Previous Article | Next Article ![]()
Journal of Clinical Microbiology, July 2004, p. 3262-3271, Vol. 42, No. 7
0095-1137/04/$08.00+0 DOI: 10.1128/JCM.42.7.3262-3271.2004
Copyright © 2004, American Society for Microbiology. All Rights Reserved.
Center for Bio/Molecular Science & Engineering, Naval Research Laboratory, Washington, D.C. 20375
Received 7 January 2004/ Returned for modification 11 February 2004/ Accepted 28 March 2004
|
|
|---|
|
|
|---|
The global distribution and increasingly frequent presence of E. histolytica, G. lamblia, and C. parvum in ambient and source waters suggest that rapid and accurate identification methods are important for public health efforts to prevent and control outbreaks. Traditionally, laboratory detection of these three parasites has mostly relied on the microscopic examination of stool samples and water concentrates (25, 41), which is laborious, insensitive, and requires professional training. The paramount limitation of this method is its inability to differentiate closely related species and heterogeneity within species, as it is often difficult to differentiate these pathogenic organisms from the cysts of nonpathogenic intestinal protozoa via microscopic examination. For example, the nonpathogenic protist Entamoeba dispar is morphologically indistinguishable from its sister species, pathogenic E. histolytica (11), but is responsible for approximately 10 times as many infections as E. histolytica that do not require treatment (15). In addition to genus-level identification, species differentiation and subtype differentiation also provide important epidemiological, surveillance, and host range information. G. lamblia isolates capable of causing infectious disease in humans are morphologically indistinguishable, yet can genetically be differentiated into two major groups, designated assemblages A and B (42). Similarly, morphologically indistinguishable C. parvum isolates can be differentiated into two distinct genotypes, 1 and 2: genotype 1 members exclusively infect humans and nonhuman primates, while genotype 2 members have a wider range of hosts, including humans and livestock (27). In this regard, antibody-based diagnostic methods are useful in that they can discriminate between different species or genotypes, but are far from optimal due to problems of nonspecific binding, variability among clinical isolates, and interference from sample debris (28).
Molecular methods, such as PCR, have aided in alleviating some of the sensitivity and specificity issues traditionally associated with the detection of protozoan pathogens. A number of PCR-based assays, including gene amplification with specific primers (17, 24, 33), multiplex PCR (12, 32), restriction fragment length polymorphism (3, 5, 10, 46), and real-time PCR (2, 4, 16, 23, 40), have been developed for the identification of protozoan infections. However, the shortcomings of PCR-based assays become apparent during practical applications. The generation of nonspecific DNA fragments from environmental and clinical samples poses a significant problem that often results in false-positive results. Conversely, the failure to amplify a single diagnostic sequence due to inhibitors in the sample or possible mutations in the primer binding region may result in false-negative results. Furthermore, although real-time PCR assays are sensitive enough to detect a single cell (4), the limited number of probes that can be applied in one reaction hinders its utility for confident multitarget detection and genotyping analyses.
Recently, oligonucleotide microarrays have been used successfully for the detection of bacterial and viral pathogens (7, 8, 13, 43, 44). The distinct advantage of this detection approach is that it combines powerful DNA amplification strategies with subsequent hybridization to oligonucleotide probes specific for multiple target sequences. This method allows for the simultaneous analysis of a larger number of genetic features in a single experiment (8). Thus, the amplification and hybridization approach produces a highly sensitive and specific platform with high-throughput capacity for pathogen detection and genotyping. Due to the increasing reliance upon genetic tests for identification and differentiation, the low concentration or number of organisms required to cause disease, and the often-found presence of multiple protozoan species in a single environmental or clinical sample, such methods would be ideally suited for the detection of waterborne protozoan parasites. In the present study, we demonstrate the first oligonucleotide microarray capable of simultaneously detecting and differentiating the primary waterborne protozoa pathogenic for humans, E. histolytica, G. lamblia, and C. parvum.
|
|
|---|
PCR primers. The primers used in the multiplex PCRs to amplify fragments from different target genes are listed in Table 1. These primers were either derived from publications or designed by PCR primer design software: Primer3 (http://www-genome.wi.mit.edu/cgi-bin/primer/primer3_www.cgi) and Oligos (http://www.biocenter.helsinki.fi/bi/bare-1_html/oligos.htm).
|
View this table: [in a new window] |
TABLE 1. Protozoan gene-targeted primers used in this study
|
|
View this table: [in a new window] |
TABLE 2. Oligonucleotide probe set used in this study
|
![]() View larger version (94K): [in a new window] |
FIG. 2. Genus-, species-, and subtype-level microarray specificity. (A) Identical protozoan microarrays were individually hybridized with the labeled multiplex PCR products from the six protozoan strains shown in Fig. 1. The portions of the array dedicated to a particular genus are indicated on the left, whereas the original hybridization sample source is indicated above each array. The hybridization spots at the left and right ends of each array represent internal positive controls. (B) Microarray template showing the coordinates and identity of each probe (see Table 2) and the expected subarray hybridization pattern for each species, assemblage, or genotype. In each template, red spots represent E. histolytica, G. lamblia assemblage A, or C. parvum type 1-specific probes; yellow spots represent E. dispar, G. lamblia assemblage B, or C. parvum type 2-specific probes; and green spots represent probes common for both E. histolytica and E. dispar, G. lamblia assemblages A and B, or C. parvum types 1 and 2. (C) Observed subarray hybridization patterns.
|
Microarray hybridization and processing. Oligonucleotide-printed slides were blocked with a 3% bovine serum albumin-casein solution (pH 7.4) for 15 min at room temperature, rinsed with distilled water, air dried, and placed in a MAUI hybridization dual chamber lid (BioMicro, Salt Lake City, Utah) immediately prior to hybridization. The fluorescently labeled ssDNA was resuspended in 20 µl of 1x hybridization buffer (5x Denhardt's solution, 4x SSC [1x SSC is 0.15 M NaCl plus 0.015 M sodium citrate] and 0.2% sodium dodecyl sulfate) containing 0.1 µM Cy5-labeled internal positive control probe (Table 2). The target hybridization sample was denatured at 95°C for 5 min, chilled on ice for 2 min, and applied to the microarray. Hybridization was performed on MAUI Hybridization System (BioMicro) for 1 h at 58°C. After hybridization, the slides were washed once with 4x SSC plus 0.2% sodium dodecyl sulfate at 58°C for 5 min and twice with 1x SSC at room temperature for 1 min. Slides were dried under a nitrogen stream and subsequently scanned with a GSI Lumonics ScanArray Lite confocal laser-scanning system (Perkin-Elmer, Torrance, Calif.). Unless otherwise noted, the microarray images were captured at laser power 80/PMT gain 80.
|
|
|---|
![]() View larger version (64K): [in a new window] |
FIG. 1. Amplification of protozoan target genes by multiplex PCR. A combination of seven Entamoeba-specific primer pairs were used to amplify the genomic DNA of E. histolytica HM-1:IMSS (lane 1) and E. dispar SAW760 (lane 2). Similarly, six pairs of G. lamblia primers were used to amplify G. lamblia WB (lane 3) and G. lamblia GS-H7 (lane 4), and eight pairs of C. parvum primers were used to amplify the genomic DNA of C. parvum TU502 (lane 5) and C. parvum GCH1 (lane 6).
|
Entamoeba subarray. Hybridization of E. histolytica strain HM-1:IMSS clone 9 and E. dispar SAW760 amplified products to the protozoan microarray (Entameoba subarray) resulted in the generation of two distinct profiles (Fig. 2C). As expected, the locus1-2.3 and ssrDNA probes, which are common for both Entamoeba species and served as Entamoeba-specific markers, showed strong signals in both the E. histolytica and E. dispar hybridizations. The prrdx and cp1 genes, which are unique to the genus Entamoeba, were the only gene coding sequences used to differentiate the two species tested. However, the E. histolytica prrdx probes cross-hybridized with E. dispar target DNA and vice versa, albeit with lower average hybridization signal intensities when compared to the isogenic probe/target hybridizations. This result is not surprising based on the number and location of nucleotide mismatches. A single mismatch between Ehprrdx.2 and Edprrdx.2 and two mismatches between Ehprrdx.1 and Edprrdx.1 were all located at the 3' ends of the probes (Table 2). E. dispar target DNA also cross-hybridized with the E. histolytica locus1-2.1 and locus1-2.2 probes, although there are more than 10 nt differences in these regions between the two species. Again, the cross-hybridization signals were of lower average signal intensities when compared to the isogenic probe/target hybridizations. False-negative results were observed for the Edlocus5-6.1 and Edlocus5-6.2 probes when tested with E. dispar target DNA, despite the presence of a 510-bp locus 5-6 amplicon (Fig. 1, lane 2) and appropriately designed probes. However, the few instances of cross-hybridization and false-negative results within the Entamoeba subarray did not interfere with the interpretation of array results: the observed hybridization patterns clearly permitted the differentiation of both species.
Another apparently noninvasive but prevalent Entamoeba species, E. moshkovskii, was tested on the microarray as it is morphologically indistinguishable from E. histolytica and E. dispar (1). When genomic DNA from E. moshkovskii strain Laredo was amplified by the same set of multiplex primers and hybridized to the Entamoeba subarray, only two probes, Ehlocus1-2.3 and EssrDNA.1, which are common to both E. histolytica and E. dispar, showed positive hybridization signals (data not shown).
G. lamblia subarray. The hybridization of G. lamblia WB (assemblage A isolate) and G. lamblia GS-H7 (assemblage B isolate) amplified targets to the Giardia subarray resulted in two distinct profiles (Fig. 2C). Probes targeting the hsp70, giardin, and gdh genes were used as species-specific markers and were positive for both assemblage members. All other probes were shown to be specific for either assemblage A (isolate WB, top two rows) or assemblage B (isolate GS-H7, bottom two rows). The profile results indicated a single false-positive result (girB.1) and false-negative result (tpiA.1) for the assemblage A representative and two false-negative results (girB.3 and girAB.2) for the assemblage B representative. A confirmatory profile generated by the hybridization of another assemblage B isolate, G. lamblia CM, was identical to that of G. lamblia GS-H7 (data not shown). Despite the observed absence of the 749-bp giardin amplicon from the G. lamblia GS-H7 multiplex PCR (Fig. 1, lane 4), six of the eight probes targeting the giardin amplicon were hybridization positive, thus highlighting microarray-based detection sensitivity.
C. parvum subarray. Distinct profiles were also generated when the amplicons from representative C. parvum type 1 and type 2 strains, TU502 and GCH1, respectively, were hybridized to the C. parvum subarray (Fig. 2C). The observed type 1 hybridization profile revealed unexpected false-positive signals arising from three probes: dhfII.2, ptg1, and (low positive) p23II.1. The observed type 2 hybridization profile matched the expected profile (Fig. 2B). Confirmatory profiles generated by the hybridization of two other C. parvum isolates, UG502 (type 1) and Iowa (type 2), to the C. parvum subarray were identical to the presented TU502 (type 1) and GCH1 (type 2) profiles, respectively (data not shown). Although the C. parvum subarray contained the smallest number of genotype-specific probes, the probes designed to target three genes, dhf, ptg, and p23, were clearly enough to ably discriminate between the two major C. parvum genotypes.
Although the probes and primers used for C. parvum subarray-based detection were specifically designed to differentiate the two major human infectious genotypes, we sought to potentially expand the utility of the current assay by testing two nonhuman-pathogenic Cryptosporidium species, C. meleagridis (primarily a bird pathogen but which can infect humans) and C. muris (a rodent pathogen). The electrophoretic profiles demonstrated in Fig. 3A suggested that the C. parvum multiplex primers amplified C. meleagridis DNA (lane 3) almost as efficiently as C. parvum DNA (lanes 1 and 2), but only appeared to amplify a single product from the C. muris isolate (lane 4). Application of the C. meleagridis amplicons to the C. parvum subarray resulted in hybridization-positive signals from 22 of the possible 28 probes, including the dhf, hsp, cowp, rRNA, randomly amplified polymorphic DNA (RAPD; one of two), and TRAP-C2 probes that were common to both cryptosporidial genotypes (Fig. 3B). Hybridization of the C. muris amplified material to the C. parvum subarray revealed two cryptosporidial targets were amplified: hsp70 and rRNA (Fig. 3C). The results suggested that (i) as expected, the hsp70 and rRNA sequences are the most conserved sequences among Cryptosporidum species; (ii) based solely on the number of hybridization-positive probes (and hence, primary sequence conservation), C. meleagridis appears to be more closely related to C. parvum than is C. muris (a result consistent with Cryptosporidium gene phylogenies) (38, 46); and (iii) although specifically designed for the detection of C. parvum, this subarray may also be used for the detection of other Cryptosporidium spp. once characteristic profiles using known templates have been established.
![]() View larger version (81K): [in a new window] |
FIG. 3. Electrophoretic and microarray hybridization profiles of three species of Cryptosporidium. (A) Comparative electrophoretic profiles of C. parvum TU502 (lane 1), C. parvum GCH1 (lane 2), C. meleagridis (lane 3), and C. muris (lane 4) multiplex PCR amplicons. (B and C) Hybridization pattern of C. meleagridis (B) and C. muris (C) according to the Cryptosporidium subarray.
|
|
View this table: [in a new window] |
TABLE 3. Microarray versus PCR sensitivity with G. lamblia trophozoites
|
|
|
|---|
The current accepted methods for the environmental detection of Cryptosporidium and Giardia spp. are labor and resource intensive. For example, Environmental Protection Agency method 1623 requires a series of filtration, immunomagnetic separation, and immunofluorescence assays for detection and determination of pathogen concentrations followed by vital dye staining and microscopy confirmatory assays. Although effective, the observed limits in sensitivity, specificity, and reproducibility have warranted the development of alternate detection strategies. Molecular detection methods, primarily PCR based, have become increasingly common for the identification of viral and bacterial pathogens and appear to be especially attractive for the detection of protozoan parasites that are difficult to culture, morphologically similar, and capable of causing disease in low infectious doses. Thus, the sensitivity and specificity afforded by molecular detection methods such as PCR, restriction fragment length polymorphism, and real-time PCR have resulted in the development of rapid approaches for the detection and genotyping of protozoa in clinical and environmental samples (4, 16, 40).
However, as most PCR-based detection methods are reliant upon amplicon size analyses or generic dsDNA intercalating dye fluorescence, subsequent sequencing or hybridization assays are necessary to confirm the identity of the amplified target. In comparison to a single PCR-based detection method, the combined amplification and microarray hybridization strategy employed in this study to detect and genotype protozoa had the following advantages. (i) Assay sensitivity was achieved not only by amplification of target sequences, but also by DNA-DNA hybridization, which was visualized by fluorescent labeling. Our data demonstrated that as few as five trophozoites of G. lamblia could be accurately detected by this method, whereas the use of PCR analysis alone at identical concentrations generated false-negative results (Table 3). (ii) Pathogen identification was not reliant upon amplicon size analyses or nonspecific fluorescent dye intercalation, but rather two sequential hybridization eventsprimer hybridization for target generation and target/probe hybridization. The combination of primer and probe specificity enhanced assay specificity as genetic variants were unambiguously identified and genotyped despite the existence of nonspecific multiplex PCR products that tend to confound electrophoretic analyses. (iii) Multiplex PCR amplification and microarray hybridization allowed for the simultaneous detection of multiple genetic markers. The redundancy of species- and genotype-specific targets and probes not only increased the confidence in the results but also reduced the vulnerability to spontaneous mutations that may occur in circulating clinical or environmental isolates. This experimental redundancy was found to be necessary for accurate and reliable data interpretation. (iv) Assay throughput was increased as the microarray format enabled the simultaneous analysis of multiple organisms with a large number of genetic markers in one experiment.
The sensitivity and specificity afforded by amplification and hybridization schemes has been highlighted by a number of microarray-based pathogen detection studies that have utilized a single highly conserved gene as the amplification and hybridization target (9, 13, 19, 29, 36). As demonstrated in these studies, the amplification of a single conserved target sequence with a pair of specific or degenerate primers is often more efficient and convenient than multiplex or random amplification, but there are two salient caveats. (i) Often the selected gene, such as 16S rRNA, is so highly conserved that sequence variability among species and strains is small or nonexistent, making it difficult to confidently differentiate between closely related species or subtypes. (ii) The reliance upon a primer pair to amplify a single target region provides little margin for error. A mutation in the primer binding site could potentially reduce or prevent target amplification and subsequently produce false-negative results. The potential pitfalls associated with the use of a single target led us to select multiple diagnostic sequences, both conserved and highly variable, as amplification and hybridization targets. Highly conserved target genes, such as rRNA and hsp70, were selected for general identification of the genus or species. Identification down to the species, assemblage, or genotype level was accomplished by targeting highly variable genes or genes that were unique to Entamoeba (cp1), Giardia (the gene encoding giardin and c4), and Cryptosporidium (cowp, ptg, RAPD, the gene encoding TRAP-C2, and p23). As demonstrated in this study, the use of multiple genetic markers, both conserved and variable, increased the certainty of detection and discrimination.
The use of short probes also aided in the differentiation of species as 20- to 30-mer oligonucleotides are ideal for distinguishing closely related species and monitoring intraspecies genetic variability. For example, Straub et al. recently reported genotyping C. parvum with an hsp70 single-nucleotide polymorphism (SNP) microarray using short probes (36). In this study, we also chose to target the Cryptosporidium hsp70 gene and designed short probes based on primary sequence from a C. parvum genotype 1 human isolate (accession no. AF221535). As hybridization to the C. parvum subarray with C. parvum genotype 1 (TU502) and genotype 2 (GCH1) demonstrated, genotype 2 strain GCH1 target hybridization to probe Cphsp.2 generated a markedly lower fluorescent signal (14-fold less) than that observed with the genotype 1 strain TU502 (Fig. 2C, C. parvum subarray, coordinate L-4). A comparison of the Cphsp.2 probe sequence to C. parvum genotype 2 hsp70 genes in GenBank (accession no. U71181) revealed an SNP at position 1404 of hsp70. This SNP finding turned out to be the same as described by Straub et al. when using the hsp70 SNP microarray (36). Thus, in addition to only using the presence or absence of fluorescent signals to determine genotype, in certain instances, the variations in hybridization signal intensities due to SNPs were also useful in differentiating closely related strains.
Although they did not hinder the interpretation of results, each of the subarrays generated a few false-positive and false-negative hybridization results. We suspect that these erroneous results were due to the amount of available sequence information, the probe location within the target, and/or probe design. First, in comparison to the amount of primary sequence information available for viral and bacterial enteric pathogens, the amount of sequence data available for protozoan enteric pathogens is limited. Thus, limited or incorrect sequence information in public databases may have resulted in the design of PCR primers and oligonucleotide probes that were not representative of the targeted genes. For example, the numbers of E. dispar sequences deposited in GenBank are limited, and often there was only a single sequence available for each gene target. This limitation was clearly highlighted by the number of false-positive and false-negative results obtained within the E. dispar SAW760 hybridization profile. The lack of sequence redundancy and sampling may have resulted in a potentially high design error rate for both primers and probes. Secondly, the positions of oligonucleotide probes (as they relate to the target sequence) and chosen method of labeling may have hindered results. Usually, two probes were designed for each target, with one probe located near the 5' end and the other near 3' end of the amplicon. In most cases, false-negative or low-intensity hybridization signals were found associated with probes located on the 5' end of the target amplicon (such as Ehlocus5-6.1, EhITS.1, EhSA.1, and tpiA.1). As the amplicons were labeled by primer extension incorporation of Cy5-dCTP from the 3' end, it is possible that premature termination of polymerization and dye incorporation resulted in fewer labeled full-length amplicons, thus decreasing the number of labeled targets for hybridization to the 5'-localized probes. In addition, as the probes were covalently immobilized via a 5' reactive amine group, hybridization to the 5' target terminus may have been hindered by increased steric and spatial constraints at the probe-target interface.
In summary, we have developed a microarray for the parallel detection and genotyping of E. histolytica, G. lamblia, and C. parvum. The amplification and hybridization of multiple diagnostic regions to short genus-, species-, and subtype-specific probes allowed for the unequivocal detection and discrimination of E. histolytica, E. dispar, G. lamblia assemblages A and B, and C. parvum genotypes 1 and 2 in a single assay. Thus, this method may aid in confidently expediting the detection of these three major waterborne parasites while simultaneously providing valuable epidemiological information. The relatively rapid and accurate nature of this platform has great potential for use as a diagnostic tool, and efforts are currently under way to further test the utility of this microarray on environmental water and clinical human fecal samples.
This work was supported by the Office of Naval Research. Z.W. is an American Society for Engineering Education Postdoctoral Fellow, and G.J.V. is a National Research Council Postdoctoral Fellow.
The opinions and assertions contained herein are those of the authors and are not to be construed as those of the U.S. Navy or military service at large.
|
|
|---|
lami
li, F. Köksal, Y. Kilinçc, X. Feng, G. Batzer, S. Tzipori, and G. Widmer. 2002. Detection and genotyping of oocysts of Cryptosporidium parvum by real-time PCR and melting curve analysis. J. Clin. Microbiol. 40:3237-3244.
This article has been cited by other articles:
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Copyright © 2009 by the American Society for Microbiology. For an alternate route to Journals.ASM.org, visit: http://intl-journals.asm.org | More Info»