MJ, Kejariwal A, Mi H, Karlak B, Daverman R, Diemer K, Muruganujan A, Narechania A: PANTHER: A library of protein families and subfamilies indexed by function. Genome Res. 2003, 13 (9): 2129-2141.
Sequence generation has been aided by numerous collaborators in the nematology community. We would like to thank the dedicated members of the cDNA production group at the Washington University Genome Center, to all authors of the numerous algorithms used to perform the analysis and the WormBase team for the access to C. elegans genome annotations. The parasitic nematode EST sequencing and the Nematode.net at the Genome Center is, in part, supported by the US National Institute for Allergy and Infectious Disease AI46593 to M.M. RBG is presently supported by the Australian Research Council, Genetic Technologies Limited, Meat and Livestock Australia, the Australian Academy of Science, and the Australian-American Fulbright Commission (RBG).
ZW and MM conceived and designed the experiments. YY, JM, SA and ZW carried out experiments and analyses. ZW, RBG and MM interpreted results and prepared the manuscript. All authors have read and approved the final manuscript.
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Wang, Z., Martin, J., Abubucker, S. et al. Systematic analysis of insertions and deletions specific to nematode proteins and their proposed functional and evolutionary relevance. BMC Evol Biol 9, 23 (2009). https://doi.org/10.1186/1471-2148-9-23
- Parasitic Nematode
- Nematode Species
- Deletion Event
- Parasitic Mode
- Last Common Ancestor