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Infection and Immunity, April 2001, p. 2416-2427, Vol. 69, No. 4
Wellcome Trust Centre for the Epidemiology of
Infectious Diseases, University of Oxford, Oxford, United
Kingdom,1 and Department of Epidemiology
and Public Health, Yale University School of Medicine, New Haven,
Connecticut2
Received 21 November 2000/Returned for modification 4 January
2001/Accepted 24 January 2001
Multilocus sequence typing (MLST) is a tool that can be used to
study the molecular epidemiology and population genetic structure of
microorganisms. A MLST scheme was developed for Streptococcus pyogenes and the nucleotide sequences of internal fragments of seven selected housekeeping loci were obtained for 212 isolates. A
total of 100 unique combinations of housekeeping alleles (allelic profiles) were identified. The MLST scheme was highly concordant with
several other typing methods. The emm type, corresponding to a locus that is subject to host immune selection, was determined for
each isolate; of the >150 distinct emm types identified to date, 78 are represented in this report. For a given emm
type, the majority of isolates shared five or more of the seven
housekeeping alleles. Stable associations between emm type
and MLST were documented by comparing isolates obtained decades apart
and/or from different continents. For the 33 emm types for
which more than one isolate was examined, only five emm
types were present on widely divergent backgrounds, differing at four
or more of the housekeeping loci. The findings indicate that the
majority of emm types examined define clones or clonal
complexes. In addition, an MLST database is made accessible to
investigators who seek to characterize other isolates of this species
via the internet (http://www.mlst.net).
Group A streptococci (GAS;
Streptococcus pyogenes) are highly prevalent bacterial
pathogens, having a worldwide distribution, whereby humans serve as
their primary biological host. Most often, GAS infect superficial
tissue sites, involving the mucosal epithelium of the upper respiratory
tract (URT) or the epidermal layer of the skin, leading to pharyngitis
or impetigo, respectively. On rare occasions, a GAS infection can lead
to invasive disease that includes cellulitis, bacteremia, necrotizing
fasciitis, and toxic shock syndrome, which can be life-threatening
conditions. In addition, GAS contribute to morbidity through delayed
nonsuppurative sequelae, such as rheumatic fever and acute glomerulonephritis.
The M and M-like proteins of GAS form surface fibrils that provide the
basis for a widely used serological typing scheme. For many molecules
studied in detail, the M serotype (M type) is usually defined by
antigenic target sites contained within the distal, amino-terminal ends
of these fibrillar proteins, and >80 distinct M types have been
identified. M and M-like proteins are also key virulence factors, and
protective immunity against GAS infection is type specific (8,
23). More recently, a genotypic typing scheme based on the
emm genes that encode M and M-like proteins has become
widely used and >150 different emm types have been
characterized (15;
http://www.cdc.gov/ncidod/biotech/strep/strains.html). The
antigenic heterogeneity exhibited by this family of proteins reflects
the strong impact of host immunity on the generation of diversity
within this bacterial species.
Numerous other genotypic methods have been developed for the
typing of GAS isolates. Vir-typing measures restriction fragment length polymorphisms within the emm chromosomal region
(18). Pulsed-field gel electrophoresis and
arbitrary-primed PCR can provide high levels of resolution
between strains by measuring multiple loci for differences that are not
necessarily under selection (10, 17, 18, 33). Another
important tool for discrimination among strains of GAS is multilocus
enzyme electrophoresis (MLEE), which indexes differences in the net
charge of housekeeping enzymes resulting from certain mutations
(29, 32).
Multilocus sequence typing (MLST) is a nucleotide sequence-based method
that is well suited towards characterizing the genetic relationships
between the organisms of a bacterial species (12-14, 26).
Because it is based on nucleotide sequence, it provides unambiguous
results and is easily portable from lab to lab. Housekeeping loci are
chosen for analysis because they are present in every organism (i.e.,
their products serve a vital function), and mutations within them are
largely assumed to be selectively neutral (32). Clones,
defined as isolates that are descendants of a recent common ancestor,
can be identified as having shared alleles at each of the housekeeping
loci. In this report, an MLST scheme using seven housekeeping loci was
used to evaluate >200 GAS isolates that were derived from several
continents, spanning a time period of >50 years and representing 78 distinct emm types.
Bacterial strains.
The GAS isolates of the MGAS series were
kindly provided by Susan Hollingshead (University of Alabama at
Birmingham), who had received them from James Musser, and the isolates
have been previously described in detail (29, 30). The GAS
isolates of the CT98 series were kindly provided by James Hadler and
Nancy Barrett (State of Connecticut Department of Public Health,
Hartford). Strain 700294 was purchased from the American Tissue Culture
Collection (Manassas, Va.). All other GAS isolates have been previously
described (6, 17).
Multilocus sequence typing.
Chromosomal DNA was prepared
from freshly grown GAS by previously described methods
(6). Internal fragments of the glucose kinase
(gki), glutamine transporter protein (gtr),
glutamate racemase (murI), DNA mismatch repair protein
(mutS), transketolase (recP), xanthine
phosphoribosyl transferase (xpt), and acetyl coenzyme A
(acetyl-CoA) acetyltransferase (yqiL) genes were amplified
by PCR using the following primer pairs: gki-up, 5'-GGC
ATT GGA ATG GGA TCA CC-3', and gki-dn, 5'-TCT CCT
GCT GCT GAC AC-3'; gtr-up, 5'-GAG GTT GTG GTG ATT
ATT GG-3', and gtr-dn, 5'-GCA AAG CCC ATT TCA TGA
GTC-3'; murI-up, 5'-TGC TGA CTC AAA ATG TTA AAA
TGA TTG-3', and murI-dn, 5'-GAT GAT AAT TCA CCG
TTA ATG TCA AAA TAG-3'; mutS-up, 5'-GAA GAG TCA
TCT AGT TTA GAA TAC GAT-3', and mutS-dn, 5'-AGA GAG TTG TCA CTT GCG CGT TTG ATT GCT-3'; recP-up,
5'-GCA AAT TCT GGA CAC CCA GG-3', and recP-dn,
5'-CTT TCA CAA GGA TAT GTT GCC-3'; xpt-up,
5'-TTA CTT GAA GAA CGC ATC TTA-3', and xpt-dn,
5'-ATG AGG TCA CTT CAA TGC CC -3'; yqiL-up,
5'-TGC AAC AGT ATG GAC TGA CCA GAG AAC AAG ATG C-3', and
yqiL-dn, 5'-CAA GGT CTC GTG AAA CCG CTA AAG CCT GAG-3'.
The PCRs were performed in volumes of 50 µl, with an initial
denaturation at 95°C for 4 to 5 min, followed by 28 cycles of 95°C
for 1 min, 55°C for 1 min, and 72°C for 1 min. The amplified DNA
fragments were purified either by precipitation with polyethylene
glycol or using a PCR purification kit (Qiagen, Valencia, Calif.). The
sequence of each fragment was obtained on both strands by using the
same primers as those in the initial PCR amplifications and an AB1377
or AB13700 DNA sequencer (Perkin-Elmer Applied Biosystems, Foster City,
Calif.).
0019-9567/01/$04.00+0 DOI: 10.1128/IAI.69.4.2416-2427.2001
Copyright © 2001, American Society for Microbiology. All rights reserved.
Multilocus Sequence Typing of Streptococcus
pyogenes and the Relationships between emm Type and
Clone


![]()
ABSTRACT
Top
Abstract
Introduction
Materials and Methods
Results
Discussion
References
![]()
INTRODUCTION
Top
Abstract
Introduction
Materials and Methods
Results
Discussion
References
![]()
MATERIALS AND METHODS
Top
Abstract
Introduction
Materials and Methods
Results
Discussion
References
emm sequence typing.
emm sequence
typing is based on the 5' end of the central emm gene within
the emm chromosomal region (for map, see references 5 and 6). A unique emm type is
defined as having <95% sequence identity to any other known
emm type over 160 bp near the 5' end, as specified
(http://www.cdc.gov/ncidod/biotech/strep/strains.html). There is
a very strong correspondence between M type, as determined by serology,
and the emm type that meets the stated definition (3,
15). In addition to a sequence identity of
95%, indels of
four or fewer codons and/or frameshift mutations relative to the
reference emm typing strain are allowed for classification as an established emm type. Until validation is complete,
new emm types are assigned the nomenclature
"emmst," which stands for emm sequence type
(15) and is not to be confused with "ST," which refers
to the MLST allelic profile.
Computations. A matrix of pair-wise differences in allelic profiles was constructed, and the similarities between the allelic profiles of the isolates were assessed by cluster analysis using the unweighted pair-group method with arithmetic averages (UPGMA) and the percent disagreement distance measure (Statistica version 5.5; StatSoft, Tulsa, Okla.). The maximum percent nucleotide divergence and average percent nucleotide divergence between pairs of alleles at a given locus were calculated using Mega version 2.0 (http://www.megasoftware.net). The Index of Association (27) was used to test for linkage disequilibrium between alleles at the seven housekeeping loci. The observed variance in the distribution of allelic mismatches in all pair-wise comparisons of the allelic profiles was compared to that expected in a freely recombining population (linkage equilibrium). The significance of the difference in the observed and expected variance was evaluated by computing the maximum variance in the distribution of allelic mismatches obtained using 100 randomizations of the data set. Significant linkage disequilibrium was established if the observed variance obtained with the actual data was greater than that found with any of the 100 randomized data sets; otherwise, there was no evidence of a departure from linkage equilibrium.
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RESULTS |
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Housekeeping loci used for MLST.
Seven housekeeping loci were
chosen for the characterization of GAS isolates by MLST and for
determining their population genetic structure (Table
1). The nucleotide sequence was
determined for an internal portion of about 400 to 500 bp of each gene.
The loci that were chosen had been used successfully for pneumococci (14) or were selected with guidance by data from the
University of Oklahoma GAS genome sequencing project that is available
on the World Wide Web. Large contigs from the database
(www.genome.ou.edu) were used in BLASTX searches against the GenBank
database. Housekeeping loci were identified based on their putative
function. Loci selected for this study were devoid of flanking regions
containing genes that are likely to be under selection for variation
(e.g., genes encoding cell surface proteins that may be under
diversifying selection from the host immune response). The only
possible exception was recP, positioned ~9 kb from a
putative penicillin-binding protein gene (pbp2x homologue).
However, analysis of a set of 14 isolates showed nucleotide sequence
divergence of <1.0% for an internal portion of pbp2x and a
lack of evidence for interspecies recombinational events, as has been
observed for pneumococcal and meningococcal pbp genes
(11) (data not shown). Furthermore, GAS isolates that are
resistant to penicillin have not been described as occurring in nature.
Ten housekeeping loci were initially examined in a small subset of
strains and the least and most polymorphic ones were discarded. The
chromosomal distance between any two loci, calculated on the basis of
the tentative genome map of strain 700294, ranges from 20 to 600 kb
(www.genome.ou.edu); it is possible that for other strains, the genomic
location of the loci under study may differ.
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MLST of the GAS population.
The collection of 212 GAS isolates
(Table
2)
was assembled with several goals in mind. First, a genetically diverse
group of GAS strains was desired. As will be shown in this report,
emm type is a sensitive measure of genetic diversity. Of the
>150 emm types characterized
to date (http://www.cdc.gov/ncidod/biotech/strep/strains.html), isolates
representing 78 emm types were included in the MLST
analysis. Secondly, it was of interest to evaluate GAS with large
temporal and/or spatial distances between their isolation from human
tissue, in order to assess the stability of clones. In addition, the
selected GAS isolates were recovered in association with a variety of
host tissues and diseases, including deep soft tissue infections.
Finally, several GAS that had been previously analyzed using different molecular typing schemes were chosen for comparison to MLST, in order
to provide validation of the new method.
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5 (no isolates with this allelic profile were found
among the 212 strains); most allelic profiles will occur by chance at
much lower frequencies. Thus, it is extremely unlikely that two
unrelated GAS isolates will have the same allelic profile.
Relationships between emm type and MLST.
A matrix
of pair-wise differences in allelic profiles was determined, and a
dendrogram displaying the genetic linkage distance between the
212 isolates was constructed by cluster analysis using UPGMA
(Fig. 1). In the dendrogram presented in
Fig. 1, the 15 STs that are represented by four or more isolates are
depicted. In 13 of these STs, all isolates are of a singular
emm type. Is was of interest to further ascertain the
strength of the associations between emm types and ST among
GAS. Or, in other words, how well does emm type equate to
clone?
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emm4,
emm11, and emm49
pair-wise comparisons showed
differences among three of the seven housekeeping loci (Table 3). An
additional three emm types displayed differences at five or
more of the housekeeping loci: emm1, emm44/61, and emm77 (also known as emm27L/77). Perhaps it is of
biological relevance that isolates of two of the emm types
(emm44/61 and emm77) were recently reported to be
found in association with more that one sof allele, which
provides the basis for a second major serological typing scheme for GAS
(4). For emm1 isolates, pair-wise comparisons indicated that this group is the most genetically diverse (Table 3).
However, of the nine epidemiologically distant isolates evaluated, eight differed from one another at three or fewer of the seven loci
(Table 2); furthermore, the emm1 isolates cluster together, and there is a single node on the dendrogram from which all but one of
the 23 emm1 isolates descend (Fig. 1). One emm1
isolate (MGAS2110; ST91) differs from the other emm1
isolates at six or seven of the seven housekeeping loci. In addition to
the emm1, emm44/61, and emm77 isolates, the only
other examples found for a single emm type on widely
divergent genetic backgrounds are emm91 and
emm93, whereby two isolates of each type differ at three and
five of the seven housekeeping loci, respectively (Table 2).
The genetic distances within an emm type can be compared to
the genetic distance between the 100 different STs identified. By
definition, none of the isolates representing each of the 100 unique
STs shared alleles at all seven of the housekeeping loci. Whereas the
majority of epidemiologically distant isolates within an emm
type differed at two or fewer loci, 95% of the distinct allelic
profiles (i.e., ST1 through ST100) differed from each other at five or
more loci (Table 3). Furthermore, nearly half of the 4,950 possible
pair-wise comparisons among the 100 STs differed at all seven
housekeeping loci. Thus, comparisons between individual GAS clones most
often reveal large genetic distances, contrasting sharply with the
similar genotypes typically found within an emm type.
There were several examples of isolates with identical allelic profiles
that differed in emm type: emm86 and
emmstD626 (ST9), emm53 and emmstNS5
(ST11), and emm19, emm29, and emmstRP31 (ST65) (Fig. 1). It is extremely unlikely that these examples of multiple emm types within a clone are due to a lack of discrimination
of the GAS MLST scheme. For example, a single isolate with the allelic profile of ST65 was expected to occur by chance in the data set at a
frequency of 2.2 × 10
8, and the likelihood of
unrelated emm19, emm29, and emmstRP31 isolates
having this allelic profile is essentially zero.
One emm type present on two or more genetically distant
backgrounds, or multiple emm types present on a single
genetic background, may have arisen as a consequence of the lateral
movement of emm genes between different GAS strains. In GAS,
generalized transduction by bacteriophage is the most probable
mechanism for horizontal gene transfer.
Levels of linkage disequilibrium within the GAS population. The extent of recombination within the GAS population was assessed by the Index of Association (27). Using one isolate of each of the 100 STs, there was significant linkage disequilibrium between the alleles at each of the seven housekeeping loci. However, in populations in which recombination is sufficient to randomize the alleles at different loci over a longer term, the recent expansion of clones can result in the appearance of multiple isolates with similar genotypes (27). Therefore, the Index of Association was recalculated using one isolate of each of the 72 STs obtained by truncating the dendrogram (Fig. 1) at a genetic distance of 0.3; no significant linkage disequilibrium between alleles was observed. The truncation effectively reduced each clonal complex to a single representative strain and thereby diminished any bias introduced by the oversampling of select emm types.
Comparison of MLST to other typing methods.
The high degree of
concordance between ST and emm type provides strong evidence
that the MLST typing scheme leads to accurate identification of clones
or clonal complexes. The MLST scheme can be further validated by
comparison to other typing methods. Isolates that had been previously
assessed by MLEE, as reported by others (22, 29, 30), were
compared for emm type, ST, and electrophoretic type (ET)
(Table 4). For organisms represented by
one or more isolates of the same emm type-ST combination, 20 were also concordant for ET, whereas 9 were discordant with ET; however, for the discordant ETs, several were genetically close in
their relationship. For organisms represented by one or more isolates
of the same emm type-ET combination, 20 out of 21 were also
concordant for ST.
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GAS causing invasive disease.
A total of 84 GAS isolates
associated with invasive disease in the United States between 1986 and
1999 were included in this study. Thirty distinct emm types
were represented by 34 unique allelic profiles (Fig.
2). Among the subset of invasive disease isolates, there was a high one-to-one correspondence between
emm type and ST. However, for the vast majority of pair-wise
comparisons between invasive disease isolates of different
emm types, there were differences at four or more loci.
Therefore, invasive disease caused by GAS can be attributed to a large
number of genetically diverse strains or clones, confirming other
reports (2, 17, 29, 35). However, two major clusters of
isolates with identical or very similar allelic profiles were
identified. These two clusters contained isolates of emm1
and emm3, which are the emm types most commonly
recovered from invasive disease in the United States during the 1990s
(2, 17, 35).
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DISCUSSION |
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A primary objective of this report is to provide the foundation for a new typing scheme for GAS that can be readily expanded upon by other investigators. In general terms, the value of molecular typing schemes lies in their ability to discriminate between the various strains within a bacterial species. However, high levels of discrimination are often achieved by indexing variation that accumulates very rapidly, making it difficult to demonstrate the relatedness of isolates that have diversified from a common ancestor that existed many decades ago. Variation within the nucleotide sequences of housekeeping genes accumulates relatively slowly, and as demonstrated in this report, isolates with the same allelic profile can be recovered many decades apart. Although the genetic variation indexed by MLST accumulates slowly, the multilocus approach allows for a vast number of distinct genotypes to be distinguished. Furthermore, MLST has high resolving power and, in many instances, it can discriminate among isolates of a single emm type.
The clustering of isolates achieved by MLST was in good agreement with those obtained using other typing procedures, and thus, the GAS MLST scheme provides a validated method for the unambiguous identification of GAS isolates. Since it is based on nucleotide sequence data, MLST allows different laboratories to compare their results via the internet. A website containing an initial database of the allelic profiles and molecular properties of the 212 GAS isolates and associated epidemiological data, together with interrogation and analysis software, is available (http://www.mlst.net).
The organisms initially selected for analysis by MLST represented a total of 78 emm types, and their isolation from human subjects dates back nearly 60 years. A future goal is to apply the MLST scheme to at least one isolate of every known emm type, collected from worldwide sources. A thorough documentation of existing GAS clones will lay the groundwork for gaining a better understanding of the epidemiological trends underlying GAS disease and aid in deciphering the molecular basis for biological diversity within this species.
emm type provides the basis for a serological typing scheme
that differentiates between antigenic epitopes contained within the
amino-terminal, distal region of M-protein surface fibrils. Serum
immunoglobulin G directed to M-type-specific epitopes leads to
protective immunity for most strains that have been studied (1,
9, 25). Furthermore, the M proteins are key virulence factors,
displaying a wide array of functional activities that act to promote
disease (8). Unlike the housekeeping loci, emm genes are highly variable as a consequence of diversifying selection applied by the host immune response. It might therefore be expected that emm type would change more rapidly than alleles at
housekeeping loci, resulting in variation within emm type
among isolates of a clone or clonal complex. However, emm
type is not defined by a unique nucleotide sequence but by
95%
sequence identity. Consequently, descendants of an ancestral strain may
accumulate as many as eight nucleotide changes (and small indels or
frameshifts) within the 160-bp sequenced region of the emm
gene without altering the emm type, whereas even a single
nucleotide change in the ~450 bp sequenced regions of any of the
seven housekeeping loci results in a change in allelic profile. There
are a few examples of isolates with identical allelic profiles having
different emm types, such as ST65, which includes isolates
of emm19, emm29, and emmst1RP31. Presumably, in
these isolates, recombinational exchanges have resulted in the
replacement of the region of the emm gene that defines
emm type with the corresponding region from isolates of different emm types, since their divergence in
emm type far exceeds 5%. Another multilocus typing
method
MLEE
has also uncovered examples of isolates of the same
genotype having different emm types (24, 30,
34).
A striking finding of this report is the degree to which multiple isolates of a given emm type share identical or highly similar allelic profiles (Table 3). Isolates of these emm types are considered to be clones or to form a clonal complex consisting of isolates with closely related allelic profiles. A much more extensive sampling of the GAS population will confirm the validity of this concept. The finding of a high one-to-one correspondence between emm type and clones or clonal complex suggests that GAS clones typically emerge and begin to diversify without changing their ancestral emm type. Recent studies using statistical tests of congruence between different housekeeping loci have indicated that recombination may be relatively common in GAS (16). This view was also supported by the lack of significant linkage disequilibrium between alleles that was observed when multiple isolates with similar genotypes were removed from the MLST data set, as measured by the Index of Association (27). Given this evidence for a major impact of recombination in the evolution of GAS populations, it is surprising that horizontal gene transfer appears to have rarely resulted in the presence of the same emm type in distantly related lineages. There are examples of this phenomenon, but they are uncommon. For example, among emm1 isolates (the most intensively sampled emm type), 22 of the 23 isolates form a cluster of lineages that all descend from the same relatively deep node (genetic distance of 0.5), whereas the other emm1 isolate differed from the former emm1 isolates at six or seven of the seven loci (Fig. 1; Table 2) (30).
MLST studies of Streptococcus pneumoniae have also shown that isolates with identical or closely related allelic profiles almost invariably have the same serotype. However, in contrast to the findings on GAS, there are often multiple examples of distantly related clones or clonal complexes sharing the same pneumococcal serotype. The paucity of distantly related GAS lineages sharing the same emm type may reflect differences in the strength of the immune response against pneumococcal capsular polysaccharides compared to that against M proteins, leading to differences in the strength of competitive exclusion between clones with the same capsular serotype or emm type. However, it might also be explained by the likelihood that changes in GAS serotype (i.e., emm type) occur by both mutation and recombination, whereas recombination involving the capsular biosynthetic genes is the only known mechanism underlying serotype changes in pneumococci (7). In the presence of strong selective immunological pressures, the diversification of emm genes might be further promoted by highly mutable processes, such as frameshift mutation and DNA slipped-strand mispairing (21, 28, 31). Unless recombinational exchanges that result in the presence of the same emm type in different lineages have occurred relatively recently, the diversifying selection applied by the host immune system is likely to result in the divergence of the emm types of the parental and recipient lineages. Thus, descendants of ancient horizontal genetic transfer events that distributed a particular pneumococcal capsular locus into multiple lineages may have retained the same serotype, whereas it is far less likely that the descendants of a similar ancient horizontal distribution of an emm gene will have retained the original emm type. The different extent to which the same capsular or M type is found in different lineages of pneumococci or GAS may rest more on the ease with which serotypes can change in these species, rather than differences in the rates of horizontal gene transfer.
The GAS MLST scheme provides a new and unambiguous method for characterizing GAS isolates for epidemiological purposes by using the internet. The MLST data can be used to address several epidemiological issues concerning GAS disease. Changes in epidemiological trends can be more readily ascribed to the emergence of new clones. Vaccine design strategies can be further refined, and vaccine efficacy can be measured with greater precision. The sequences of fragments of seven housekeeping genes from hundreds of GAS isolates provide data that can be used to address aspects of the population and evolutionary biology of the species. For example, the ancestral relationships and patterns of descent among closely related isolates can be deduced, although relationships between more distantly related isolates are likely to be obscured by a history of recombination (16). The population genetic structure of GAS, based on neutral housekeeping loci, will provide a framework upon which to measure the distribution of adaptive loci. This, in turn, should provide new insights into the molecular basis for biological diversity among GAS, as well as the role of cell surface antigens in structuring the population (19, 20).
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ACKNOWLEDGMENTS |
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We thank Yury Nunez, Eric Peterson, and Michelle Benitez for expert technical assistance, Susan Hollingshead (UAB) for supplying the MGAS strains, and Jim Hadler and Nancy Barrett (CT DOH) for providing the invasive isolates collected in Connecticut during 1998 (CT98 series) and the emm-typing data. We also acknowledge the Streptococcal Genome Sequencing Project funded by USPHS/NIH grant AI-38406 and the work performed by B. A. Roe, S. P. Linn, L. Song, X. Yuan, S. Clifton, R. E. McLaughlin, M. McShan, and J. Ferretti.
This work was supported by grants from the Wellcome Trust (to B.G.S.), the National Institutes of Health (AI-28944 to D.E.B. and GM-60793 to D.E.B. and B.G.S.), the American Heart Association (grant-in-aid to D.E.B.), and a Brown-Coxe Postdoctoral Fellowship (to A.K.). M.C.E. is a Royal Society University Research Fellow. D.E.B. is an Established Investigator of the American Heart Association.
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FOOTNOTES |
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* Corresponding author. Yale University School of Medicine, Department of Epidemiology & Public Health, 60 College St., Box 208034, New Haven, CT 06520-8034. Phone: (203) 785-4480. Fax: (203) 737-4285. E-mail: debra.bessen{at}yale.edu.
Present address: Department of Biology and Biochemistry, University
of Bath, Bath BA2 7AY, United Kingdom.
Present address: Department of Infectious Disease Epidemiology,
Imperial College School of Medicine, University of London, St. Mary's
Campus, London W2 1PG, United Kingdom.
Editor: E. I. Tuomanen
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