Database | Open | Published:
Identification of polymorphic tandem repeats by direct comparison of genome sequence from different bacterial strains : a web-based resource
BMC Bioinformaticsvolume 5, Article number: 4 (2004)
Polymorphic tandem repeat typing is a new generic technology which has been proved to be very efficient for bacterial pathogens such as B. anthracis, M. tuberculosis, P. aeruginosa, L. pneumophila, Y. pestis. The previously developed tandem repeats database takes advantage of the release of genome sequence data for a growing number of bacteria to facilitate the identification of tandem repeats. The development of an assay then requires the evaluation of tandem repeat polymorphism on well-selected sets of isolates. In the case of major human pathogens, such as S. aureus, more than one strain is being sequenced, so that tandem repeats most likely to be polymorphic can now be selected in silico based on genome sequence comparison.
In addition to the previously described general Tandem Repeats Database, we have developed a tool to automatically identify tandem repeats of a different length in the genome sequence of two (or more) closely related bacterial strains. Genome comparisons are pre-computed. The results of the comparisons are parsed in a database, which can be conveniently queried over the internet according to criteria of practical value, including repeat unit length, predicted size difference, etc. Comparisons are available for 16 bacterial species, and the orthopox viruses, including the variola virus and three of its close neighbors.
We are presenting an internet-based resource to help develop and perform tandem repeats based bacterial strain typing. The tools accessible at http://minisatellites.u-psud.fr now comprise four parts. The Tandem Repeats Database enables the identification of tandem repeats across entire genomes. The Strain Comparison Page identifies tandem repeats differing between different genome sequences from the same species. The "Blast in the Tandem Repeats Database" facilitates the search for a known tandem repeat and the prediction of amplification product sizes. The "Bacterial Genotyping Page" is a service for strain identification at the subspecies level.
Molecular epidemiology, the integration of molecular typing and conventional epidemiological studies, is likely to add significant value to analyses of infections caused by pathogenic bacteria (see  for review). Multilocus Sequence Typing (MLST) for instance is now a major reference method for the molecular epidemiology of Neisseria meningitidis and other human pathogens . In this kind of assay, a set of typically 7 genes is partially sequenced, and the resulting data is converted into sequence types, which can be easily stored in databases, and compared to others. However a number of significant pathogens, including M. tuberculosis , B. anthracis and Y. pestis  are not amenable to this approach, because of the recent emergence of these pathogens and the resulting rarity of sequence variations. In these pathogens, tandem repeats (TRs) are a source of very informative markers for strain genotyping [5–10]. Tandem repeats in pathogenic bacteria were initially identified within genes associated with bacterial virulence [11, 12]. In other instances, the contribution of tandem repeats to genome polymorphism was established after extensive searches based for instance on AFLP (amplified fragment length polymorphism) profiling. This is well illustrated by B. anthracis, in which polymorphic bands in AFLP patterns  were subsequently demonstrated by sequencing to be due to tandem repeat variations . Eventually, some of these tandem repeats have been shown to directly contribute to phenotypic variations of the B. anthracis exosporium which makes the outer layer of the spores . The frequent observation that tandem repeat-containing genes are often associated with outer membrane proteins suggests that such genes help bacteria adapt to their environment, and may be to some extent mutation hotspots as a result of positive selection.
Polymorphic tandem repeats (VNTRs, for Variable Number of Tandem Repeats), once identified, provide convenient tools requiring ordinary molecular biology equipment and the data can be easily exchanged and compared. The resulting assay, called MLVA (for multiple locus VNTR analysis) can even be automated . We have developed tools which facilitate the bioinformatics step of genome analysis required to start a project. A previously described Tandem Repeats Database enables the identification of tandem repeats across entire genomes [9, 10, 17–19]. It has been constantly updated, with now more than a hundred bacterial genomes available, compared to 35 at the onset of the database. We present here a new and major development of this resource which takes advantage of the fact that more than two different strains from the same species have now been sequenced at least for a number of major human pathogens. As a result, the tools accessible over the Internet at http://minisatellites.u-psud.fr now comprise four complementary parts. The newly added resource, the Strain Comparison Page, takes advantage of the availability of genome sequences from more than one strain from a growing number of species to directly identify tandem repeats differing between the sequenced strains. This is of interest because the vast majority of tandem repeats is often not polymorphic . The "Blast in the Tandem Repeats Database" page facilitates the search for a known tandem repeat, the prediction of PCR amplification products size, and the verification of primer specificity. Once an MLVA assay has been set up, and carefully validated by typing collections of isolates, it is relatively easy to construct databases of genotypes to be used locally or which can be queried across the Internet. The "Bacterial Genotyping Page" illustrates a freely accessible, fast and easy to use internet-based service for strain comparisons, in which a user can compare a genotype produced for one of his isolates to the existing data.
Construction and content
The Tandem Repeats Database main page
Tandem repeats were identified from finished microbial genome sequences (as listed by the Genome OnLine Database ) using the tandem repeats finder (TRF) software [21, 22] with the following options: alignment parameters, "2,3,5" (these parameters are the less stringent ones), minimum alignment score to report repeat, 50 (this score allows to detect short structures), maximum period size, 500 base-pairs. When the program reported redundant (overlapping) repeats, the redundancy was eliminated as described in , before import in the database. The database uses Microsoft Access 2000 and the querying process uses Active Server Pages (ASP, Microsoft) with Perlscripts or VBscripts. Perl was obtained from the ActiveState Programmer Network . The database is hosted on a server running under Windows 2000 server (Microsoft). The tandem repeats database main page is described in more detail in .
The Strain Comparison page
Sequence comparisons used BLAST . The BLAST software was obtained from the NCBI FTP site . The flanking sequences of TRs from one strain were compared to the whole sequence of the other strain (and reciprocally, to avoid missing some tandem repeats that would not appear in the tandem repeats database for one strain because they were not detected by the Tandem Repeats Finder  -for instance because there is only one copy of the repeated unit in the considered strain). The resulting list of matching tandem repeats was then imported in the database, where it can be queried. The comparison of more than two strains was made possible through a supplemental step before import in the database: the synthesis of several 2-strains comparisons, of the same "reference" strain against each of the others (matching between TRs of the different strains was deduced from the positions on the reference strain).
The Blast page
The Blast Page allows users to run BLAST  in the tandem repeats and flanking sequences from the database via Perlscripts. The Blast outputs are linked to the database, in order to easily obtain the description of identified tandem repeats.
The Bacterial Genotyping page
The web-page site performing identifications was developed using the BNserver application (version 3.0, Applied-Maths, Belgium) and ASP (Microsoft) using Perlscript. The typing results (gel images and resulting data) were managed using the Bionumerics software package as described in . The output of a query is a list of strains and genotypes from the database together with similarity scores.
The procedure to find polymorphic tandem repeats (TRs) for use in strain typing
Figure 1 shows the steps leading from a genome sequence to the exploitation of polymorphic tandem repeats for bacterial strain genotyping. Although Tandem Repeats are easily identified using the Tandem Repeats Database, TR polymorphism must be evaluated by typing across a set of relevant strains. If the sequences of several strains of the species of interest are available, the Strain Comparison Page can be used to directly identify tandem repeats predicted to be polymorphic in size between the two (or more) sequenced strains. However, it is important to keep in mind that the tandem repeats predicted as being polymorphic will depend on the sequenced strains and well-planned surveys of isolates will still be necessary. The available tools do not replace this validation step, as the value of each marker must be carefully established on an appropriate set of isolates. The definition of an appropriate set of isolates depends upon the question which is being addressed, i.e. large scale or local epidemiology. The Blast Page has been implemented in the tandem repeats database in order to easily determine the size of the expected PCR amplification products. The database is also manually updated to contain PCR conditions as well as polymorphism index, and links to the original reports  (input from users is welcome). Eventually, when an MLVA assay has been fully developed and validated, typing data can be made accessible so that individual queries can be run. The Bacterial Genotyping Page illustrates how this could work. The genotyping data for a strain can be entered and submitted via this page. The output is the description of the closest strains. The data which has been submitted is not incorporated in the database itself, since this would require stringent data validation steps. In the following sections, we are presenting the web-based resources associated with this procedure.
The "Strain Comparison" pages
The strain comparison pages are available via . The comparison of two strains is based on a pre-computed BLAST  analysis of the flanking sequences of tandem repeats from one strain against the other, and vice-versa. Figure 2 summarizes the results of this first step for 23 comparisons. Three indexes are scored (see figure legend): (1) the "mean %identity" between the flanking sequences is a measure of single nucleotide polymorphism (SNPs) frequency (not insertions-deletions), (2) the proportion (%) of flanking sequences that matched the flanking sequence of its homologue in the other strain on more than half of the 500 bp assayed here – i.e. that were not rearranged, by insertion of mobile elements for instance -, (3) the proportion (%) of tandem repeats that were found to be of a different length between the two strains being compared. In addition, the positions of matching tandem repeats in the two genomes is plotted to reveal large-scale genome rearrangements. A number of situations are observed: for instance Yersinia pestis orientalis strain CO-92 , and medievalis strain KIM5 P12  show a very high "mean %identity" (99.96 %), in agreement with the recent emergence of Yersinia pestis . In spite of this, the two strains differ by a high number of large rearrangements (as seen on the plot), which reflects the high genome plasticity observed in this species , together with a relatively high rate of polymorphic tandem repeats (8.47%). In contrast, Listeria monocytogenes strain EGD-e and Listeria innocua strain Clip 11262 have a lower homology (90.19%) and only 3.99% of polymorphic tandem repeats in spite of the evolutionary distance (see Figure 2).
The strain comparison page allows queries in the tandem repeats database according to the tandem repeat length difference between the two strains compared, and also to other tandem repeats characteristics (unit length, copy number, etc...). Figure 3 illustrates a query done for Mycobacterium tuberculosis strains H37Rv and CDC1551 : the query "length difference ≥ 5 bp" identifies 58 tandem repeats (8 are shown on Figure 3). This prediction has been tested for the 30 loci amenable to PCR analysis and polymorphism has been confirmed in all cases .
When more than two strains have been sequenced, a synthesis of the results of several 2-strains comparisons is also available. Figure 4 illustrates a query made for Escherichia coli strains O157:H7 Sakaï, O157:H7 EDL933, K12, and UPEC-CFT073 [33–35]: 87 tandem repeats were found with 2 to 4 alleles among the 4 strains (18 of which are listed in Figure 4).
The "Blast in the Tandem Repeats Database" page
To facilitate the identification of already studied tandem repeats, we implemented BLAST  against the tandem repeats from the database, i.e. the tandem repeats themselves and their flanking sequences. The Blast page is available at . All bacteria can be queried at once, which allows the identification of tandem repeats families, conserved in several bacterial species. Another page is dedicated to the Blast of PCR primers and provides the size of the PCR products in all the species/strains where the primers match. Figure 5 shows the results of searching the PCR primer pair from tandem repeat H37Rv_0024_18 bp  in all bacteria: as expected, the PCR primer pair matches Mycobacterium tuberculosis strains H37Rv and CDC1551, providing different PCR product lengths.
The Bacterial Genotyping page
The Bacterial Genotyping page  provides one illustration on how tandem repeat typing data can be made available via internet to allow external users to query genotyping data (Bacillus anthracis, Yersinia pestis, Mycobacterium tuberculosis, Pseudomonas aeruginosa for the moment) and compare a new strain to existing data as previously described in . For each locus, allele sizes can be selected among a list of possibilities (observed sizes). The results of the query indicate a similarity score and include links to the complete data recorded for each strain listed. This page is just meant as an illustration and prototype. MLVA reference data could also be made available for downloading as tabular data files, or can be copied from published datasets, which can then be complemented by in-house data, and analyzed by the appropriate clustering software.
Bacterial genomes evolution
As shown by the indexes from Figure 2, there are different ways to represent the divergence/similarity between two strains. They are not correlated, suggesting independent evolution processes. First, the "mean %identity" between two genomes reflects point mutations, and is an indicator of the time passed since the two strains diverged. For instance, Yersinia pestis is known to be of recent emergence  and shows a high "mean %identity" between strains CO-92 (orientalis) and KIM5 P12 (medievalis). In contrast, and as shown by the dot plot, large genome rearrangements occurred in this genome, which is representative of a high genome plasticity . The index "% of flanking sequences not rearranged" is an indicator of small-scale genome rearrangements, such as the insertions of mobile elements. This index is low for genomes rich in mobile elements, like Streptococcus agalactiae, in which such elements significantly contribute to strain diversity . Finally, the index "% of polymorphic tandem repeats" between two strains represents the tandem repeats evolution rate. For the moment, the mechanisms of bacterial VNTRs mutations have not been precisely investigated, but it seems likely to be independent of the other processes mentioned, as there are no correlations between the indexes. Figure 2 provides clues to assess which typing method(s) will be efficient in the different species. For instance, the two bacterial species Salmonella typhimurium strain LT2  and Shigella flexneri strain 2a301  share only 86.06% of sequence identity, clearly making the identification of matching tandem repeats between the two species difficult and of low significance. MLVA analysis appears to be of highest interest for the subspecies typing of highly monomorphic species including Yersinia pestis, Bacillus anthracis, Mycobacterium tuberculosis and Brucella [9, 10, 41].
Strain comparison efficiency
The sequencing of more than one strain for some bacterial species allows direct identification of polymorphic tandem repeats, assuming that no sequencing errors occurred. Earlier investigations provide good reasons to believe that tandem repeats in the size range considered here (a few hundred base-pairs) are correctly sequenced, and consequently, that the strain comparison data is reliable. As a negative control, the comparison of two independent sequences from the same strain of Agrobacterium tumefaciens strain (C58), one from Cereon genomics  and the other from Washington University , shows that no length polymorphism is detected among tandem repeats (Figure 2) between the two independent sequences. As a positive control, the tandem repeats predicted to be polymorphic by genome sequence comparison between the two strains of M. tuberculosis have indeed been proved polymorphic by PCR typing of isolates .
Selection based on comparison of sequence data from two strains will miss some polymorphic loci. Indeed, the results provided by the approach rely upon the phylogenetic distance between the two strains being compared. If the strains are very closely related, only a few TRs will be found different between them, but these tandem repeats will probably be the most polymorphic ones. Conversely, if the strains are distant in the phylogenetic tree, a larger number of polymorphic TRs will be found, some of them will be only moderately polymorphic. Obviously, when a few well-selected strains have been sequenced, it is likely that very few polymorphic tandem repeats are undetected in the Strain Comparison pages.
It is of course still going to be very important to determine the TR allele frequency for isolates carefully selected to be representative of the global diversity of a given pathogen before suggesting the configuration of an MLVA assay to use in subsequent studies. In addition, those TR markers that are highly polymorphic in diverse test panels of isolates may be monomorphic when applied to isolates responsible for local outbreaks. The configuration of TR markers used to make up an assay needs to be determined empirically with representative local isolates and tailored to the study population and study questions.
Polymorphic tandem repeats selection for species with only one sequenced strain
The identification of simple criteria able to predict tandem repeat polymorphism when genome sequence data is available for only one strain would indeed greatly facilitate the development of MLVA assays. It would seem reasonable for instance to expect that the number of copies and the internal homogeneity of tandem arrays are strong predictors . We take advantage here of the many strain comparisons which are made available via the strain comparison pages to evaluate such criteria.
We have analyzed bacteria with at least three sequenced genomes (Staphylococcus aureus: 6 strains, Escherichia coli: 4 strains, Streptococcus pyogenes: 4 strains and Salmonella typhi and typhimurium: 3 strains). We assume that in such cases, only a few polymorphic tandem repeats are missed in the comparisons. We compared the distribution of tandem repeats sequence characteristics among the group of "polymorphic" loci (differing in at least two of the strains compared, excluding length differences between strains that resulted from microdeletions in the flanking sequences) and the others. Comparisons were performed for the following sequence characteristics: unit length, copy number, total length, %GC, GC bias (=|%G-%C|/(%G+%C)), %matches, and HistoryR (a score derived from tandem repeat history reconstruction algorithm  as described in ). None of the variables were normally distributed, as tested with Kolmogorov-Smirnov test, so a non-parametric Wilcoxon test was used to compare the distributions, which were judged significantly different at the .05 level of the statistic (2 tailed). Distributions were significantly different for all 4 species studied for %matches, total length and copy number. As shown on Figure 6, polymorphic TRs have a higher internal conservation and total length than monomorphic ones. Copy number, which is correlated with total length, is also higher among polymorphic TRs.
Selecting the longest and most conserved tandem repeats should thus improve polymorphic TRs identification. Table 1 illustrates the query "total length ≥ 80 bp and %matches ≥ 80%" applied to the four species used to find predictive criteria. For all four species, the group fulfilling the criterion is, as expected, enriched in polymorphic (at least two alleles) tandem repeats: in Staphyloccocus aureus, polymorphic tandem repeats represent only 8.5% of the whole population of tandem repeat loci but are predominant (87%) in the criterion positive group. The enrichment is even greater for highly polymorphic TRs, i.e. with 3 alleles or more: for example from 4.5% in the whole set to 66% in the positive group for Staphylococcus aureus. However this simple criterion misses more than half of the polymorphic loci. In addition, the efficiency of the criterion is highly variable in the different species: it is relatively satisfying in Staphylococcus aureus (54% of polymorphic tandem repeats would be missed) but very inefficient in Streptococcus pyogenes (almost 90% are missed). The results for highly polymorphic loci (3 alleles or more) are more consistent (the proportion of TRs with 3 alleles or more detected by the criterion ranges from 58% for Escherichia coli to 100% for Salmonella).
It is tempting to speculate that these observations are applicable to other species. Subsequently, we applied the criterion to ten of the 2-strains comparisons available on the Strain Comparison Page (Table 2). In all ten instances, the criterion positive group is enriched in TRs with different lengths between the two strains, compared to the whole set. This proportion varies from less than 3% in Streptococcus agalactiae to more than 20% in Xylella fastidiosa in the whole set. It is increased to 33% and 93% respectively among the set of loci which satisfy the criterion (these percentages correspond to the predictor's specificity), but the vast majority of polymorphic loci will be missed (90% and 80% respectively). Sensitivity, that is % of the TRs with different lengths that were detected by criterion varies from 6.90% for Brucella to 44.26% for Mycobacterium tuberculosis.
The finding that polymorphic tandem repeats have, on average, a higher internal conservation, total length, and copy number than monomorphic ones is in agreement with previous observations that TR polymorphism is correlated with conservation in Yersinia pestis and with total length in Bacillus anthracis . It is also reminiscent of the behavior of microsatellites (also called short sequence repeats: SSR, see  for review), which are stabilized by internal variations  and by reduction of the number of repeats . Unfortunately, we show here that such simple prediction criteria may miss a very large proportion of polymorphic tandem repeats, and provide highly variable results in different species. This indicates that, in the absence of sequence data from two strains or more, the systematic testing of tandem repeats polymorphism across a set of relevant strains remains the most appropriate way to develop an MLVA assay. Consequently, the Strain Comparison page is of great use when two strains or more have been sequenced.
Bacterial strain typing at the subspecies level is essential for epidemiological issues in the context of disease control. This can be used to determine if an S. aureus or P. aeruginosa infection for instance has been acquired in an hospital environment or not. On a larger scale, it can be used to trace the emergence of new, more virulent or drug resistant M. tuberculosis strains. It is also of interest in the field of bioterrorism and bioweapons control, as was shown by the investigations following the 2001 B. anthracis attacks. Tandem repeats typing has recently emerged as one way to address this issue. Indeed, in the case of a number of highly monomorphic bacterial species, including B. anthracis and Y. pestis, tandem repeats typing is the method of choice for subspecies typing. In addition to the fact that these loci represent an important fraction of the existing polymorphism, it offers a number of practical advantages, including the ease of typing, and of data exchanges among different countries. It is hoped that the tools which are described here will help evaluate the potential of tandem repeats typing assays for a larger range of pathogens.
All the tools presented are freely available from http://minisatellites.u-psud.fr.
FD is the developer of the database and web site, and the curator of the database. GV participated in the development of the initial procedure for the tandem repeat size comparisons between two genomes. The two authors contributed equally to the writing.
active server pages
multiple locus VNTR analysis
polymerase chain reaction
tandem repeats finder
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This work was funded by grants from Délégation Générale de l'Armement (DGA, France) aimed at facilitating the typing of dangerous pathogens.