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Michel S, Klar R, Jaschinski F. Investigation of the Activity of Antisense Oligonucleotides Targeting Multiple Genes by RNA-Sequencing. Nucleic Acid Ther 2021; 31:427-435. [PMID: 34251864 DOI: 10.1089/nat.2020.0932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Locked nucleic acid-modified antisense oligonucleotides (ASOs) can achieve strongly different degrees of target knockdown despite having similar biophysical properties and 100% homology with their target. The determinants for this observation remain largely unknown. We used multi-specific ASOs that have 100% sequence complementarity with a common target (IDO1) and a different number of diverse targets and investigated their effect on gene expression in a cell line by RNA-sequencing. We observed a significant higher chance for downregulation of long genes compared to short genes, of genes with high compared to lower expression, and of genes that have more than one binding site for the respective ASO. By investigating the expression of genes that have binding sites for more than one ASO we identified the individual binding site being an important determinant for activity. Under the selected experimental conditions we have not seen indications that availability of RNase H is a limiting factor as the number of degraded target RNA molecules correlated significantly with the number of predicted target RNA molecules. Taken together, by using multi-specific ASOs as tool compounds we identified determinants for ASO activity that can be taken into consideration to improve the selection process of highly potent and selective ASOs in the future.
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Affiliation(s)
- Sven Michel
- ISecarna Pharmaceuticals, GmbH & Co. KG, Planegg, Germany
| | - Richard Klar
- ISecarna Pharmaceuticals, GmbH & Co. KG, Planegg, Germany
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Targeting Highly Structured RNA by Cooperative Action of siRNAs and Helper Antisense Oligomers in Living Cells. PLoS One 2015; 10:e0136395. [PMID: 26308932 PMCID: PMC4556297 DOI: 10.1371/journal.pone.0136395] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Accepted: 08/03/2015] [Indexed: 12/02/2022] Open
Abstract
RNA target accessibility is one of the most important factors limiting the efficiency of RNA interference-mediated RNA degradation. However, targeting RNA viruses in their poorly accessible, highly structured regions can be advantageous because these regions are often conserved in sequence and thus less prone to viral escape. We developed an experimental strategy to attack highly structured RNA by means of pairs of specifically designed small interfering RNAs and helper antisense oligonucleotides using the 5’ untranslated region (5’UTR) of coxsackievirus B3 as a model target. In the first step, sites accessible to hybridization of complementary oligonucleotides were identified using two mapping methods with random libraries of short DNA oligomers. Subsequently, the accessibility of the mapped regions for hybridization of longer DNA 16-mers was confirmed by an RNase H assay. Using criteria for the design of efficient small interfering RNAs (siRNA) and a secondary structure model of the viral 5’UTR, several DNA 19-mers were designed against partly double-stranded RNA regions. Target sites for DNA 19-mers were located opposite the sites which had been confirmed as accessible for hybridization. Three pairs of DNA 19-mers and the helper 2’-O-methyl-16-mers were able to effectively induce RNase H cleavage in vitro. For cellular assays, the DNA 19-mers were replaced by siRNAs, and the corresponding three pairs of siRNA-helper oligomer tools were found to target 5’UTR efficiently in a reporter construct in HeLa cells. Addition of the helper oligomer improved silencing capacity of the respective siRNA. We assume that the described procedure will generally be useful for designing of nucleic acid-based tools to silence highly structured RNA targets.
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3
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Toran P, Smolina I, Driscoll H, Ding F, Sun Y, Cantor CR, Broude NE. Labeling native bacterial RNA in live cells. Cell Res 2014; 24:894-7. [PMID: 24732010 DOI: 10.1038/cr.2014.47] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Affiliation(s)
- Paul Toran
- Cell Biology, Molecular Biology and Biochemistry Program, Boston University, Boston, MA 01225, USA
| | - Irina Smolina
- Department of Biomedical Engineering, Boston University, Boston, MA 01225, USA
| | - Harry Driscoll
- Department of Biomedical Engineering, Boston University, Boston, MA 01225, USA
| | - Feng Ding
- Department of Physics and Astronomy, 118 Kinard Lab, Clemson University, Clemson, SC 29634, USA
| | - Yingjie Sun
- Department of Biomedical Engineering, Boston University, Boston, MA 01225, USA
| | - Charles R Cantor
- Sequenom Inc, 3595 John Hopkins Court, San Diego, CA 92121-1331, USA
| | - Natalia E Broude
- 1] Cell Biology, Molecular Biology and Biochemistry Program, Boston University, Boston, MA 01225, USA [2] Department of Biomedical Engineering, Boston University, Boston, MA 01225, USA
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Anusha AR, Chandra V. Prediction of antisense oligonucleotides using structural and thermodynamic motifs. Bioinformation 2012; 8:1162-6. [PMID: 23275713 PMCID: PMC3530885 DOI: 10.6026/97320630081162] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2012] [Accepted: 10/27/2012] [Indexed: 11/24/2022] Open
Abstract
Specific gene expression regulation strategy using antisense oligonucleotides occupy significant space in recent clinical trials. The therapeutical potential of oligos lies in the identification and prediction of accurate oligonucleotides against specific target mRNA. In this work we present a computational method that is built on Artificial Neural Network (ANN) which could recognize and predict oligonucleotides effectively. In this study first we identified 11 major parameters associated with oligo:mRNA duplex linkage. A feed forward multilayer perceptron ANN classifier is trained with a set of experimentally proven feature vectors. The classifier gives an exact prediction of the input sequences under 2 classes - oligo or non-oligo. On validation, our tool showed comparatively significant accuracy of 92.48% with 91.7% sensitivity and 92.09% specificity. This study was also able to reveal the relative impact of individual parameters we considered on antisense oligonucleotide predictions.
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Affiliation(s)
- Abdul Rahiman Anusha
- Department of Computational Biology and Bioinformatics, University of Kerala, Thiruvananthapuram - 695581, India
| | - Vinod Chandra
- Department of Computational Biology and Bioinformatics, University of Kerala, Thiruvananthapuram - 695581, India
- College of Engineering Trivandrum - 695016, Kerala, India
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Relieving bottlenecks in RNA drug discovery for retinal diseases. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2012; 723:145-53. [PMID: 22183327 DOI: 10.1007/978-1-4614-0631-0_20] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The development of efficacious and safe post transcriptional gene silencing (PTGS) agents is a challenging scientific endeavor that embraces “biocomplexity” at many levels. The target mRNA exhibits a level of structural complexity that profoundly limits annealing of PTGS agents. PTGS agents are macromolecular RNAs that must be designed to fold into catalytically active structures able to cleave the target mRNA. Pushing into and beyond the biological complexity requires new technologies for high throughput screening (HTS) to efficiently and rapidly assess a set of biological and experimental variables engaged in RNA Drug Discovery (RDD).
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Sullivan JM, Yau EH, Kolniak TA, Sheflin LG, Taggart RT, Abdelmaksoud HE. Variables and strategies in development of therapeutic post-transcriptional gene silencing agents. J Ophthalmol 2011; 2011:531380. [PMID: 21785698 PMCID: PMC3138052 DOI: 10.1155/2011/531380] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2010] [Revised: 02/17/2011] [Accepted: 02/28/2011] [Indexed: 11/24/2022] Open
Abstract
Post-transcriptional gene silencing (PTGS) agents such as ribozymes, RNAi and antisense have substantial potential for gene therapy of human retinal degenerations. These technologies are used to knockdown a specific target RNA and its cognate protein. The disease target mRNA may be a mutant mRNA causing an autosomal dominant retinal degeneration or a normal mRNA that is overexpressed in certain diseases. All PTGS technologies depend upon the initial critical annealing event of the PTGS ligand to the target RNA. This event requires that the PTGS agent is in a conformational state able to support hybridization and that the target have a large and accessible single-stranded platform to allow rapid annealing, although such platforms are rare. We address the biocomplexity that currently limits PTGS therapeutic development with particular emphasis on biophysical variables that influence cellular performance. We address the different strategies that can be used for development of PTGS agents intended for therapeutic translation. These issues apply generally to the development of PTGS agents for retinal, ocular, or systemic diseases. This review should assist the interested reader to rapidly appreciate critical variables in PTGS development and facilitate initial design and testing of such agents against new targets of clinical interest.
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Affiliation(s)
- Jack M. Sullivan
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Pharmacology and Toxicology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Physiology and Biophysics, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Neuroscience Program, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Ross Eye Institute, University at Buffalo SUNY, Buffalo, NY 14209, USA
- Veterans Administration Western New York Healthcare System, Medical Research, Buffalo, NY 14215, USA
| | - Edwin H. Yau
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Pharmacology and Toxicology, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Tiffany A. Kolniak
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Neuroscience Program, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Lowell G. Sheflin
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Veterans Administration Western New York Healthcare System, Medical Research, Buffalo, NY 14215, USA
| | - R. Thomas Taggart
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Heba E. Abdelmaksoud
- Department of Neuroscience and Physiology, Upstate Medical University, Syracuse, NY 13215, USA
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Fang H, Shen Y, Taylor JS. Native mRNA antisense-accessible sites library for the selection of antisense oligonucleotides, PNAs, and siRNAs. RNA (NEW YORK, N.Y.) 2010; 16:1429-1435. [PMID: 20498459 PMCID: PMC2885691 DOI: 10.1261/rna.1940610] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2009] [Accepted: 04/01/2010] [Indexed: 05/29/2023]
Abstract
A procedure for rapidly generating a library of antisense-accessible sites on native mRNAs (mRNA antisense-accessible sites library [MASL]) is described that involves reverse transcription of whole cell mRNA extracts with a random oligodeoxynucleotide primer followed by mRNA-specific polymerase chain reaction (PCR). Antisense phosphorothioate oligodeoxynucleotides (ODNs), peptide nucleic acids (PNAs), and small interfering RNAs (siRNAs) can then be identified by screening against the antisense-accessible sites. The utility of this methodology is demonstrated for the identification of more effective inhibitors of inducible nitric oxide synthase (iNOS) induction than have previously been reported. This method may also be useful for constraining folding calculations of native mRNAs and for designing mRNA imaging probes.
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Affiliation(s)
- Huafeng Fang
- Department of Chemistry, Washington University, St Louis, Missouri 63130, USA
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Abstract
The ability to interfere with gene expression is of crucial importance to unravel the function of genes and is also a promising therapeutic strategy. Here we discuss methodologies for inhibition of target RNAs based on the cleavage activity of the essential enzyme, Ribonuclease P (RNase P). RNase P-mediated cleavage of target RNAs can be directed by external guide sequences (EGSs) or by the use of the catalytic M1 RNA from E. coli linked to a guide sequence (M1GSs). These are not only basic tools for functional genetic studies in prokaryotic and eukaryotic cells but also promising antibacterial, anticancer and antiviral agents.
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Affiliation(s)
- Eirik Wasmuth Lundblad
- Reference Centre for Detection of Antimicrobial Resistance, Department of Microbiology and Infection Control, University Hospital of North Norway, 9038 Tromsø, Norway.
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9
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Mandir JB, Lockett MR, Phillips MF, Allawi HT, Lyamichev VI, Smith LM. Rapid determination of RNA accessible sites by surface plasmon resonance detection of hybridization to DNA arrays. Anal Chem 2010; 81:8949-56. [PMID: 19874056 DOI: 10.1021/ac9015962] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
RNA accessible sites are the regions in an RNA molecule that are available for hybridization with cDNA or RNA molecules. The identification of these accessible sites is a critical first step in identifying antisense-mediated gene suppression sites, as well as in a variety of other RNA-based analysis methods. Here, we present a rapid, hybridization-based, label-free method of identifying RNA accessible sites with surface plasmon resonance imaging (SPRi) on in situ synthesized oligonucleotide arrays prepared on carbon-on-metal substrates. The accessible sites of three pre-miRNAs, miRNA precursors of approximately 75 nt in length, were determined by hybridizing the RNA molecules to RNA-specific tiling arrays. An array composed of all possible 6mer oligonucleotide sequences was also utilized in this work, offering a universal platform capable of studying RNA molecules in a high throughput manner.
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Affiliation(s)
- Joshua B Mandir
- Department of Chemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
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Quantification of microRNAs, splicing isoforms, and homologous mRNAs with the invader assay. Methods Mol Biol 2009; 488:279-318. [PMID: 18982299 DOI: 10.1007/978-1-60327-475-3_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/03/2023]
Abstract
The understanding of physiology and pathology requires accurate quantification of intracellular concentrations of important molecules such as unique RNA species. Accurate quantification of highly homologous messenger RNAs (mRNAs) (1-3), alternatively spliced mRNAs (4), and the short microRNAs (miRNAs) (5,6) has been successfully achieved using the Invader assay. This method directly detects specific RNA molecules in preparations of pure total cellular RNA (1- 100 ng) or in crude cell lysate (10(3)-10(4) cells) samples using an isothermal signal amplification process with a fluorescence resonance energy transfer (FRET)-based fluorescence readout. Features of the Invader assay include the ability to detect 1-10 RNA molecules per cell, to discriminate between RNAs that differ by a single base, and to precisely measure 1.2-fold changes in RNA expression. Further, an isothermal format and the ability to detect two different RNA molecules with a biplex format make the Invader assay suitable for high-throughput screening applications.
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Abstract
The inability of structural elements within a reporter mRNA to impede processive decay by the major 5' and 3' exonucleases has been a major obstacle to understanding mechanisms of vertebrate mRNA decay. We present here a new approach to this problem focused on quantifying the decay of individual portions of a reporter mRNA. Our approach entails two parts. The first involves the use of a regulated promoter, such as one controlled by tetracycline (tet), to allow reporter gene transcription to be turned off when needed. Cells stably expressing the tet repressor protein are transiently or stably transfected with tet-regulated beta-globin genes in which the sequence element under study is cloned into the 3'-UTR. The second involves the quantification of beta-globin mRNA using the Invader RNA assay, a sensitive and quantitative approach that relies on signal amplification instead of target amplification. Because the Invader RNA assay does not depend on downstream primer binding, the use of multiple probes across the reporter beta-globin mRNA allows for quantification of the decay of individual portions of the mRNA independent of events acting at other sites.
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12
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Rapid selection of accessible and cleavable sites in RNA by Escherichia coli RNase P and random external guide sequences. Proc Natl Acad Sci U S A 2008; 105:2354-7. [PMID: 18263737 DOI: 10.1073/pnas.0711977105] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
A method of inhibiting the expression of particular genes by using external guide sequences (EGSs) has been improved in its rapidity and specificity. Random EGSs that have 14-nt random sequences are used in the selection procedure for an EGS that attacks the mRNA for a gene in a particular location. A mixture of the random EGSs, the particular target RNA, and RNase P is used in the diagnostic procedure, which, after completion, is analyzed in a gel with suitable control lanes. Within a few hours, the procedure is complete. The action of EGSs designed by an older method is compared with EGSs designed by the random EGS method on mRNAs from two bacterial pathogens.
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Assays for determining poly(A) tail length and the polarity of mRNA decay in mammalian cells. Methods Enzymol 2008; 448:483-504. [PMID: 19111191 DOI: 10.1016/s0076-6879(08)02624-4] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
This chapter describes several methods for measuring the length of the mRNA poly(A) tail and a novel method for measuring mRNA decay. Three methods for measuring the length of a poly(A) tail are presented: the poly(A) length assay, the ligation-mediated poly(A) test (LM-PAT), and the RNase H assay. The first two methods are PCR-based assays involving cDNA synthesis from an oligo(dT) primer. The third method involves removing the poly(A) tail from the mRNA of interest. A major obstacle to studying the enzymatic step of mammalian mRNA decay has been the inability to capture mRNA decay intermediates with structural impediments such as the poly(G) tract used in yeast. To overcome this, we combined a standard kinetic analysis of mRNA decay with a tetracycline repressor-controlled reporter with an Invader RNA assay. The Invader RNA assay is a simple, elegant assay for the quantification of mRNA. It is based on signal amplification, not target amplification, so it is less prone to artifacts than other methods for nucleic acid quantification. It is also very sensitive, able to detect attomolar levels of target mRNA. Finally, it requires only a short sequence for target recognition and quantitation. Therefore, it can be applied to determining the decay polarity of a mRNA by measuring the decay rates of different portions of that mRNA.
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Sullivan JM, Yau EH, Taggart RT, Butler MC, Kolniak TA. Bottlenecks in development of retinal therapeutic post-transcriptional gene silencing agents. Vision Res 2007; 48:453-69. [PMID: 17976683 DOI: 10.1016/j.visres.2007.09.011] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2007] [Revised: 08/31/2007] [Accepted: 09/04/2007] [Indexed: 11/28/2022]
Abstract
Development of post-transcriptional gene silencing (PTGS) agents for therapeutic purposes is an immense challenge in modern biology. Established technologies used to knockdown a specific target RNA and its cognate protein: antisense, ribozyme, RNAi, all conditionally depend upon an initial, critical annealing event of the PTGS ligand to a target RNA. In this review we address the nature of the bottlenecks, emphasizing the biocomplexity of target RNA structure, that currently limit PTGS therapeutic development. We briefly review existing and emerging technologies designed to release these constraints to realize the potential of PTGS agents in gene based therapies.
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Affiliation(s)
- Jack M Sullivan
- Department of Ophthalmology, SUNY, University at Buffalo, Veterans Administration Western New York Healthcare System, Medical Research, Building 20, Room 245, 3495 Bailey Avenue, Buffalo, NY 14215, USA.
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Yanagihara N, Tadakuma H, Ishihama Y, Okabe K, Funatsu T. Determination of potent antisense oligonucleotides in vitro by semiempirical rules. J Biosci Bioeng 2007; 103:270-7. [PMID: 17434431 DOI: 10.1263/jbb.103.270] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2006] [Accepted: 12/25/2006] [Indexed: 11/17/2022]
Abstract
The selection of effective antisense target sites on a given mRNA molecule is a major problem in the detection of target mRNA in oligonucleotide arrays. In general, antisense oligodeoxynucleotides (asODNs) of about 10-20 nucleotides (nt) in length are used. However, the demand for predicting the sequence of potent asODNs much longer than those mentioned above has been increasing. Here, we prepared 40-nt asODNs directed against fluorescence-labeled green fluorescent protein (GFP) mRNA and quantified their hybridization efficiencies by fluorescence microscopy. We found that the hybridization efficiency depended on the TC content or the minimum free energy of the asODNs. On the basis of these findings, a semiempirical parameter called accessibility score was introduced to predict the potency of asODNs. The results of this study aided in the development of an effective two-step procedure for determining mRNA accessibility, namely, the computer-aided selection of asODN binding sites using an accessibility score followed by an experimental procedure for measuring the hybridization efficiencies between the selected asODNs and the target mRNA by fluorescence microscopy.
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Affiliation(s)
- Naoki Yanagihara
- Major in Integrative Bioscience and Biomedical Engineering, Graduate School of Science and Engineering, Waseda University, 3-4-1 Okubo, Shinjuku-ku, Tokyo 169-8555, Japan
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Shao Y, Wu Y, Chan CY, McDonough K, Ding Y. Rational design and rapid screening of antisense oligonucleotides for prokaryotic gene modulation. Nucleic Acids Res 2006; 34:5660-9. [PMID: 17038332 PMCID: PMC1636493 DOI: 10.1093/nar/gkl715] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Antisense oligodeoxynucleotides (oligos) are widely used for functional studies of both prokaryotic and eukaryotic genes. However, the identification of effective target sites is a major issue in antisense applications. Here, we study a number of thermodynamic and structural parameters that may affect the potency of antisense inhibition. We develop a cell-free assay for rapid oligo screening. This assay is used for measuring the expression of Escherichia coli lacZ, the antisense target for experimental testing and validation. Based on a training set of 18 oligos, we found that structural accessibility predicted by local folding of the target mRNA is the most important predictor for antisense activity. This finding was further confirmed by a direct validation study. In this study, a set of 10 oligos was designed to target accessible sites, and another set of 10 oligos was selected to target inaccessible sites. Seven of the 10 oligos for accessible sites were found to be effective (>50% inhibition), but none of the oligos for inaccessible sites was effective. The difference in the antisense activity between the two sets of oligos was statistically significant. We also found that the predictability of antisense activity by target accessibility was greatly improved for oligos targeted to the regions upstream of the end of the active domain for β-galactosidase, the protein encoded by lacZ. The combination of the structure-based antisense design and extension of the lacZ assay to include gene fusions will be applicable to high-throughput gene functional screening, and to the identification of new drug targets in pathogenic microbes. Design tools are available through the Sfold Web server at .
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Affiliation(s)
| | | | | | | | - Ye Ding
- To whom correspondence should be addressed. Tel: +518 486 1719; Fax: +518 402 4623;
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Bo X, Lou S, Sun D, Shu W, Yang J, Wang S. Selection of antisense oligonucleotides based on multiple predicted target mRNA structures. BMC Bioinformatics 2006; 7:122. [PMID: 16526963 PMCID: PMC1421440 DOI: 10.1186/1471-2105-7-122] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2005] [Accepted: 03/09/2006] [Indexed: 01/31/2023] Open
Abstract
Background Local structures of target mRNAs play a significant role in determining the efficacies of antisense oligonucleotides (ODNs), but some structure-based target site selection methods are limited by uncertainties in RNA secondary structure prediction. If all the predicted structures of a given mRNA within a certain energy limit could be used simultaneously, target site selection would obviously be improved in both reliability and efficiency. In this study, some key problems in ODN target selection on the basis of multiple predicted target mRNA structures are systematically discussed. Results Two methods were considered for merging topologically different RNA structures into integrated representations. Several parameters were derived to characterize local target site structures. Statistical analysis on a dataset with 448 ODNs against 28 different mRNAs revealed 9 features quantitatively associated with efficacy. Features of structural consistency seemed to be more highly correlated with efficacy than indices of the proportion of bases in single-stranded or double-stranded regions. The local structures of the target site 5' and 3' termini were also shown to be important in target selection. Neural network efficacy predictors using these features, defined on integrated structures as inputs, performed well in "minus-one-gene" cross-validation experiments. Conclusion Topologically different target mRNA structures can be merged into integrated representations and then used in computer-aided ODN design. The results of this paper imply that some features characterizing multiple predicted target site structures can be used to predict ODN efficacy.
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Affiliation(s)
- Xiaochen Bo
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
| | - Shaoke Lou
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
| | - Daochun Sun
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
| | - Wenjie Shu
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
| | - Jing Yang
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
| | - Shengqi Wang
- Beijing Institute of Radiation Medicine, 27 Taiping Road, Beijing 100850, P R China
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Bo X, Lou S, Sun D, Yang J, Wang S. AOBase: a database for antisense oligonucleotides selection and design. Nucleic Acids Res 2006; 34:D664-7. [PMID: 16381954 PMCID: PMC1347428 DOI: 10.1093/nar/gkj065] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Antisense oligonucleotides (ODNs) technology is one of the important approaches for the sequence-specific knockdown of gene expression. ODNs have been used as research tools in the post-genome era, as well as new types of therapeutic agents. Since finding effective target sites within RNA is a hard work for antisense ODNs design, various experimental methods and computational approaches have been proposed. For better sharing of the experimented and published ODNs, valid and invalid ODNs reported in literatures are screened, collected and stored in AOBase. Till now, ∼700 ODNs against 46 target mRNAs are contained in AOBase. Entries can be explored via TargetSearch and AOSearch web retrieval interfaces. AOBase can not only be useful in ODNs selection for gene function exploration, but also contribute to mining rules and developing algorithms for rational ODNs design. AOBase is freely accessible via .
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Affiliation(s)
| | | | | | | | - Shengqi Wang
- To whom correspondence should be addressed. Tel/Fax: +86 10 68210077 932211;
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Abstract
Antisense agents are powerful tools to inhibit gene expression in a sequence-specific manner. They are used for functional genomics, as diagnostic tools and for therapeutic purposes. Three classes of antisense agents can be distinguished by their mode of action: single-stranded antisense oligodeoxynucleotides; catalytic active RNA/DNA such as ribozymes, DNA- or locked nucleic acid (LNA)zymes; and small interfering RNA molecules known as siRNA. The selection of target sites in highly structured RNA molecules is crucial for their successful application. This is a difficult task, since RNA is assembled into nucleoprotein complexes and forms stable secondary structures in vivo, rendering most of the molecule inaccessible to intermolecular base pairing with complementary nucleic acids. In this review, we discuss several selection strategies to identify potential target sites in RNA molecules. In particular, we focus on combinatorial library approaches that allow high throughput screening of sequences for the design of antisense agents.
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Affiliation(s)
- M Lützelberger
- Department of Molecular Biology, University of Aarhus, C. F. Møllers Allé 130, 8000 Aarhus C, Denmark
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21
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Abstract
Abnormal gene expression is a hallmark of many diseases. Gene-specific downregulation of aberrant genes could be useful therapeutically and potentially less toxic than conventional therapies due its specificity. Over the years, many strategies have been proposed for silencing gene expression in a gene-specific manner. Three major approaches are antisense oligonucleotides (AS-ONs), ribozymes/DNAzymes, and RNA interference (RNAi). In this brief review, we will discuss the successes and shortcomings of these three gene-silencing methods, and the approaches being taken to improve the effectiveness of antisense molecules. We will also provide an overview of some of the clinical applications of antisense therapy.
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Affiliation(s)
- A Kalota
- Division of Hematology/Oncology, Department of Medicine, University of Pennsylvania, 421 Curie Blvd, Philadelphia PA, 19104, USA
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Fang H, Yue X, Li X, Taylor JS. Identification and characterization of high affinity antisense PNAs for the human unr (upstream of N-ras) mRNA which is uniquely overexpressed in MCF-7 breast cancer cells. Nucleic Acids Res 2005; 33:6700-11. [PMID: 16314303 PMCID: PMC1297704 DOI: 10.1093/nar/gki968] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
We have recently shown that an MCF-7 tumor can be imaged in a mouse by PET with 64Cu-labeled Peptide nucleic acids (PNAs) tethered to the permeation peptide Lys4 that recognize the uniquely overexpressed and very abundant upstream of N-ras or N-ras related gene (unr mRNA) expressed in these cells. Herein we describe how the high affinity antisense PNAs to the unr mRNA were identified and characterized. First, antisense binding sites on the unr mRNA were mapped by an reverse transcriptase random oligonucleotide library (RT-ROL) method that we have improved, and by a serial analysis of antisense binding sites (SAABS) method that we have developed which is similar to another recently described method. The relative binding affinities of oligodeoxynucleotides (ODNs) complementary to the antisense binding sites were then qualitatively ranked by a new Dynabead-based dot blot assay. Dissociation constants for a subset of the ODNs were determined by a new Dynabead-based solution assay and were found to be 300 pM for the best binders in 1 M salt. PNAs corresponding to the ODNs with the highest affinities were synthesized with an N-terminal CysTyr and C-terminal Lys4 sequence. Dissociation constants of these hybrid PNAs were determined by the Dynabead-based solution assay to be about 10 pM for the highest affinity binders.
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Affiliation(s)
| | | | | | - John-Stephen Taylor
- To whom correspondence should be addressed. Tel: +1 314 935 6721; Fax: +1 314 935 4481;
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23
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Far RKK, Leppert J, Frank K, Sczakiel G. Technical improvements in the computational target search for antisense oligonucleotides. Oligonucleotides 2005; 15:223-33. [PMID: 16201910 DOI: 10.1089/oli.2005.15.223] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
A number of theoretical and experimental approaches to design biologically active antisense oligonucleotides (AS-ON) have proven their usefulness. This includes systematic computational strategies that are based on the understanding of antisense mechanisms. Here, we investigate in detail the relationship between computational parameters of the local target search for the theoretical design of AS-ON and the hit rate, that is, the biologic efficacy of AS-ON in cell culture. The computational design of AS-ON studied in this work is based on an established algorithm to predict structurally favorable local target sites along a given target RNA against which AS-ON are directed. Briefly, a sequence segment of a certain length (window) is used to predict a group of lowest-energy RNA secondary structures. Subsequently, this window is shifted along the target sequence by a certain step width. To date, those technical parameters of the systematic structural target analysis have been chosen arbitrarily. Here, we investigate their role for the successful design of AS-ON and suggest an optimized computer-based protocol for the selection of favorable local target sequences and, hence, an improved design of active AS-ON. Further, this study provides systematic insights into the structure- function relationship of AS-ON.
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24
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Thonberg H, Dahlgren C, Wahlestedt C. Antisense-induced Fas mRNA degradation produces site-specific stable 3'-mRNA fragment by exonuclease cleavage at the complementary sequence. Oligonucleotides 2005; 14:221-6. [PMID: 15625917 DOI: 10.1089/oli.2004.14.221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Antisense-mediated degradation of target mRNA is achieved by the enzymatic action of nuclease RNase H. The enzyme recognizes hybrid RNA-DNA duplexes and hydrolyzes the RNA strand. Here, we compared six different phosphorothioate oligonucleotides for their ability to induce target-specific mRNA degradation in cultured mouse AML12 cells. We targeted transcripts of the cell surface receptor Fas and analyzed the levels of mRNA by Northern blotting and ribonuclease protection assay (RPA). Four of the tested antisense oligonucleotides reduced the mRNA levels significantly. Cultures treated with one of the antisense molecules resulted in a shifted band on Northern blots. This band of lower molecular weight was not detected after 6 hours of transfection but appeared at 24 hours. By RPA, the product was shown to be a 3'-cleavage fragment of the full-length Fas mRNA. The RPA also mapped the stable fragment to start within the antisense complementary sequence.
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Affiliation(s)
- Håkan Thonberg
- Center for Genomics and Bioinformatics, Karolinska Institutet, 171 77 Stockholm, Sweden.
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25
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Vlassov AV, Koval OA, Johnston BH, Kazakov SA. ROLL: a method of preparation of gene-specific oligonucleotide libraries. Oligonucleotides 2005; 14:210-20. [PMID: 15625916 DOI: 10.1089/oli.2004.14.210] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
The selection of nucleic acid sequences capable of specifically and efficiently hybridizing to target sequences is crucial to the success of many applications, including microarrays, PCR and other amplification procedures, antisense inhibition, ribozyme-mediated cleavage, and RNA interference (RNAi). Methods of selection using nucleotide sequence libraries have several advantages over rational approaches using defined sequences. However, the high complexity of completely random (degenerate) libraries and their high toxicity in cell-based assays make their use in many applications impractical. Gene-specific oligonucleotide libraries, which contain all possible sequences of a certain length occurring within a given gene, have much lower complexity and, thus, can significantly simplify and accelerate sequence screening. Here, we describe a new method for the preparation of gene-specific libraries using the ligation of randomized oligonucleotide probes hybridized adjacently on target polynucleotide templates followed by PCR amplification. We call this method random oligonucleotide ligated libraries (ROLL).
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26
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Secondary structure in the target as a confounding factor in synthetic oligomer microarray design. BMC Genomics 2005; 6:31. [PMID: 15755320 PMCID: PMC555549 DOI: 10.1186/1471-2164-6-31] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2004] [Accepted: 03/08/2005] [Indexed: 12/23/2022] Open
Abstract
Background Secondary structure in the target is a property not usually considered in software applications for design of optimal custom oligonucleotide probes. It is frequently assumed that eliminating self-complementarity, or screening for secondary structure in the probe, is sufficient to avoid interference with hybridization by stable secondary structures in the probe binding site. Prediction and thermodynamic analysis of secondary structure formation in a genome-wide set of transcripts from Brucella suis 1330 demonstrates that the properties of the target molecule have the potential to strongly influence the rate and extent of hybridization between transcript and tethered oligonucleotide probe in a microarray experiment. Results Despite the relatively high hybridization temperatures and 1M monovalent salt imposed in the modeling process to approximate hybridization conditions used in the laboratory, we find that parts of the target molecules are likely to be inaccessible to intermolecular hybridization due to the formation of stable intramolecular secondary structure. For example, at 65°C, 28 ± 7% of the average cDNA target sequence is predicted to be inaccessible to hybridization. We also analyzed the specific binding sites of a set of 70mer probes previously designed for Brucella using a freely available oligo design software package. 21 ± 13% of the nucleotides in each probe binding site are within a double-stranded structure in over half of the folds predicted for the cDNA target at 65°C. The intramolecular structures formed are more stable and extensive when an RNA target is modeled rather than cDNA. When random shearing of the target is modeled for fragments of 200, 100 and 50 nt, an overall destabilization of secondary structure is predicted, but shearing does not eliminate secondary structure. Conclusion Secondary structure in the target is pervasive, and a significant fraction of the target is found in double stranded conformations even at high temperature. Stable structure in the target has the potential to interfere with hybridization and should be a factor in interpretation of microarray results, as well as an explicit criterion in array design. Inclusion of this property in an oligonucleotide design procedure would change the definition of an optimal oligonucleotide significantly.
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27
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Jakobsen MR, Damgaard CK, Andersen ES, Podhajska A, Kjems J. A genomic selection strategy to identify accessible and dimerization blocking targets in the 5'-UTR of HIV-1 RNA. Nucleic Acids Res 2004; 32:e67. [PMID: 15107482 PMCID: PMC407842 DOI: 10.1093/nar/gnh064] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Defining target sites for antisense oligonucleotides in highly structured RNA is a non-trivial exercise that has received much attention. Here we describe a novel and simple method to generate a library composed of all 20mer oligoribonucleotides that are sense- and antisense to any given sequence or genome and apply the method to the highly structured HIV-1 leader RNA. Oligoribonucleotides that interact strongly with folded HIV-1 RNA and potentially inhibit its dimerization were identified through iterative rounds of affinity selection by native gel electrophoresis. We identified five distinct regions in the HIV-1 RNA that were particularly prone to antisense annealing and a structural comparison between these sites suggested that the 3'-end of the antisense RNA preferentially interacts with single-stranded loops in the target RNA, whereas the 5'-end binds within double-stranded regions. The selected RNA species and corresponding DNA oligonucleotides were assayed for HIV-1 RNA binding, ability to block reverse transcription and/or potential to interfere with dimerization. All the selected oligonucleotides bound rapidly and strongly to the HIV-1 leader RNA in vitro and one oligonucleotide was capable of disrupting RNA dimers efficiently. The library selection methodology we describe here is rapid, inexpensive and generally applicable to any other RNA or RNP complex. The length of the oligonucleotide in the library is similar to antisense molecules generally applied in vivo and therefore likely to define targets relevant for HIV-1 therapy.
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Affiliation(s)
- Martin R Jakobsen
- Department of Molecular Biology, University of Aarhus, C.F. Møllers Allé, Building 130, DK-8000 Aarhus C, Denmark
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28
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Zhang HY, Mao J, Zhou D, Xu Y, Thonberg H, Liang Z, Wahlestedt C. mRNA accessible site tagging (MAST): a novel high throughput method for selecting effective antisense oligonucleotides. Nucleic Acids Res 2003; 31:e72. [PMID: 12853649 PMCID: PMC167646 DOI: 10.1093/nar/gng072] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
A solution-based method, mRNA accessible site tagging (MAST), has been developed to map the accessible sites of any given mRNA in high throughput fashion. mRNA molecules were immobilized and hybridized to randomized oligonucleotide libraries. Oligonucleotides specifically hybridized to the mRNA were sequenced and found to be able to precisely define the accessible sites of the mRNA. A number of ways were used to validate the accessible sites defined by the MAST process. Mapping of rabbit beta-globin mRNA demonstrates the efficacy and advantage of MAST over other technologies in identifying accessible sites. Antisense oligonucleotides designed according to the accessible site map of human RhoA and Renilla luciferase mRNA result in knockdown effects that are in good correlation with the degrees of accessibility. The MAST methodology can be applied to mRNA of any length using a universal protocol.
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Affiliation(s)
- Hong-Yan Zhang
- Center for Genomics and Bioinformatics, Karolinska Institutet, 17177, Stockholm, Sweden
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29
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Xu Y, Zhang HY, Thormeyer D, Larsson O, Du Q, Elmén J, Wahlestedt C, Liang Z. Effective small interfering RNAs and phosphorothioate antisense DNAs have different preferences for target sites in the luciferase mRNAs. Biochem Biophys Res Commun 2003; 306:712-7. [PMID: 12810077 DOI: 10.1016/s0006-291x(03)01024-6] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Antisense DNA target sites can be selected by the accessibility of the mRNA target. It remains unknown whether a mRNA site that is accessible to an antisense DNA is also a good candidate target site for a siRNA. Here, we reported a parallel analysis of 12 pairs of antisense DNAs and siRNA duplexes for their potency to inhibit reporter luciferase activity in mammalian cells, both of the antisense DNA and siRNA agents in a pair being directed to same site in the mRNA. Five siRNAs and two antisense DNAs turned out to be effective, but the sites targeted by those effective siRNAs and antisense DNAs did not overlap. Our results indicated that effective antisense DNAs and siRNAs have different preferences for target sites in the mRNA.
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Affiliation(s)
- Yunhe Xu
- Center for Genomics and Bioinformatics, Karolinska Institute, 17177, Stockholm, Sweden
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30
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de Arruda M, Lyamichev VI, Eis PS, Iszczyszyn W, Kwiatkowski RW, Law SM, Olson MC, Rasmussen EB. Invader technology for DNA and RNA analysis: principles and applications. Expert Rev Mol Diagn 2003; 2:487-96. [PMID: 12271820 DOI: 10.1586/14737159.2.5.487] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Concomitant advances made by the Human Genome Project and in the development of nucleic acid screening technologies are driving the expansion of pharmacogenomic research and molecular diagnostics. However, most current technologies are restrictive due to their complexity and/or cost, limiting the potential of personalized medicine. The invader assay, which can be used for genotyping as well as for gene expression monitoring without the need for intervening target amplification steps, presents an immediate solution that is accurate, simple to use, scaleable and cost-effective.
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Affiliation(s)
- Monika de Arruda
- Third Wave Technologies, 502 South Rosa Road, Madison, WI 53719-1256, USA.
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31
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Deer EL, Douk B, Lanchy JM, Lodmell JS. Elucidation and characterization of oligonucleotide-accessible sites on HIV-2 leader region RNA. ANTISENSE & NUCLEIC ACID DRUG DEVELOPMENT 2003; 13:45-55. [PMID: 12691535 PMCID: PMC1403296 DOI: 10.1089/108729003764097331] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
The retroviruses, including the human pathogens HIV-1 and HIV-2, are diploid inasmuch as they encapsidate two copies of their RNA genome. Prior to or during encapsidation, two copies of full-length genomic RNA recognize and stably bind each other in a process called dimerization. RNA structures within the viral genome promote dimerization in both HIV-1 and HIV-2 and are located in the 5'-untranslated leader region. Inhibition of dimerization by mutation of these RNA signals has been demonstrated to drastically reduce viral infectivity and replication kinetics and, thus, represents a potential target for antiretroviral therapy. In this study, we identified sites in HIV-2 leader region RNA that are functionally accessible to hybridization with oligonucleotides (ODNs) by reverse transcription with random ODN libraries (RT-ROL). We then tested specific ODNs directed against these regions for their efficacy in inhibiting RNA dimerization in vitro. We determined that of several hybridization-competent ODNs, only two were very effective in inhibiting RNA dimerization. Both of these ODNs were complementary to viral RNA at the primer binding site (PBS). These results identify regions with high accessibility to ODN binding on HIV-2 RNA and help to map the region(s) essential for dimerization within the viral RNA.
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Affiliation(s)
- Emily L Deer
- Division of Biological Sciences, Biochemistry/Microbiology Graduate Program, The University of Montana, Missoula, MT 59812, USA
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32
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Eis PS, Olson MC, Takova T, Curtis ML, Olson SM, Vener TI, Ip HS, Vedvik KL, Bartholomay CT, Allawi HT, Ma WP, Hall JG, Morin MD, Rushmore TH, Lyamichev VI, Kwiatkowski RW. An invasive cleavage assay for direct quantitation of specific RNAs. Nat Biotechnol 2001; 19:673-6. [PMID: 11433281 DOI: 10.1038/90290] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
RNA quantitation is becoming increasingly important in basic, pharmaceutical, and clinical research. For example, quantitation of viral RNAs can predict disease progression and therapeutic efficacy. Likewise, gene expression analysis of diseased versus normal, or untreated versus treated, tissue can identify relevant biological responses or assess the effects of pharmacological agents. As the focus of the Human Genome Project moves toward gene expression analysis, the field will require a flexible RNA analysis technology that can quantitatively monitor multiple forms of alternatively transcribed and/or processed RNAs (refs 3,4). We have applied the principles of invasive cleavage and engineered an improved 5'-nuclease to develop an isothermal, fluorescence resonance energy transfer (FRET)-based signal amplification method for detecting RNA in both total RNA and cell lysate samples. This detection format, termed the RNA invasive cleavage assay, obviates the need for target amplification or additional enzymatic signal enhancement. In this report, we describe the assay and present data demonstrating its capabilities for sensitive (<100 copies per reaction), specific (discrimination of 95% homologous sequences, 1 in > or =20,000), and quantitative (1.2-fold changes in RNA levels) detection of unamplified RNA in both single- and biplex-reaction formats.
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Affiliation(s)
- P S Eis
- Third Wave Technologies, 502 South Rosa Road, Madison, WI 53719-1256, USA.
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