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Applied and Environmental Microbiology, September 2006, p. 5742-5749, Vol. 72, No. 9
0099-2240/06/$08.00+0 doi:10.1128/AEM.00332-06
Copyright © 2006, American Society for Microbiology. All Rights Reserved.
David M. Kulis,2
Deana L. Erdner,2
Donald M. Anderson,2 and
David R. Walt1*
Department of Chemistry, Tufts University, 62 Talbot Ave., Medford, Massachusetts 02155,1 Biology Department, Woods Hole Oceanographic Institution, Woods Hole, Massachusetts 025432
Received 9 February 2006/ Accepted 12 June 2006
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As the frequency of HAB occurrences has increased worldwide (22), new techniques have been developed to monitor seawater for the presence of HAB species. Traditionally, phytoplankton are detected and enumerated by direct observation using light or electron microscopy of live or preserved seawater samples. Although this method can provide direct visual confirmation of target organisms, it is both time-consuming and requires expertise in phytoplankton taxonomy because of the difficulty in identifying morphologically similar species or strains (20, 36). The latter problem frequently occurs in the study of HAB species, because toxic and nontoxic phytoplankton species can coexist in the collected sample, and in most samples, the HAB species of interest is often a minor component of the mixed plankton community (5). Alternatively, the identification and enumeration of HAB species have been facilitated by the development of molecular methods for HAB cell detection.
Antibody-based detection methods for HAB species have been developed that target specific molecules on the cell surface (26, 30, 33, 40). Detection of a wide range of HAB species using immunological methods has been reported (9, 39, 41). Many immunological detection methods suffer from poor quantification, primarily due to cross-reactivity problems and to cell loss during sample processing (6, 7).
More commonly, oligonucleotide probes have been employed to identify HAB species using short, synthetic DNA that selectively binds to sequences specific to a target organism. DNA-based methods for HAB analysis are particularly focused on the detection of rRNA. Ribosomal genes have several significant advantages as detection targets for HAB species. First, they contain regions ranging from highly conserved to highly variable, which enables discrimination of cells at various levels, from broad phylogenic groups to species and even strains (27, 36). Second, ribosomal genes are present in high copy numbers, providing abundant target molecules to which oligonucleotide probes can bind (28, 38). The use of oligonucleotide probes targeting rRNA in HAB species has been approached in several different ways, including whole-cell hybridization (1, 29, 32, 36), sandwich hybridization (34, 35), and PCR-based methods (11, 19, 20, 21).
Fiber-optic arrays have been successfully employed as platforms for various applications ranging from diagnostics to artificial noses (10, 15, 43). In particular, microsphere-based fiber-optic arrays provide many advantages over other array-based methods: higher sensor-packing density, smaller assay sample volumes, increased array reusability, flexible array design, and reduced false positives and false negatives (16). Previous work has demonstrated that the microsphere-based fiber-optic array can detect as few as 600 target DNA molecules and is sensitive enough to discriminate a single-base mismatch from a perfect match (15, 17).
In this paper, we describe a simple, specific, and sensitive method for simultaneous detection of multiple HAB species using microsphere-based DNA fiber-optic microarrays. Three HAB species were chosen as target organisms for this study: Alexandrium fundyense, Alexandrium ostenfeldii, and Pseudo-nitzschia australis, all of which are associated with toxic blooms in the Gulf of Maine (A. fundyense and A. ostenfeldii) or on the West Coast of the United States (P. australis). A sandwich hybridization methodology was employed in which target rRNA in the sample was hybridized to capture probes immobilized on the microspheres, followed by a second hybridization with Cy3-labeled signal probes. The resulting fluorescent signals from the hybridization were observed using a charge-coupled device (CCD) camera.
(A preliminary report of this work was presented previously by Anderson et al. [8].)
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Microsphere encoding.
Internal encoding of microspheres was performed as reported previously (2). Aliquots (50 µl) of 3.1-µm-diameter amine-modified poly(methylstyrene)-divinylbenzene microspheres were washed three times each with 150 µl PBS (1x; pH 7.4) and then 150 µl THF. A 150-µl aliquot of Eu-dye in THF (0.025 M, 0.1 M, or 0.5 M) was added to the microspheres, and the mixture was shaken for 2 h at room temperature. To avoid clumping of microspheres, the mixture was vortexed every 15 min with shaking. Encoded microspheres were recovered after centrifugation (9,000 x g, 5 min) and washed thoroughly with methanol and 1x PBS (pH 7.4). The encoded microspheres were stored in 0.01% Tween 20 in PBS at 4°C until use.
Oligonucleotide probes.
Previously designed DNA oligonucleotide probes were used for detection of Alexandrium fundyense and Pseudo-nitzschia australis (7, 34). The capture probe for Alexandrium ostenfeldii (AO2) was designed for this study based on sequence and probe information reported previously (23). Probe sequences are listed in Table 1. The probes were stored at a concentration of 100 µM in DNase- and RNase-free water.
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TABLE 1. Oligonucleotide probe sequences for HAB target rRNAs
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An aliquot of each encoded microsphere solution (10 µl) was suspended in 200 µl of 8% (vol/vol) glutaraldehyde in 1x PBS with 0.01% (vol/vol) Tween 20 (PBST; pH 7.4), and shaken for 1 h at room temperature. The mixture was vortexed every 15 min to avoid aggregation of microspheres. After three washes with PBST, the microspheres were suspended in 200 µl of 5% (vol/vol) PEI in PBS. The mixture was shaken for 1 h at room temperature, and the microspheres were rinsed with PBST followed by SBB. An aliquot (100 µl) of cyanuric chloride-activated DNA was added to the PEI-functionalized microspheres, and the mixture was shaken overnight at room temperature. The microspheres were then rinsed with SBB three times. To prevent nonspecific binding, the remaining free amine groups on the microspheres were capped with 100 µl of succinic anhydride (0.1 M in 90% dimethyl sulfoxide, 10% SBB) by shaking for 1 h at room temperature. The microspheres were washed three times with SBB and three times with TE buffer containing 0.1% NaCl and 0.1% sodium dodecyl sulfate (SDS) and were then stored at 4°C prior to use.
Microarray formation.
Optical fiber bundles with diameters of 500 µm and 1 mm, containing about 6,000 and 50,000 individual 3-µm-diameter optical fibers, respectively, were used in this study. The 1-mm-diameter optical fiber bundles were obtained from Illumina Inc. (San Diego, CA) already polished and etched. Optical fiber bundles of 500 µm diameter were polished on a fiber polisher followed by chemical etching to form microwells as described previously (2, 14). A DNA microarray was prepared by pipetting an aliquot (0.5 µl) of each microsphere suspension for a single-probe-type array, or a mixture of the different probe-functionalized microsphere solutions for a multiplexed array, onto the distal end of the etched fiber bundle containing the microwells. The loaded microspheres spontaneously and randomly distribute into individual microwells by capillary forces during solvent evaporation. After solvent evaporation, the distal end of the fiber bundle was wiped with an antistatic swab to remove excess microspheres. Registration for each probe type position on the randomized array was based on the "optical bar code," the encoding dyes contained within each microsphere, as previously described (18, 42).
Imaging system.
The customized imaging system used in this study has been described previously (14, 17). Fluorescent signals were captured by a CCD camera (Orca ER; Hamamatsu Photonics, Trenton, NJ) and analyzed using IPLab software (Scanalytics, Fairfax, VA).
Cultures.
A. fundyense (strain GTCA28), A. ostenfeldii (strains HT-240D2 and HT-120D6), and P. australis (strain 1BA) were grown in modified f/2 medium as previously described (5). At the mid-exponential phase of growth, cell counts were taken, and dilutions of the cultures were made with fresh f/2 medium to yield a range of cell densities from 5 to 5,000 cells/ml. After dilution, aliquots of each diluted culture were filtered onto 25-mm, 0.65-µm-pore-size Durapore filters (Millipore Corp., Bedford, MA), which were placed in 2.0-ml cryovials and frozen in liquid nitrogen. Frozen samples were then stored at 80°C until use.
Sample preparation.
The filtered cells in the cryovial were lysed by adding 500 µl of lysis buffer and vortexing to wet the filter completely. The vial was then heated for 5 min at 85°C and cooled in ice for 1 min. The resulting cell lysate was syringe-filtered through a 0.45-µm Durapore Millex-HV filter (Millipore Corp., Bedford, MA) into a fresh tube and was used as a target sample in the sandwich hybridization described below. When necessary, the filtered lysate was treated with RNase-free DNase by incubating the lysate samples with RQ1 DNase (Promega, Madison, WI) at 37°C for 5 min according to the manufacturer's instructions.
To prepare simulated field samples, 10 liters of coastal seawater (Vineyard Sound, MA) were filtered through 20-µm Nitex nylon mesh to concentrate the natural algal cells. The collected cells were washed into a tube with 10 ml of seawater, and this seawater concentrate was used for preparation of target HAB cells to provide different levels of background matrix. One milliliter of seawater concentrate prepared in this manner could provide background organisms corresponding to 1 liter of raw seawater. Note: to prepare multiplexed samples containing P. australis cells, rRNA from P. australis had to be prepared separately and mixed with other rRNA samples, instead of being directly prepared from a filtered cell mixture, since P. australis was collected and shipped separately from A. fundyense and A. ostenfeldii.
Microarray hybridization.
Sandwich hybridization was performed by exposing the microarray first to 200 µl of target sample lysates, during which the target rRNA sequences from HAB species bound to their complementary capture probes immobilized on the microspheres. After incubation for 30 min, the array was washed twice with prewarmed TE containing 2% SDS (40°C). Following the wash steps, three fluorescence images were acquired with a 150-ms camera exposure time. The average signal intensity from individual bead types (
100 beads per microarray) was calculated from each image, and the average value from these three images was used as the background signal. A second hybridization was then performed by exposing the array to 200 µl of Cy3-labeled signal probes (1 µM) for 15 min and washing with prewarmed TE containing 2% SDS (40°C). After a wash, three fluorescence images were taken, and their average value was calculated as the hybridization signal as explained above. In this study, a positive hybridization signal was defined as any net signal (hybridization signal background) greater than 3 times the standard deviation of the background intensity. After the measurement, the arrays were washed with dehybridization buffer containing 90% formamide solution in 1x PBS heated to 85°C until the fluorescence intensity returned to background levels, to prepare the arrays for reuse. All probe hybridizations were performed at room temperature.
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The performance of each capture probe was first tested using microarrays in which only a single probe sequence was present on all the microspheres in the array. Each of these arrays was exposed to Cy3-labeled synthetic targets with sequences complementary to the capture probe. Hybridization was performed at room temperature using 100 µl of synthetic target solution at two different concentrations, 1 nM and 1 pM, with hybridization times of 10 min and 30 min, respectively. Net signal intensities for each probe type were obtained by subtracting the averaged background signal intensity from the averaged hybridization signal intensity (Table 2). All probes were able to detect 1 pM target solution within 30 min, demonstrating the capacity of the microsphere-based DNA array for sensitive detection. The arrays were further tested with lower target concentrations; while all probe types could detect 100 fM target solution within 30 min, only NA1S gave a positive signal to 10 fM after 30 min of exposure (data not shown). The arrays were regenerated between the different target concentrations by dehybridizing with 90% formamide solution (85°C).
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TABLE 2. Average net hybridization signals obtained with synthetic targets hybridized to single bead arraysa
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To optimize the primary capture probe hybridization time, target samples containing rRNA from 5 and 500 cells of A. fundyense were tested. First, the primary hybridization times were varied from 5 to 60 min while a fixed 10 min was employed as the secondary hybridization time for the signal probe (Fig. 1A). As expected, signal intensity increased with longer hybridization times, and samples with more cells reached a signal plateau in less time; this plateau was observed after less than 20 min with 500 cells, while it took 30 min to reach a plateau with 5 cells. From this result, 30 min was selected as an optimal time for the primary hybridization between capture probes and target rRNA. We then optimized the secondary hybridization time, using a rRNA sample prepared from 50 cells of A. fundyense, by varying the secondary hybridization time from 1 to 30 min. As shown in Fig. 1B, signal intensity increased with increased hybridization time, reaching a plateau after 15 min. Based on these results, 30- and 15-min hybridization times were used in the remainder of this study for capture and signal probes, respectively.
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FIG. 1. Optimizations of sandwich hybridization for the capture probe (NA1S) (A) and signal probe (AlexS) (B) using A. fundyense as a target cell. Error bars, standard deviations from three measurements. (A) Hybridization time with the capture probe was optimized with two different numbers of cells: 500 cells and 5 cells of A. fundyense. The solid curve represents the polynomial fit for 500 cells, and the dashed curve represents that for 5 cells, with R2 values of 0.996 and 0.994, respectively. (B) Hybridization time with the signal probe was optimized with 50 cells of A. fundyense. The solid curve represents the polynomial fit, with an R2 of 0.998. Each point represents the average of triplicate measurements.
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TABLE 3. Averaged net fluorescence signal intensity from three single-probe-type arrays with varying numbers of target cellsa
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TABLE 4. Detection limits of NA1S probe obtained from single-probe-type microarray
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FIG. 2. Dynamic range of the dose-response curve from the DNA microarray. The NA1S single-probe microarray was used as a representative array, and serially diluted rRNA samples from A. fundyense were used as the target. The solid line represents the linear fit, with an R2 of 0.984. Each point represents the average of triplicate measurements. Error bars, standard deviations from three measurements.
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Detection of A. fundyense in seawater concentrate.
To study the effect of co-occurring plankton and detritus on the detection of target cells in field samples, seawater concentrate samples were prepared as described above to provide simulated background matrices. Various numbers of A. fundyense cells were mixed with 1 ml seawater concentrate (equivalent to 1 liter of seawater) and tested using a NA1S single-probe-type microarray. As shown in Fig. 3 (A), even in the presence of other co-occurring wild plankton cells and detritus, the microarray was able to detect rRNA from as few as 5 cells, the same detection limit achieved with the pure culture of A. fundyense.
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FIG. 3. Effect of natural plankton cells and detritus present in seawater. (A) Signal intensities from target samples obtained using various numbers of A. fundyense cells spiked into 1 ml seawater concentrate, which is the equivalent of 1 liter of raw seawater. (B) Signal intensities obtained using various volumes of seawater concentrate spiked with 1,000 A. fundyense cells. The single bead-type array with the NA1S probe was used for the signal measurement. The standard deviation of the background was 15, and the threshold for a positive signal was calculated to be 45 (3 x 15). Each data point represents the average of triplicate measurements. Error bars, standard deviations from three measurements.
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Multiplexed detection of HAB organisms.
To study the specificity of the probes on the microarray, all three HAB targets were detected using a multiplexed DNA microarray. The multiplexed microarray was prepared to contain all three capture probes, NA1S, AO2, and auD1S, and the microarray responses to different concentrations of synthetic targets (100 fM, 10 pM, and 10 nM) were examined. The multiplexed microarray was able to detect 100 fM of each sequence within 30 min of hybridization. Furthermore, the tested probes gave positive signals only with their complementary target sequences, and no positive hybridization signals were observed from any of the noncomplementary targets (data not shown).
The multiplexed microarray was then tested against single-target samples containing rRNA from one of four strains of target organisms (5,000 cells) A. fundyense (strain GTCA28), A. ostenfeldii (strains HT-240D2 and HT-120D6), and P. australis (strain 1BA). Positive signals were observed only from sandwich hybridization between probes and their corresponding target organisms (Fig. 4A). All signal intensities from nontarget algal cells were lower than the threshold for a positive signal. The AO2 probe gave positive signals with both strains of A. ostenfeldii (HT-240D2 and HT-120D6), and no cross-reactivity between NA1S and AO2 probes was observed. The multiplexed microarray was further tested with lower target cell numbers: 5, 50, and 500 cells. The multiplexed array could successfully detect 5 target cells of all four strains tested without any cross-reactivity between probes, and the signal intensity increased with higher target cell numbers for all three capture probes (data not shown).
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FIG. 4. Simultaneous detection of single (A) or multiple (B) HAB species using a multiplexed microarray containing three probe types: NA1S, AO2, and auD1S. The standard deviation of the background was 17, and the threshold limit for a positive signal was calculated to be 51 (3 x 17). The positive threshold is shown as dashed lines. Each point represents the average of triplicate measurements. AF, A. fundyense GTCA 28; AO D2 (A) or D2 (B), A. ostenfeldii HT-240D2; AO D6 (A) or D6 (B), A. ostenfeldii HT-120D6; PN, P. australis 1BA.
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In this study, we developed a microsphere-based fiber-optic microarray for the detection of HAB cells by using a sandwich hybridization protocol. The methodology utilizes two probes (capture probe and signal probe) designed to specifically target the rRNA sequences of the HAB organisms A. fundyense, A. ostenfeldii, and P. australis. Since rRNA molecules are present in large numbers in a cell, constituting as much as 75 to 80% of total cellular RNA, rRNA can provide a sufficient number of target molecules to generate signals without any amplification step, which is required for methods targeting chromosomal DNA (19, 25). Another advantage of using rRNA as a target is that its sequence contains both highly conserved and highly variable regions. This characteristic makes it possible to design species- or even strain-specific probe sequences. The performance of the capture probes was confirmed using Cy3-labeled synthetic oligonucleotide targets whose sequences were complementary to the capture probe on single-probe microarrays.
The hybridization times for the primary hybridization between the capture probe and target DNA and the secondary hybridization between the captured target DNA and signal probe were optimized to 30 min and 15 min, respectively. These results suggest that the capture probes were completely hybridized to rRNA molecules after a short incubation time (30 min). It is notable that a much shorter incubation time (15 min) is required to obtain saturation of the target rRNA sequence by the signal probes. This result could arise from two steps in our procedure (or a combination of both). First, the washing step prior to the secondary hybridization of the signal probe removes most nontarget DNA and RNA as well as other impurities that can interfere with hybridization between the target sequence and signal probe. Since the target rRNA sample is prepared by simple cell lysis and filtration, there are probably large amounts of nontarget DNA and RNA molecules as well as other low-molecular-weight impurities in the lysates. Primary hybridization between the target rRNA and capture probe may be hindered by the presence of these nontarget molecules in the solution, requiring longer incubation time for probe saturation. The washing step prior to secondary hybridization, however, eliminates any of these nontarget molecules, removing any interference and facilitating the binding of the signal probe to its target rRNA sequences. Second, the high concentration of signal probe (1 µM) used for hybridization facilitates a rapid reaction. A previous study with synthetic target showed that probes were saturated and reached the signal plateau within 5 min in the presence of high concentrations of targets (
100 nM) (18). Although we optimized the hybridization time for capture and signal probes at 30 min and 15 min, respectively, we observed that the signal intensities obtained with rRNA from HAB-spiked seawater samples (containing wild algal cells) were lower than the signals from pure cultures. This result suggests that more than 45 min of total hybridization time (30 min and 15 min) might be needed to obtain complete hybridization for environmental samples containing background algal cells in addition to the target organisms. Detection of environmental samples might also be improved by replacing the simple sample preparation steps of cell lysis and filtration with more specific RNA purification protocols, which would further remove many of the impurities present in seawater. On the other hand, this procedure would add another step and additional costs and is therefore to be avoided if at all possible.
The detection limits for the three different probe types were determined with serially diluted rRNA samples, from 5 to 5,000 cells per membrane filter, using three single-probe microarrays. All three microarrays could detect 5 cells, with statistically higher signal intensity than background, in both pure cultures and samples with a natural seawater background matrix. Even with DNase treatment of the samples, 5 cells could be detected with only a slight decrease in signal intensity (
10%). This result suggests that the signal is produced by specific hybridization between probes and rRNA targets, with a minimal effect of DNA in the sample. A dose-response curve was obtained for the NA1S single-probe-type microarray as a representative microarray. The detection limit determined from the dose-response curve for cultured A. fundyense was approximately 4 x 104 rRNA molecules, corresponding to 5 x 103 of the amount of rRNA contained in a single cell. This detection limit is much lower than previously reported detection limits of 0.2 to 0.6 HAB cells using PCR-based methods (11, 19). This low detection limit is likely due to high copy numbers of rRNA existing in the target cell (estimated to be 8 x 106 molecules/cell in A. fundyense), compared to 2 to 100 copies of ribosomal DNA, employed as a target in other studies. Since these results were obtained without any separate amplification step, the fiber-optic microarray developed in this study provides sensitive detection with minimal assay time. In addition, the fact that 5 cells could be detected even in the presence of co-occurring algae/plankton cells suggests the potential for application of this technology for direct detection of environmental samples. In the dose-response curve, the dynamic range was between 4 x 106 and 4 x 1010 molecules. Even though the detection limit itself is much lower, this range could be used for target HAB cell enumeration because of its linearity.
The specificity of the probes was studied using a multiplexed microarray containing all three probes: NA1S, AO, and auD1S, for A. fundyense, A. ostenfeldii, and P. australis, respectively. The performance of the multiplexed microarray was first tested with synthetic targets that had sequences complementary to each probe type. Positive signals were observed only from hybridization between probes and their complementary targets. The detection limits of all three probes in a multiplexed array were 100 fM with a 30-min hybridization time, which was comparable to detection limits obtained from single-probe-type microarrays of 10 fM for NA1S and 100 fM for AO2 and auD1S probes. With the same multiplexed microarray, four strains of the target organisms A. fundyense (strain GTCA28), A. ostenfeldii (strains HT-240D2 and HT-120D6), and P. australis (strain 1BA) were tested, either as single organisms or as mixed samples. Each probe produced positive signals only when the specific target organism was present, and no cross-reactivity of probes was observed, supporting the feasibility of simultaneously detecting three target HAB organisms using a single microarray system. In mixed samples, the signal intensities were lower than those obtained when only a single organism was present. This decrease in signal intensity could be explained by competition for the probes between target sequences and nontarget sequences as a result of the high numbers of other organisms present in the sample.
The specificity of the microarray described in this study is likely due to the use of two specific probes (capture and signal) employed in the sandwich hybridization format. In sandwich hybridization, the signal can be produced only when both capture and signal probes bind to their target sequences. This dual-probe system can circumvent the false-positive signals occurring in other detection assay formats that rely on a single probe. Another reason for the high specificity could be the large number of replicates of each probe type (approximately 100 microspheres per probe type), which can reduce the frequency of both false-positive and false-negative signals.
The multiplexed array described in this paper employed three probe types for the simultaneous detection of multiple HAB species. We demonstrated the ability to detect target HAB species either from pure cultures or from spiked seawater samples containing natural algae and other plankton. The bead-based microarray can be expanded to more probes simply by adding additional probe microspheres to the existing array, without affecting the performance of the preexisting probes. Presently, we are developing additional HAB probes in hopes of expanding this microarray to a large number of HAB species. We are also continuing to test the microarray with natural seawater samples containing the target species. With its sensitivity and specificity, the microarray system presented in this study provides great potential for the rapid detection of HAB species in environmental samples, representing an improvement in speed and specificity over a number of current screening methods. In addition, the simplicity of the microarray format and its ease of reuse mean that this approach is highly amenable to automation for direct shipboard detection of HABs or for deployment on remote, moored instruments capable of detecting HAB species in an early warning system.
Present address: School of Molecular Biosciences, Washington State University, Pullman, WA 99164. ![]()
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