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Applied and Environmental Microbiology, January 2007, p. 133-147, Vol. 73, No. 1
0099-2240/07/$08.00+0 doi:10.1128/AEM.01453-06
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Microbial Genomics and Bioprocessing Research Unit, Agricultural Research Service, United States Department of Agriculture, 1815 North University Street, Peoria, Illinois 61604,1 Lawrence Livermore National Laboratory, 7000 East Avenue, Livermore, California 94550,2 Microbial Outbreaks and Special Projects Laboratory, Food Safety and Inspection Service, United States Department of Agriculture, Athens, Georgia 306053
Received 23 June 2006/ Accepted 27 October 2006
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DNA sequence and ribotype analyses have demonstrated that L. monocytogenes consists of at least three phylogenetically distinct lineages (41, 51, 53). Relative to their prevalence in animal listeriosis and food contamination isolates, lineage I isolates are overrepresented in human listeriosis cases (17, 22, 35). In addition, lineage I isolates are responsible for the vast majority of listeriosis outbreaks and 62.9% of human sporadic cases (22). Serotype 4b isolates from lineage I are of particular concern because they contribute significantly to sporadic listeriosis and include three previously defined epidemic clones responsible for multiple listeriosis outbreaks in Europe and North America (24).
Molecular subtyping methods are critical components of epidemiological investigation, outbreak detection, and source-tracking activities that are required for effective pathogen control programs. Due to the prevalence of lineage I isolates and, in particular, serotype 4b isolates among human listeriosis cases, significant attention has been devoted to differentiating these isolates below the lineage and serotype levels (4, 6, 9, 18). This is particularly problematic because L. monocytogenes lineage I appears to have experienced a population bottleneck that purged genetic variation, such that genetic distances between lineage I strains are significantly less than that for the other lineages of L. monocytogenes (51).
Pulsed-field gel electrophoresis (PFGE) is the current gold standard for subtyping most bacterial pathogens (13) and has been used for the molecular subtyping of L. monocytogenes as part of the PulseNet system since 1998 (48). However, PFGE patterns are complex and not always easy to interpret (13). In addition, PFGE is relatively labor-intensive and time-consuming, cannot be adapted to target specific polymorphisms of interest, and can be affected by relatively unstable genetic elements, such as plasmids and phages. As a result, PulseNet participants have expressed interest in the development and integration of new DNA sequence-based methods for subtyping food-borne pathogens (13, 48). Recently, a number of multilocus sequence typing (MLST) methods have been described for L. monocytogenes (42, 43, 58). However, MLST methods are expensive and time-consuming because they require numerous sequencing reactions per isolate and cannot be multiplexed. As the vast majority of sites sequenced for MLST are invariant, direct interrogation of single-nucleotide polymorphisms (SNPs) represents a more efficient alternative for DNA sequence-based subtyping. In this study, we describe the development and validation of the first single-well DNA sequence-based subtyping assay for L. monocytogenes lineage I isolates based on multilocus genotyping (MLGT) of SNP sites via flow cytometry.
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Comparative DNA sequence analysis.
DNA isolation, PCR amplification, and DNA sequencing were performed as previously described (51). Reaction conditions are provided as Supplemental Material 1 (see the supplemental material) or were previously described (51). A panel of 65 lineage I isolates of L. monocytogenes, taken from clinical, veterinary, food, and environmental sources was selected to represent lineage I phylogenetic diversity identified in a previous evolutionary analysis of prfA virulence gene cluster sequences (51). Genetic polymorphisms were identified by obtaining 23,251 bp of DNA sequence from seven genomic regions encompassing 22 complete or partial genes (Table 1) and 15 intergenic regions. These regions were chosen to include genes responsible for virulence, stress response, and housekeeping functions. DNA sequences were edited and aligned with Sequencher (version 4.1.2; Gene Codes), variable sites were identified with MEGA (version 3.0 [25]), and unique multilocus haplotypes were identified with DAMBE (55).
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TABLE 1. Single nucleotide polymorphism and haplotype variation among 65 L. monocytogenes lineage 1 isolates
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Multiplex amplification of template for MLGT assay.
Portions of the genomic regions listed in Table 1, totaling 18,832 aligned nucleotides, were coamplified in a single multiplex PCR using nine sets of amplification primers (Table 2), which enabled the simultaneous interrogation of polymorphisms identified in the comparative sequence analysis. Amplifications were performed in standard 50-µl reaction mixtures according to manufacturer specifications and included 2 mM MgSO4, 100 µM deoxynucleoside triphosphate, 300 nM primer, 1.5 U Platinum Taq DNA Polymerase High Fidelity (Invitrogen Life Technologies), and 100 ng of genomic DNA. PCR consisted of an initial denaturation of 90 s at 96°C, followed by 40 cycles of 30 s at 94°C, 45 s at 50°C, and 180 s at 68°C. Amplification products were purified using Montage PCR cleanup filter plates (Millipore) and stored at 20°C prior to use in extension reactions.
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TABLE 2. Primers used in multiplex amplification of MLGT assay
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Hybridization and detection for the MLGT assay.
Biotinylated extension products were hybridized with a mix of microsphere sets specific to each of the sequence tags appended to the 5' end of the extension probes. Hybridization reactions were performed in 50-µl volumes with 1x TM buffer (0.2 M NaCl, 0.1 M Tris, 0.08% Triton X-100), pH 8.0, 10 µl of extension product, and 1,250 microspheres from each set. The samples were incubated for 90 s at 96°C, followed by 45 min at 37°C. Microspheres were twice pelleted by centrifugation (3 min at 3,700 x g) and resuspended in 70 µl 1x TM buffer. Following these washes, microspheres were pelleted and resuspended in 70 µl 1x TM buffer containing 2 µg/ml streptavidin R-phycoerythrin. Samples were incubated for 15 min at 37°C prior to detecting the microsphere complexes with a Luminex 100 flow cytometer (Luminex Corporation). Individual microsphere sets are labeled by the manufacturer with a specific mix of fluorescent dyes, creating a unique spectral address that enables extension products from different probes to be sorted and evaluated individually. The median fluorescence intensity (MFI) from biotinylated extension products attached to 100 microspheres was measured for each probe. The MFI of the average of three template-free control samples was also determined and subtracted from the raw MFI of each sample to account for background fluorescence.
Each probe was designed to match a specific SNP or indel character state, referred to as the target allele. Probe performance was assessed by comparing MFI values for isolates with target and nontarget alleles from the panel of 65 sequenced isolates. Each isolate was genotyped via two independent runs of the MLGT assay, and the results were combined to determine an index of discrimination (not related to the Simpson's index), defined as the ratio of the lowest target MFI to the highest nontarget MFI value for each probe. Probes with a ratio of less than 2.0 were redesigned. Minimum threshold values for discriminating between positive and negative genotypes for allele-specific probes were set at twice the value of the highest nontarget MFI that was observed in the two runs of the MLGT assay across the 65 sequenced isolates. In addition, positive control probes were designed to confirm the presence of each of the amplicons in the multiplex PCR. Minimum thresholds for positive control probes were set at 90% of the lowest MFI observed in the MLGT analysis of the 65 sequenced isolates. A step-by-step outline of the MLGT assay is provided in Table S1 in the supplemental material.
Comparative subtyping.
PFGE was performed following the PulseNet standardized protocol (15) implemented by the USDA Food Safety and Inspection Service (FSIS) using AscI. A Gel-Doc 2000 system (Bio-Rad Laboratories) was used for image acquisition. Image analysis was performed using BioNumerics software (Applied Maths) with manual inspection. Multilocus sequencing was carried out as previously described by Revazishvili et al. (42), and DNA sequences were edited and analyzed as described above. Simpson's discrimination index (SDI) values were calculated as previously described (20). SDI values are scored between 0 and 1. An SDI value approaching 1 indicates a greater discriminatory power of the method being analyzed.
Nucleotide sequence accession numbers.
DNA sequences were deposited in the GenBank database under accession numbers DQ812146 to DQ812517, DQ843664 to DQ844598, and AY512391 to AY512502.
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TABLE 3. L. monocytogenes lineage 1 isolates analyzed by multilocus genotype analysis
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FIG. 1. One of 72 most parsimonious trees inferred from analysis of the combined sequence data for 65 isolates. The tree was rooted with sequence data from the lineage II L. monocytogenes strain EGD-e (GenBank accession number NC003210). Branch lengths inferred by maximum parsimony are provided above individual branches. The frequency (%) with which a given branch was recovered in 1,000 bootstrap replications is shown below branches recovered in more than 70% of bootstrap replicates. Major sequence clusters are demarcated with numbered brackets. With the exception of F2365 and H7858, strains are identified by NRRL B numbers. Similar results were obtained with neighbor-joining analysis. The estimated length of the branch leading to EGD-e is not represented in order to permit visualization of the much smaller branches distinguishing lineage I isolates.
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Isolates representing four listeriosis outbreaks associated with the three epidemic clonal lineages were included in the set of sequenced isolates (Table 3). ECI was represented by isolates from outbreaks in California (CA 1985) and Halifax (Halifax 1981), while ECIa was represented by isolates from an outbreak in Massachusetts (MA 1983). ECII was represented by the available genome sequence of strain H7858, which was associated with a multistate outbreak that occurred between 1998 and 1999 in the United States (USA 1998). Each of these common-source outbreaks, including the two representatives of ECI, were defined as unique sequence types with nucleotide data from the seven sequenced regions (Table 3). This result is consistent with previous subtyping studies demonstrating that individual common source outbreaks associated with ECI represent closely related, but genetically distinct, groups of isolates (52).
Design and validation of the MLGT assay.
Based on sequences from the 65 isolates in Fig. 1, 60 probes were designed for MLGT analysis of L. monocytogenes lineage I strains. This panel included 49 SNP probes, two probes designed to examine a pair of deletion mutations in the SIG (3-bp deletion in isolate 33218) and LMO (single base pair deletion in isolate 33140) regions, and nine positive control probes designed to confirm the presence of each of the amplicons in the multiplex PCR. Probe sequences and probe performance data are provided in Table 4. The index of discrimination values for the MLGT probes ranged from 2.4 to 28.2 with a mean of 9.3, which means that the MFI values for isolates with a negative genotype were always less than half of the MFI values for isolates with a positive genotype. In addition, the MFI values from each of the 60 probes were consistent with expectations based on sequence data. The single-well MLGT assay identified all 37 unique haplotypes among the 65 sequenced isolates, accurately reproducing 100% of the haplotype information contained in approximately 1.5 Mb of comparative DNA sequence (23,251 bp from each of the 65 isolates).
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TABLE 4. Probe performance among 65 sequenced isolatesa
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In total, 43 MLGT haplotypes were identified from the analysis of 241 lineage I isolates. Probe patterns for each haplotype are shown in Table S1 in the supplemental material. Thirty-seven of these haplotypes corresponded to the sequence types identified among the 65 sequenced isolates. In addition, six novel MLGT haplotypes were identified among the 176 isolates that had not been sequenced. The SNP and indel genotypes that defined the six novel haplotypes, labeled Lm1.38 through Lm1.43 (Table 3; see Table S1 in the supplemental material), were confirmed by sequence analysis. A comparison of MLGT results with strain histories, serotypes, and DNA sequence types (Table 3) indicated that the MLGT assay produced highly accurate subtype information. All 3,900 MLGT genotypes collected for the 65 sequenced isolates matched expectations based on DNA sequence data. There were no MLGT types shared in common between 4b complex and 1/2b complex isolates (Table 3), indicating that the major serotype complex could be predicted for unknown isolates based on MLGT type. For the six novel MLGT types that were not represented among the 65 sequenced isolates, the major serotype complex was accurately predicted based on their placement in the phylogenetic analysis of MLGT data (Fig. 2; Table 3).
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FIG. 2. One of six most parsimonious trees inferred from analysis of genotype data from the 43 unique haplotypes identified by application of the multilocus genotype assay to 241 lineage I L. monocytogenes isolates. Rooting was based on the results presented in Fig. 1. The frequency (%) with which a given branch was recovered in 1,000 bootstrap replications is shown above branches recovered in more than 70% of bootstrap replicates. Similar results were obtained with neighbor-joining analysis.
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A total of 93 isolates from eight different outbreaks were included among the 241 lineage I isolates examined (Table 3). With two exceptions, all isolates from the same outbreak had identical MLGT haplotypes. NRRL B-33085, listed as a CA 1985 outbreak isolate, was classified as MLGT haplotype Lm1.13. However, the 39 other isolates examined from this outbreak were classified as MLGT haplotype Lm1.11, which is distinguished from Lm1.13 by a single-nucleotide difference in the hly gene from the VGC region. Similarly, an isolate (NRRL B-33420) from the USA 1998 outbreak was classified as MLGT haplotype Lm1.8. However, two additional isolates from that outbreak, including the genome sequence strain H7858, had MLGT haplotype Lm1.9, which is distinguished from Lm1.8 by a single-nucleotide difference in the LMO region. Sequence analysis of the regions containing these haplotype-defining SNPs confirmed that the MLGT genotypes were correct and that there were minor genetic differences between isolates within each of these outbreaks. This is not unexpected, as genetic or antigenic variation has been observed within multiple listeriosis outbreaks (reviewed by S. Kathariou in reference 24), including the CA 1985 and the USA 1998 outbreaks (5, 14, 57). Variation among isolates from a single outbreak has previously been interpreted as evidence that the outbreak could have resulted from a strain that was resident within the implicated food-processing facility long enough to produce minor variants (14). The fact that the intraoutbreak variants in our analyses differ by a mutation at a single SNP site is consistent with this hypothesis. However, we cannot discount the possibility that these isolates experienced mutations in culture following the outbreak investigations.
Excluding the two isolates that represented genetic variation within individual outbreaks, each of the eight examined outbreak strains had a different MLGT haplotype (Table 3). This is interesting because only four of these eight outbreaks were represented among the 65 sequenced isolates used for SNP discovery. Phylogenetic analysis of the MLGT haplotype data (Fig. 2) correctly identified the strains responsible for the CA 1985 (Lm1.11), Halifax 1981 (Lm1.12), and Lausanne 1987 (Lm1.13) outbreaks as members of a closely related lineage equivalent to the previously defined epidemic clone I (ECI) (10). The other lineage I epidemic clones (ECIa and ECII) were also resolved by phylogenetic analysis of the MLGT data, confirming the findings of De Cesare et al. (6), which stated that the strain responsible for an outbreak of listeriosis associated with contaminated pâté in the United Kingdom (UK 1988) (29) was a member of the ECIa lineage (Fig. 2). Phylogenetic analysis also indicated that the strain responsible for an outbreak associated with contaminated soft cheese in North Carolina (NC 2000) represented an evolutionary lineage distinct from previously described serotype 4b epidemic clonal lineages. Isolates from the NC 2000 outbreak had an MLGT haplotype (Lm1.42) that was not represented in the 65 sequenced isolates and was not associated with any other isolate examined in this study.
Overall, the phylogeny based on MLGT data (Fig. 2) is congruent with the phylogeny inferred from analysis of the 22-gene sequence data (Fig. 1). Both sets of data resolved 4b complex isolates as distinct from 1/2b complex isolates. In addition, both datasets resolved the individual epidemic clones within the serotype 4b clade as distinct monophyletic lineages and recovered the same evolutionary relationships between these epidemic clones. Additional probe development may be required to enhance bootstrap support for interior branches in the MLGT phylogeny. However, the fact that the MLGT data largely recapitulated the phylogenetic relationships inferred from analyses of more than 23 kb of DNA sequence confirmed the accuracy and epidemiological relevance of the subtype data produced by the MLGT assay.
Prevalence of epidemic clones in food.
Of the 241 isolates used in this study, 66 were part of an FSIS collection that consisted of isolates from RTE meat products and food-processing facilities (see Table S2 in the supplemental material). Of the 21 MLGT haplotypes identified among these isolates, only four MLGT types, representing nine isolates (13.6%), belonged to the serotype 4b complex. Combined with data from Ward et al. (51), indicating that lineage I accounted for approximately 47% of the L. monocytogenes isolates collected from RTE meat, this suggests that serotype 4b complex isolates are a rare (6.4%) contaminant of RTE meat products and food-processing facilities. This conclusion is consistent with the results of a recent study by Shen et al., which found that serotype 4b complex isolates accounted for approximately 7% of L. monocytogenes isolates collected from RTE foods in Florida (46).
While serotype 4b complex isolates may be rare in RTE foods, eight of the nine serotype 4b complex isolates from the FSIS panel had MLGT types specific to one of the three serotype 4b epidemic clones. Five of the nine serotype 4b complex isolates had an MLGT type associated with ECIa (Lm1.2; UK 1988), while ECI (Lm1.13; Lausanne 1987) and ECII (Lm1.8; USA 1998) were represented by one and two of the nine serotype 4b complex isolates, respectively. In a recent study of 34 serotype 4b isolates from RTE foods, 58.8% of isolates had ECI-specific genetic markers (56). These authors interpreted their findings as evidence that ECI strains may have a competitive edge over other 4b strains in food and food-processing environments, which may partially explain their repeated association with epidemic listeriosis in humans. While the small number of isolates included in our FSIS panel limits interpretation, our results suggest that this hypothesis could be extended to include ECIa and ECII strains. The ability to rapidly identify these epidemic subtypes using the MLGT assay will greatly facilitate additional surveys of RTE food products required to evaluate this hypothesis.
Examination of a virulence-attenuated subtype.
The ability to examine variation at individual nucleotide positions provides a mechanism for identifying genotypes that are directly responsible for specific phenotypes and is one of the key advantages of DNA sequence-based subtyping. The inlA gene encodes a membrane-anchored invasion protein that is critical for L. monocytogenes virulence (26). Analysis of the 65 sequenced isolates used to develop the MLGT assay revealed four serotype 1/2b isolates (NRRL B-33028, NRRL B-33030, NRRL B-33042, and NRRL B-33046) harboring a nonsense mutation in inlA equivalent to premature stop codon mutation type 1 (PMSC1) described by Nightingale et al. (33). This truncation occurs 5' to the C-terminal LPXTG membrane-anchoring motif, which results in a secreted protein of 606 amino acids in length.
Previous studies have identified at least nine distinct mutations leading to InlA truncations occurring 5' to the C-terminal LPXTG membrane-anchoring motif and documented that strains carrying these mutations display a virulence-attenuated phenotype in animal models and a significantly reduced ability to invade the Caco-2 human intestinal epithelial cell line (21, 23, 33, 37, 38). Only two of these nine truncation mutants have been confirmed among lineage I isolates: PMSC1 was previously reported to be the most frequent inlA truncation among lineage I isolates, and PMSC1 was the only inlA truncation observed among our panel of sequenced isolates. Phylogenetic analysis revealed that the four sequenced isolates we identified as harboring the PMSC1 mutation represent distinct but closely related sequence types within major sequence cluster 16 (Fig. 1). This cluster contained nine other sequenced isolates, comprising four additional sequence types, all of which had uninterrupted inlA open reading frames, suggesting that this InlA truncation had a very recent evolutionary origin.
In order to provide for the rapid identification of this specific set of virulence-attenuated subtypes, we developed an SNP probe (INLa10) specific to the nucleotide character state responsible for the truncated form of InlA. In addition, we developed a reciprocal probe (INLa9) specific to the alternate form of the inlA gene, which did not contain a stop codon at this location. MLGT analysis of all 241 lineage I isolates revealed 29 isolates that had an INLa9/INLa10+ genotype, indicating an InlA truncation. These 29 isolates belonged to the serotype 1/2b complex and were characterized by MLGT haplotypes Lm1.25 (n = 2), Lm1.26 (n = 3), Lm1.27 (n = 1), and Lm1.28 (n = 23) (Table 3). These MLGT types were unique to isolates with the InlA truncation, and phylogenetic analysis of the MLGT data further indicated that this mutation had a recent evolutionary origin (Fig. 2).
Twenty-seven of the 29 isolates harboring the PMSC1 mutation were isolated from food or food-processing environments. The other two isolates were collected by FSIS, but the exact source of these isolates is unknown. In addition, we found isolates with this mutation at a 30.3% frequency among the panel of 66 isolates collected by FSIS from RTE meat and food-processing facilities (see Table S2 in the supplemental material). Given the frequency (47%) of lineage I isolates among RTE food products (51), these data suggest that approximately 14.2% of RTE meat isolates carry the InlA truncation identified by the INLa9/INLa10+ genotype. Therefore, a substantial fraction of isolates from RTE meats may have reduced abilities to cause systemic listeriosis in humans. However, the extent to which the InlA truncations contribute to the attenuated virulence phenotypes of strains carrying these mutations needs to be more conclusively defined (33, 36). In addition, our estimate of the frequency of this particular InlA truncation is substantially higher than the frequency (5.3%) of ribotypes associated with PMSC1 described by Nightingale et al. (33). The Nightingale et al. (33) study included over 1,500 food isolates, but used ribotyping as an indirect assay for inlA truncations. Our results using the MLGT assay to directly type the PMSC1 inlA truncation suggest that this mutation may be particularly common in RTE meat products. However, additional studies that directly assay inlA truncation mutations among large numbers of L. monocytogenes isolates from different categories of food will be required to investigate this hypothesis.
Subtyping method comparisons.
The relative discriminatory power of the MLGT assay was assessed by comparison with that of PFGE and a recently published MLST assay that incorporated segments of four housekeeping genes and two virulence genes (42). In analyses performed using a panel of 62 isolates collected by FSIS, which were not part of the original set of 65 isolates used in SNP discovery and probe development, the MLGT assay identified 20 unique haplotypes, while MLST and PFGE identified 20 and 37 unique types, respectively (Table 5). Although the numbers of distinct haplotypes identified were comparable between the MLGT and MLST assays, an examination of SDI revealed that MLGT (SDI = 0.91) had discriminatory power approaching that of PFGE (SDI = 0.97) and above the level (SDI = 0.9) considered desirable for reliable subtyping (20). However, MLST provided substantially less discriminatory power (SDI = 0.80) than did MLGT or PFGE despite a previous report that this MLST approach provided greater discriminatory power than PFGE (122 sequence types versus 57 PFGE types) (42). The previous study was based on a survey of isolates from all three lineages, which would represent variation significantly greater than that available within lineage I alone. While it is possible that this MLST method has greater discriminatory power than PFGE among lineage II and lineage III isolates, the results of our analyses indicate that the MLST method of Revazishvili et al. (42) has less power to discriminate among the closely related strains within lineage I of L. monocytogenes than does PFGE or the MLGT assay described here.
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TABLE 5. Comparative subtyping analyses for 62 isolates from ready-to-eat food and food-processing facilities
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In order to address the limitations of PFGE, the CDC PulseNet Task Force called for the development and validation of DNA sequence-based subtyping methods and indicated that SNP analyses could be readily incorporated into the PulseNet network for subtyping food-borne pathogens (13, 48). We have reported the design and validation of an SNP-based multilocus genotyping assay for rapid, accurate, and repeatable subtyping of lineage I L. monocytogenes. Strains within this lineage pose a unique threat to public health, and the relatively limited genetic diversity in this lineage poses unique challenges for molecular subtyping. However, the ability to perform multiplex interrogation of 60 probes in a single-well assay provided high discriminatory power (SDI = 0.91) and epidemiological relevance in differentiating serotype groups, epidemic clones, and all eight outbreaks examined. In addition, all 241 isolates examined were reproducibly (100%) typed with the MLGT assay, which recapitulated the phylogenetic relationships and 100% of the haplotype information identified in the analysis of over 23,000 nucleotides of DNA sequence and also provided for the identification of subtypes with a specific attenuated-virulence phenotype (33). The single-well MLGT assay also outperformed the MLST system developed by Revazishvili et al. (42), which required 12 sequencing reactions per isolate and the generation of 278,628 nucleotides of DNA sequence for the panel of 62 isolates examined. In addition, the cost of running the MLGT assay was approximately four times less than that of MLST per reaction (see Table S1 in the supplemental material).
Due to the flexibility of the microsphere-based SNP typing system, which currently permits multiplex analysis of up to 100 probes per well, additional SNP discovery could be used to increase the discriminatory power of the MLGT assay. For example, sequence analysis for the 62 isolates in the FSIS panel revealed nine novel haplotypes (data not shown) defined by single-nucleotide polymorphisms that could be incorporated into the current MLGT assay. The current probe set can also be modified to examine subsets of probes for targeted applications focused on discriminating between specific subtypes, such as the inlA truncation or epidemic clone types. In addition, the current probe set could be expanded to assay variation within lineages II and III by using a modular approach with individual MLGT assays developed to efficiently target SNP variation appropriate for differentiating subtypes within each of the major L. monocytogenes lineages. As such, MLGT represents a highly flexible DNA sequence-based tool for use in pathogen surveillance, outbreak detection, risk assessment, population analyses, and epidemiological investigations.
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Published ahead of print on 3 November 2006. ![]()
Supplemental material for this article may be found at http://aem.asm.org/. ![]()
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