siRNA Screening: Validate Thousands of Targets in a Single Week
| Large-scale siRNA screens can be used to identify genes that are directly or indirectly involved in a mechanism or pathway of interest. Typically the readout from these screens employs cell-based or reporter gene assays. A common step after siRNA screening is to validate the results from the screen with an independent method such as real-time RT-PCR to detect siRNA-induced knockdown of mRNA targets. Depending on the number of siRNAs tested, this validation can take longer than the screen itself. Two Applied Biosystems scientists have streamlined this step more than 10-fold, performing real-time RT-PCR on cells treated with over 1500 siRNAs targeting more than 500 genes within a single week. This streamlined workflow is discussed here. |
Streamlined Workflow Reduces Experimental Time to a Single Week
For large-scale siRNA screens, the validation process can be very time-consuming. This article describes a streamlined workflow for measuring siRNA-induced knockdown of mRNA targets using real-time RT-PCR. By eliminating the laborious RNA isolation step and reducing the number of plates and tips needed to process the samples, this streamlined workflow enabled the analysis of target knockdown by over 1500 siRNAs in a single week with minimal hands-on time.
The workflow employs the TaqMan® Gene Expression Cells-to-CT™ Kit and TaqMan Gene Expression Assays to measure the effect of each siRNA on target gene expression. The speed of the Cells-to-CT methodology and robustness of the TaqMan real-time PCR approach maximize the throughput of the workflow while assuring reliable results (Figure 1). Two Applied Biosystems scientists demonstrated this workflow using Ambion® Silencer® Select siRNAs, which have been shown in side-by-side tests to yield better knockdown and more consistent data than competing technologies [1]. Silencer Select siRNAs also incorporate novel chemical modifications that reduce off-target effects by up to 90%.
Figure 1. High-Throughput siRNA Screening Workflow. This workflow is based on thirty-six 96-well plates. The time required for real-time PCR can be shortened further if more than one Applied Biosystems 7900HT Fast Real-Time PCR System is available.
The workflow employs the TaqMan® Gene Expression Cells-to-CT™ Kit and TaqMan Gene Expression Assays to measure the effect of each siRNA on target gene expression. The speed of the Cells-to-CT methodology and robustness of the TaqMan real-time PCR approach maximize the throughput of the workflow while assuring reliable results (Figure 1). Two Applied Biosystems scientists demonstrated this workflow using Ambion® Silencer® Select siRNAs, which have been shown in side-by-side tests to yield better knockdown and more consistent data than competing technologies [1]. Silencer Select siRNAs also incorporate novel chemical modifications that reduce off-target effects by up to 90%.

siRNA Transfection
Silencer Select siRNAs were diluted and distributed into 96-well transfection plates using the Tecan Freedom EVO® 200 liquid handling system. The siRNA plate map was arranged so that each biological replicate was in a different area of the plate to reduce the impact of any positional effects on the data. The siRNAs were then reverse transfected into HeLa cells (4,000 cells per well) using Lipofectamine™ 2000 reagent (Invitrogen).
Positive and negative controls in siRNA experiments are critical, especially when processing large numbers of samples. The glyceraldehyde-3-phosphate dehydrogenase (GAPDH) gene is widely recognized as a good target for positive control siRNAs because of its high, ubiquitous expression in virtually all mammalian cells. Positive controls for transfection efficiency, included Silencer Select GAPDH siRNAs and 3 in-house custom-designed siRNAs targeting ALDH1B1. Negative controls included untransfected cells and purified RNA, which were tested for GAPDH expression.
Positive and negative controls in siRNA experiments are critical, especially when processing large numbers of samples. The glyceraldehyde-3-phosphate dehydrogenase (GAPDH) gene is widely recognized as a good target for positive control siRNAs because of its high, ubiquitous expression in virtually all mammalian cells. Positive controls for transfection efficiency, included Silencer Select GAPDH siRNAs and 3 in-house custom-designed siRNAs targeting ALDH1B1. Negative controls included untransfected cells and purified RNA, which were tested for GAPDH expression.
Sample Preparation
Samples were prepared for real-time PCR at 48 hours post-transfection, using the TaqMan Gene Expression Cells-to-CT Kit. This method was chosen due to its speed and ease of automation. Rather than isolating RNA prior to reverse transcription—a multiple step procedure that can take up to 60 minutes—the TaqMan Gene Expression Cells-to-CT Kit utilizes a novel buffer to lyse cells in 7 minutes at room temperature. The lysates can then be used directly as substrates for reverse transcription (RT) reactions. A CyBio CyBi®-Well vario liquid handler was used to pipette the Cells-to-CT reagents into the plates.
Real-Time RT-PCR
After sample preparation, reverse transcription was performed on the Applied Biosystems GeneAmp® PCR System 9700 with a 20% lysate input. In order to increase throughput and reduce the overall duration of the verification experiment, additional plates were prepared for cDNA synthesis using the Cells-to-CT procedure while other plates were undergoing their 60 minute RT incubation. Once the RT reactions were complete, the cDNA was transferred into custom 384-well plates that had been pre-loaded with the appropriate TaqMan Gene Expression Assays (see sidebar, Solutions for Streamlined Validation of siRNA-Induced Knockdown). Using pre-plated assays was another time saver. Finally, Gene Expression Master Mix and nuclease-free water were added to each well and the plates were run on a 7900HT Fast Real-Time PCR System using the robotic twister arm. For data analysis, the researchers used the ΔΔCT method to calculate relative knockdown. Knockdown was expressed in relation to samples treated with Silencer Select Negative Control #2 siRNA, using 18S rRNA as the normalizing gene. Data analysis procedures were similar to those discussed previously [2].
Faster Workflow Without Compromising Data Quality
By combining the TaqMan Gene Expression Cells-to-CT Kit, TaqMan Gene Expression Assays, and simple automation procedures into a single workflow, AB scientists were able to increase their weekly throughput for testing siRNA-induced knockdown more than 10-fold. A small subset of the results from a single week’s worth of work is shown in Figure 2. As expected, transfection with Silencer Select siRNAs resulted in high levels of target mRNA knockdown (Figure 2) with excellent reproducibility among transfections (Figure 3). Indeed, previous experiments [3] have demonstrated that reproducibility is not compromised by moving from an RNA isolation based methodology to the Cells-to-CT methodology, where reverse transcription is performed directly from the cell lysate.

Figure 2. Silencer® Select siRNAs Tested Using the Streamlined Workflow Showed Excellent Knockdown Efficiency. For each gene target (x-axis, lower labels), 3 siRNAs were transfected (x-axis, upper labels) with 4 replicates. Cells were lysed using the TaqMan® Gene Expression Cells-to-CT™ Kit, and real-time RT-PCR was performed directly in the cell lysates using the indicated TaqMan Gene Expression Assays. Knockdown data are expressed relative to data from cells transfected with Silencer Select Negative Control #2 siRNA. The positive controls are in-house custom siRNAs targeted to ALDH1B1.

Figure 3. High Replicate Reproducibility with the Streamlined siRNA Testing Workflow. For each siRNA, 4 replicate transfections were performed. Cells were lysed using the TaqMan® Gene Expression Cells-to-CT™ Kit, and real-time RT-PCR was performed directly in the cell lysates. Knockdown data were calculated relative to data from cells transfected with Silencer® Select Negative Control #2 siRNA. Variability was calculated by subtracting each replicate’s value from the median of the 4 replicates. The variability in target knockdown for each replicate, across all siRNAs transfected, is represented as box plots (see sideabar, How to Interpret a Box Plot).

Figure 2. Silencer® Select siRNAs Tested Using the Streamlined Workflow Showed Excellent Knockdown Efficiency. For each gene target (x-axis, lower labels), 3 siRNAs were transfected (x-axis, upper labels) with 4 replicates. Cells were lysed using the TaqMan® Gene Expression Cells-to-CT™ Kit, and real-time RT-PCR was performed directly in the cell lysates using the indicated TaqMan Gene Expression Assays. Knockdown data are expressed relative to data from cells transfected with Silencer Select Negative Control #2 siRNA. The positive controls are in-house custom siRNAs targeted to ALDH1B1.

Figure 3. High Replicate Reproducibility with the Streamlined siRNA Testing Workflow. For each siRNA, 4 replicate transfections were performed. Cells were lysed using the TaqMan® Gene Expression Cells-to-CT™ Kit, and real-time RT-PCR was performed directly in the cell lysates. Knockdown data were calculated relative to data from cells transfected with Silencer® Select Negative Control #2 siRNA. Variability was calculated by subtracting each replicate’s value from the median of the 4 replicates. The variability in target knockdown for each replicate, across all siRNAs transfected, is represented as box plots (see sideabar, How to Interpret a Box Plot).
Conclusion
This study demonstrates that large-scale siRNA screening and subsequent RT-PCR based knockdown validation can be made faster and easier by combining Silencer Select siRNAs, the TaqMan Gene Expression Cells-to-CT Kit, and pre-plated TaqMan Gene Expression Assays into a single workflow. Data quality is not compromised with the faster procedure, as demonstrated by excellent knockdown and high reproducibility.
Scientific Contributors
Rajeev Varma, Josquin Holmes, Angie Cheng, Susan Magdaleno • Applied Biosystems
Scientific Contributors
Rajeev Varma, Josquin Holmes, Angie Cheng, Susan Magdaleno • Applied Biosystems
How to Interpret a Box Plot
A box plot, also called a box-and-whisker plot [4], is a visual representation of a set of numerical data. It is a convenient method to quickly and visually assess how closely the data are spread around the median. Displaying multiple box plots side-by-side (as in Figure 3) is a visual representation of reproducibility between experiments.
The box extends from the lower quartile (25th percentile) to the upper quartile (75th percentile), representing the middle 50% of the data. The length of the box represents the inter-quartile range (IQR). The median is shown as a line within the box. The vertical lines extending outside the box, also called whiskers, represent data that lies within 1.5 X IQR of the quartiles. Data that fall outside the whiskers, referred to as outliers, are shown as circles.
The box extends from the lower quartile (25th percentile) to the upper quartile (75th percentile), representing the middle 50% of the data. The length of the box represents the inter-quartile range (IQR). The median is shown as a line within the box. The vertical lines extending outside the box, also called whiskers, represent data that lies within 1.5 X IQR of the quartiles. Data that fall outside the whiskers, referred to as outliers, are shown as circles.
Solutions for Streamlined Validation of siRNA-Induced Knockdown
TaqMan® Gene Expression Cells-to-CT™ Kit
With the TaqMan Gene Expression Cells-to-CT Kit, RNA purification from cultured cells is no longer necessary prior to real-time RT-PCR. The kit includes reagents to lyse cultured cells (with the option to simultaneously remove genomic DNA), optimized reverse transcription reagents to synthesize cDNA directly from the lysate, and TaqMan Gene Expression Master Mix for real-time PCR. Quantitate targets of interest using TaqMan Gene Expression Assays.
TaqMan® Gene Expression Assays
Applied Biosystems offers more than 1,000,000 TaqMan Gene Expression Assays for a broad assortment of species—the most comprehensive set of pre-designed real-time PCR assays available. All TaqMan Gene Expression Assays have been designed using our validated bioinformatics pipeline, and can be thermal cycled with the same PCR parameters, eliminating the need for primer design or PCR optimization.
TaqMan® Express Plates
New TaqMan Express Plates are a cost-effective and convenient 96-well format complementing our line of individual TaqMan Gene Expression Assays. Any of the 6 available plate formats can be customized with dried-down TaqMan Assays in specific well locations. This flexibility enables efficient screening of biological samples for the presence and amount of specified gene targets expressed in human, mouse, rat, canine, and rhesus species.
TaqMan® Custom Plating Service
TaqMan Custom Plating Service offers the convenience of pre-plated TaqMan Gene Expression Assays, Custom Assays, and Custom Probe/Primer Sets in 96- or 384-well plates. Set up custom configurations using TaqMan Gene Expression Assays (Inventoried, Made-to-Order, and Custom) and Custom TaqMan Probes and Primers, enabling analysis of genes from any organism. Select from a variety of reaction volumes, and receive the plates in dried or liquid formulation.
With the TaqMan Gene Expression Cells-to-CT Kit, RNA purification from cultured cells is no longer necessary prior to real-time RT-PCR. The kit includes reagents to lyse cultured cells (with the option to simultaneously remove genomic DNA), optimized reverse transcription reagents to synthesize cDNA directly from the lysate, and TaqMan Gene Expression Master Mix for real-time PCR. Quantitate targets of interest using TaqMan Gene Expression Assays.
TaqMan® Gene Expression Assays
Applied Biosystems offers more than 1,000,000 TaqMan Gene Expression Assays for a broad assortment of species—the most comprehensive set of pre-designed real-time PCR assays available. All TaqMan Gene Expression Assays have been designed using our validated bioinformatics pipeline, and can be thermal cycled with the same PCR parameters, eliminating the need for primer design or PCR optimization.
TaqMan® Express Plates
New TaqMan Express Plates are a cost-effective and convenient 96-well format complementing our line of individual TaqMan Gene Expression Assays. Any of the 6 available plate formats can be customized with dried-down TaqMan Assays in specific well locations. This flexibility enables efficient screening of biological samples for the presence and amount of specified gene targets expressed in human, mouse, rat, canine, and rhesus species.
TaqMan® Custom Plating Service
TaqMan Custom Plating Service offers the convenience of pre-plated TaqMan Gene Expression Assays, Custom Assays, and Custom Probe/Primer Sets in 96- or 384-well plates. Set up custom configurations using TaqMan Gene Expression Assays (Inventoried, Made-to-Order, and Custom) and Custom TaqMan Probes and Primers, enabling analysis of genes from any organism. Select from a variety of reaction volumes, and receive the plates in dried or liquid formulation.
References
- Puri N, Wang X, Varma R, Latham K, Sendera T, Magdaleno S (2008) Next Generation siRNAs to Make Your Silencing Roar. TechNotes 15(1):7−10.
- Varma R, Cheng C (2008) Tips from the Bench: Calculating Gene Expression Changes and Variability in siRNA Experiments. TechNotes 15(2):10−11.
- Chapman L, Nguyen A, Fekete R, Stevens J, Dong S, Liu C (2007) Real-Time RT-PCR Directly from Cell Lysates: A Complete Workflow without RNA Purification. TechNotes 14(3):23–25.
- Tukey, J.W. “Box-and-Whisker Plots.” Exploratory Data Analysis. Reading, MA: Addison-Wesley, pp. 39-43, 1977.