High-throughput screening of suppression subtractive hybridization cDNA libraries using DNA microarray analysis
Abstract
Efficient construction of cDNA libraries enriched for differentially expressed transcripts is an important first step in many biological investigations. We present a quantitative procedure for screening cDNA libraries constructed by suppression subtractive hybridization (SSH). The methodology was applied to two independent SSHs from pearl millet and banana. Following two-color cyanin dye labeling and hybridization of subtracted tester with either unsubtracted driver or unsubtracted tester cDNAs to the SSH libraries arrayed on glass slides, two values were calculated for each clone, an enrichment ratio 1 (ER1) and an enrichment ratio 2 (ER2). Graphical representation of ER1 and ER2 enabled the identification of clones that were likely to represent up-regulated transcripts. Normalization of each clone by the SSH process was determined from the ER2 values, thereby indicating whether clones represented rare or abundant transcripts. Differential expression of pearl millet and banana clones identified from both libraries by this quantitative approach was verified by inverse Northern blot analysis.
Introduction
The identification of differentially expressed genes and examination of their patterns of expression are important to gain information about the functions relevant to processes such as cell differentiation, morphological or metabolic changes, and disease development. Various molecular techniques exist for studying differential gene expression, including representational difference analysis, suppression subtractive hybridization (SSH), differential display, differential hybridization, subtractive library construction, serial analysis of gene expression, and cDNA microar-rays (1–6). In previous studies, SSH libraries were screened to identify cloned differentially expressed genes by colony blot hybridization or cDNA amplified fragment length polymorphism (AFLP) (7,8). However, these methods are time-consuming and do not allow the level of enrichment of a transcript to be quantified. SSH has also been used as a method to generate a cDNA library to use in subsequent cDNA microarray expression profiling (9). We used cDNA microarrays to screen PCR-amplified clones from SSH libraries to identify genes from pearl millet [Pennisetum glaucum (L.) R.Br] and banana (Musa acuminata) that are up-regulated during defense responses. This quantitative approach of determining the extent to which transcripts were enriched by the SSH process allowed us to identify and exclude clones that were not derived from up-regulated transcripts and to determine whether transcripts were rare or abundant.
Materials and methods
Plant Material and Growth Conditions
Pearl millet breeding lines ICML12 = P7 and 842B were obtained from the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT) India and ICRISAT Zimbabwe, respectively. The seed was sterilized and germinated on half-strength Murashige and Skoog (MS) medium (10) at 25°C with a 16 h light/8 h dark photoperiod. Banana plants of a Fusarium oxysporum f.sp. cubense (Foc)-tolerant Cavendish selection and a Foc-susceptible Williams cultivar were transferred into plastic cups containing water and maintained in a greenhouse at 18°–25°C with a 16 h light/8 h dark photoperiod. Prior to inoculation, the plants were transferred to an aeroponic system for root inoculation.
Plant Treatments
Leaves of 10-day-old ICML12 = P7 and 842B pearl millet seedlings were wounded by pricking leaves at 1 cm intervals with a sterile needle. The undersurfaces of the leaves were inoculated with a total of 100 µL of either 100 mg/mL chitin or a crude boiled extract of flagellin from Bacillus sp. Control pearl millet 842B seedlings were treated with deionized water. Plates containing pearl millet seedlings were sealed with Micropore™ tape (3M, Isando, South Africa) and incubated at 25°C with a 16 h light/8 h dark photoperiod.
Roots of 15 cm banana plants were inoculated with a 105 spores/mL Foc spore suspension by injecting the roots with a sterile needle. The inoculation point was sealed with Parafilm® (Pechiney Plastic Packaging, Menasha, WI, USA) to ensure that spores were not washed off by the aeroponic irrigation system. The plants were maintained under the same conditions as described above until sampling.
RNA Isolation and cDNA Synthesis
RNA was isolated from leaf and root tissue at different time intervals after the treatment and pooled prior to cDNA synthesis and SSH. Pearl millet leaves were harvested 5, 14, and 24 h post-elicitor treatment (hpe). Banana root material was sampled at 3 and 6.5 h post-inoculation (hpi) and immediately placed in liquid nitrogen.
Total RNA was prepared as previously described (11). Poly(A)+ RNA was purified from total RNA using an Oligotex® mRNA Mini Kit (Qiagen, Hilden, Germany). Double-stranded cDNA was synthesized from mRNA (pearl millet) and total RNA (banana) using a cDNA Synthesis System (Roche Diagnostics, Mannheim, Germany).
Suppression Subtractive Hybridization
SSH was performed as previously described (11). Pearl millet cDNA prepared from the elicitor-treated samples was used as the “tester” and from the control sample as the “driver.” Similarly, banana cDNA from Foc-infected Cavendish variety plants (tolerant) was used as the tester and from infected Williams (susceptible) plants as the driver. The cDNA enriched for differentially expressed transcripts was termed subtracted tester (ST), whereas unsubtracted tester (UT) cDNA was prepared from treated pearl millet plants and infected tolerant banana plants, and unsubtracted driver (UD) cDNA was prepared from control pearl millet plants and infected susceptible banana plants. The ratio of tester to driver in both experiments was 300:1. ST PCR amplification products ranging from 0.2–1.2 kb were purified and cloned as previously described (11). The banana and pearl millet ST libraries were constructed independently by two researchers.
PCR-Based Control with Actin Primers
ST, UT, and UD were used as templates in PCR with actin primers, actinF (5′-ACCGAAGCCCCTCTTAACCC-3′) and actinR (5′-GTATG G C T G A C A C C A T C A C C-3′). Primers were designed to amplify a cDNA fragment of the actin gene that flanked an intron and did not contain an RsaI restriction site. PCR amplification was performed using Taq DNA polymerase (Roche Diagnostics) at 55°C. Aliquots (5 µL) were removed after 20, 25, and 30 PCR cycles and electrophoresed on a 2% agarose gel.
Southern Blot Analysis
Ten microliters of each ST, UT, or UD cDNAs were digested with RsaI (Roche Diagnostics) to remove adaptors. PCR products minus adaptors were excised from a 1.5% low melting point agarose gel and purified using a QIAquick® Gel Extraction Kit (Qiagen). Products were labeled with digoxigenin (DIG)-dUTP using a DIG DNA Labeling and Detection Kit (Roche Diagnostics), according to the manufacturer's instructions. Hybridizations were performed as described previously (12), using either 5 ng/µL DIG-labeled ST, UT, or UD cDNAs. Hybridization signals were detected using CDP-Star® as outlined by the manufacturer (Roche Diagnostics).
cDNA Microarray Analysis
Libraries containing 960 pearl millet and 736 banana SSH clones were arrayed onto silanized microarray slides (Amersham Biosciences, Little Chalfont, UK) using an Array Spotter Generation III (Molecular Dynamics, Sunnyvale, CA, USA). Cloned inserts were PCR-amplified using SP6 and T7 primers, purified using Multiscreen® PCR Purification Plates (Millipore, Molsheim, France), and visualized on a 1% agarose Electro-Fast® Stretch gel (ABgene, Epsom, UK) prior to being robotically printed onto glass slides. On average, 200 and 300 pg each of pearl millet and banana SSH fragments, respectively, were spotted. The uidA, luc, and bar genes and a fungal rDNA internal transcribed spacer (ITS) fragment were also printed to serve as controls for global normalization. Two hundred nanograms of ST, UT, or UD cDNA probes, following the removal of adaptor sequences, were labeled by the incorporation of Cy™5 or Cy3 dUTP (Amersham Biosciences) using Klenow enzyme (USB, Cleveland, OH, USA) as previously described (13). Each hybridization was performed in duplicate with the reverse cyanin dye labeling of the probes. To ensure that high background hybridization does not occur due to incomplete removal of adaptor sequences, we recommend prehybridization with unlabeled adaptor sequences. Reactions were spiked with cyanin-labeled uidA (0.3 ng), luc (0.03 ng), and bar (3 ng) genes and a fungal ITS fragment (3 ng). After incubation at 37°C for 20 h, the probes were purified using a Multiscreen® PCR Purification Plate (Millipore, Molsheim, France) and eluted in 45 µL sterile distilled water. The probe was dried in a SPD111V vacuum centrifuge (Savant, Holbrook, NY, USA) and resuspended in DIG Easy Hyb Buffer (Amersham Biosciences). The glass slide was initially incubated in pretreatment solution [3.5× standard saline citrate (SSC), 0.2% sodium dodecyl sulfate (SDS), 1% bovine serum albumin (BSA)] without probe at 60°C for 20 min. The glass slide was placed in a HybUP hybridization chamber (NB Engineering, Pretoria, South Africa) with the probe at 42°C for 16 h. After hybridization, the slides were washed for 4 min at 42°C with 1× SSC/0.2% SDS, 0.1× SSC/0.2% SDS (twice), followed by three washes in 0.1× SSC for 1 min at room temperature. The slides were rinsed with distilled water, dried with high-pressure nitrogen, and scanned with a Genepix™ 4000B scanner (Axon Instruments, Foster City, CA, USA). The computer program ArrayVision™ (Molecular Dynamics) was used to localize and integrate every spot on the array (Table 1).
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Enrichment ratios of ST:UD (ER1) and ST:UT (ER2) were calculated from experiments performed in duplicate. For each clone, background signal intensities were subtracted, signal intensities of duplicate spots on glass slides were averaged, and spots with a signal-to-noise ratio of less than 2 (banana) or 3 (pearl millet) were rejected. Global normalization of data for the cyanin dye effect was performed using a control gene set to calculate normalization functions c and c′ for each pair of dye swap slides (14). To determine ER1, slides were hybridized with ST and UD. ER1 was calculated using the following formula (14): 
ER2 was calculated in the same way, following hybridizations with ST and UT. UT/UD values (Table 2) were calculated from the ER1 and ER2 values as follows. Because ER1 − ER2 ∼ log2 ST/UD − log2 ST/UT = log2 UT/UD, therefore UT/UD = antilog of (ER1 − ER2) in the base 2. The primary data sets, along with a figure showing hybridization to the microarrays, are shown in Table 1.
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rRNA redundancy for pearl millet and banana libraries was determined by hybridizing glass microarray slides with pearl millet and banana rDNA probes, respectively. A clone was considered to have hybridized to an rDNA probe if its fluorescence was more than two standard deviations above local background fluorescence (15).
Inverse Northern Dot Blots
Amplified, denatured inserts of selected clones from banana and pearl millet SSH libraries were applied to a positively charged Hybond™ nylon membrane (Amersham Biosciences) as previously described (11). Poly(A)+ mRNA, used for pearl millet probe generation, was isolated from 50 µg freshly prepared total RNA (tester and driver). Banana tester and driver probes were prepared from 30 µg total RNA. cDNA was labeled with DIG-dUTP using the DIG DNA Labeling and Detection Kit. Hybridizations were performed as described previously (12), using 20 ng/µL cDNA. Hybridization signals were detected using CDP-Star.
ArrayVision was used to calculate signal density, following normalization by comparing values of rDNA dots. Inverse Northern expression ratios were calculated by dividing normalized density measurements for each clone hybridized with the tester probes, with values for the same clones hybridized with the driver probe.
Results and discussion
SSH cDNA Library Construction
To identify differentially expressed pearl millet defense response genes, SSH was performed between cDNAs from the downy mildew-resistant line ICML12 = P7 that had been wounded and treated with elicitors and cDNAs from an untreated downy mildew susceptible line, 842B. SSH experiments for banana were designed to isolate unique defense response genes from a tolerant variety in response to Foc. SSH was therefore performed using two near-isogenic banana cultivars, a Cavendish selection (tolerant) and Williams (susceptible) from the Cavendish group of banana varieties.
Two tests were performed to investigate the efficiency of the SSH. First, PCR was used to amplify a representative housekeeping gene (actin) to show the successful removal (reduction in the levels) of this gene in the ST material (result for the banana SSH shown in Figure 1). Specific PCR products were visible after 20 cycles from the UT and UD material, whereas no PCR product was detected in the ST material even after 30 PCR cycles. In addition, the efficiency of subtraction was evaluated by Southern blot analysis. Complex ST probes hybridized mainly to the ST PCR products, with far less hybridization to UT and UD PCR products (Figure 2A). Furthermore, very little UT and UD probe hybridized to the ST material (Figure 2, B and C), demonstrating gene transcripts common to both UD and UT had been removed by the subtraction and thus implying enrichment for tester-specific transcripts. Similar results were obtained with the banana SSH (data not shown). The SSH procedure yielded cDNA libraries of 960 pearl millet clones and 736 banana clones.

Lanes 1 and 6, DNA Molecular Weight Marker XIV, 100 bp ladder (Roche Diagnostics); lane 2, water control; lanes 3–5, subtracted tester (ST), unsubtracted tester (UT), and unsubtracted driver (UD) after 20 amplification cycles; lanes 7–9, ST, UT, and UD after 25 amplification cycles; lanes 10–12, ST, UT, and UD after 30 amplification cycles.

Identical filters were independently hybridized with complex probes derived from (A) subtracted tester (ST), (B) unsubtracted tester (UT), and (C) unsubtracted driver (UD). M represents a digoxigenin (DIG)-labeled Marker III (Roche Diagnostics). SSH, suppression subtractive hybridization.
Screening of the SSH Libraries Using Glass Slide Microarrays
cDNA microarray technology was used to perform a high-throughput screen of the pearl millet and banana SSH cDNA libraries to identify genes expressed in response to pathogen elicitor treatment and Foc infection, respectively, and to obtain information about the relative abundance of these gene transcripts upon induction of plant defense responses. The aim was to identify and discard housekeeping and rRNA genes that had escaped subtraction and to select defense response-associated genes for sequencing.
The SSH libraries arrayed on the glass slides were screened with rDNA clones from pearl millet or banana. The rDNA probes hybridized to 5% of the pearl millet clones and 28% of the banana clones (data not shown). The banana library had been made from total RNA, whereas the pearl millet library had been made from mRNA, which may explain why more banana rDNA clones escaped subtraction.
After hybridization with combinations of the SSH cDNAs, enrichment ratios were calculated for ST: UD (ER1) and ST:UT (ER2). A positive ER1 or ER2 value indicates transcripts that have been enriched during subtraction relative to their levels in UD or UT, respectively. Conversely, negative ER1 or ER2 values indicate transcripts that have been reduced in abundance during SSH relative to their levels in UD or UT, respectively, due to normalization. Normalization equalizes the concentration of individual transcripts, which may be present at very different concentrations prior to normalization (2). This has the advantage of enriching for rare transcripts in the subtracted tester samples and reducing the levels of abundant transcripts.
Relative abundance of cDNAs in UD and UT was visualized by plotting ER1 versus ER2 for individual pearl millet and banana clones (Figure 3). The diagonal line on each graph (ER1 = ER2) in Figure 3 represents similar levels of enrichment/normalization during SSH relative to UD and UT. Clones lying on this line are derived from transcripts of equal abundance in UD and UT. The majority of clones (77% for the pearl millet SSH and 63% for the banana SSH) lie above this line (ER1 > ER2), indicating a greater abundance of these transcripts in UT than in UD and confirming that each SSH has enriched for transcripts that are up-regulated in the tester. Clones above the diagonal line with positive ER2 values are likely to be derived from low abundance transcripts; expression of some of these may be difficult to detect in Northern blots, and accurate comparisons of gene expression between tester and driver may require real-time reverse transcription PCR (RT-PCR). Several clones above the diagonal line showed negative ER2 values, representing transcripts enriched relative to levels in UD and reduced in abundance during normalization relative to levels in UT. This was more evident in the banana SSH (Figure 3B). Such clones represent abundant transcripts specifically up-regulated in the tester that should be readily detected in Northern blot analyses.

Suppression subtractive hybridization (SSH) enrichment ratio 1 (ER1) is plotted against SSH enrichment ratio 2 (ER2). ER1 was calculated for each clone by log2 transforming the value of the subtractive tester (ST) fluorescence divided by the unsubtracted driver (UD) fluorescence. ER2 for each clone was calculated by log2 transforming the value of the ST fluorescence divided by the unsubtracted tester (UT) fluorescence. The diagonal line indicates clones derived from transcripts of equal abundance in UD and UT (i.e., ER1 = ER2). Clones that lie above the diagonal line represent transcripts that are induced upon treatment (ER1 > ER2), while those below the line indicate transcripts that have escaped the subtraction (ER1 < ER2). Clones above the line with a positive ER2 value represent rare transcripts, whereas clones above the line with a negative ER2 value are regarded as abundant and have been reduced in relative concentration during normalization.
Inverse Northern Blot Analysis of Selected Transcripts
To validate conclusions drawn from comparisons of ER1 and ER2 and to confirm that clones are derived from differentially expressed transcripts, clones from each library were selected for inverse Northern blot analyses. These clones were arrayed in duplicate on dot blots and hybridized to freshly prepared nonamplified tester and driver cDNAs.
ER1 and ER2 ratios from the microarray screening (Figure 3), together with the inverse Northern expression ratios of the selected pearl millet and banana clones, are shown in Table 2. Clones with ER1 > ER2 had inverse Northern expression ratios greater than one, confirming that these clones represented transcripts that were up-regulated in the tester compared to the driver (data for 19 pearl millet and 4 banana clones are shown in Table 2). Clones where ER1 < ER2 showed inverse Northern expression ratios of less than one (10-C6, 1-1, 2-14, 3-94, 2-134, 3-156) confirmed that they represented transcripts that were more abundant in the driver than the tester and that these clones had escaped the subtraction process. In order to relate the inverse Northern and microarray data, a ratio of UT/UD was calculated from the ER1 and ER2 ratios (Table 2). As expected, inverse Northern ratios correlated with UT/UD ratios (i.e., clones with inverse Northern ratios >1 had UT/UD values >1), whereas clones with inverse Northern ratios <1 gave UT/UD <1 (Table 2).
Although the majority of clones in the two SSHs showed ER1 > ER2, there were differences between the two SSHs (Figure 3). The pearl millet SSH, which used mRNA for the subtraction and was based on treated tester and untreated driver material, yielded a majority of clones that were enriched in ST relative to UT. In contrast, the banana SSH, based on total RNA and involving tester and driver samples treated in the same way (i.e., both challenged with Foc), but in which different defense responses were anticipated, yielded more clones that were reduced in abundance in ST relative to UT. Many of the clones enriched in this latter SSH were of equal or greater abundance in UD than UT. Therefore, whereas the vast majority of clones in the pearl millet SSH could be confidently included in downstream analyses as likely derived from up-regulated genes, many of the clones in the banana SSH would be eliminated from further analyses. This emphasizes the value of the approach for quantitative characterization of the SSH and in selecting clones for further study.
We have effectively demonstrated the use of cDNA microarrays to screen two independently constructed pearl millet and banana SSH libraries in a rapid, high-throughput manner. The major advantages of our screening method are that it provides an objective and quantitative way to identify differentially expressed genes as well as to determine the relative abundance of transcripts in the original UT samples.
Previous studies have used inverse Northern blot analysis to screen SSH libraries in which PCR products or colonies are dotted onto nylon membranes, and the driver and tester cDNAs are labeled with radioactivity (2,7). This method has disadvantages; namely, that comparisons are made between two separate membrane hybridizations, which introduces error, and the interpretation is qualitative (7) unless a laboratory has access to a phosphorimager. In contrast to membrane-based methods, hybridization to glass slide cDNA microarrays can be performed with different fluorescent tags, which allows a direct comparison of the relative abundance of transcripts in ST, UT, and UD. Furthermore, hybridizations are performed on a small surface area, which reduces the amount of labeled probe needed. Finally, the computerized scanning of the array provides a high-throughput quantitative method to choose which genes to sequence and study further using Northern blot analysis, real-time RT-PCR, or a custom microarray.
Acknowledgments
N.V. and B.G.C. contributed equally to this manuscript. The authors wish to thank Daniel Theron (University of Pretoria) for technical assistance with microarray hybridizations and data analysis. Pearl millet research was funded by the African Centre for Gene Technologies, and banana research was funded through THRIP, the National Research Foundation of South Africa, and the Banana Growers’ Association of South Africa (BGASA).
Competing Interests Statement
The authors declare no competing interests.
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