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Bioinformatic Approaches to siRNA Selection and Optimization

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RNA Interference

Part of the book series: Methods in Molecular Biology ((MIMB,volume 623))

Abstract

RNA interference mediated by short interfering RNA (siRNA) molecules represents a powerful genetic tool with an increasing interest as potential therapeutics. Current bioinformatic approaches to design functional siRNA molecules take into account both empirical and rational approaches to identify selectable characteristics of active and specific siRNA molecules and focusing the downstream events in the RNAi pathway, such as target messenger RNA accessibility. The design of effective siRNA molecules is the key to successful experimentation with RNAi. Here, we show advanced siRNA design parameters and options for highly efficient siRNA candidate search.

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References

  1. Elbashir, S. M., Lendeckel, W. and Tuschl, T. (2001) RNA interference is mediated by 21- and 22-nucleotide RNAs. Genes Dev. 15, 188–200.

    Article  CAS  PubMed  Google Scholar 

  2. Scherr, M. and Eder, M. (2007) Gene silencing by small regulatory RNAs in mammalian cells. Cell Cycle 6, 444–449.

    Article  CAS  PubMed  Google Scholar 

  3. Farazi, T. A., Juranek, S. A. and Tuschl, T. (2008) The growing catalog of small RNAs and their association with distinct Argonaute/Piwi family members. Development 135, 1201–1214.

    Article  CAS  PubMed  Google Scholar 

  4. Wu, L. and Belasco, J. G. (2008) Let me count the ways: mechanisms of gene regulation by miRNAs and siRNAs. Mol. Cell. 29, 1–7.

    Article  PubMed  Google Scholar 

  5. Birmingham, A., Anderson, E. M., Reynolds, A., Ilsley-Tyree, D., Leake, D., Fedorov, Y., et al. (2006) 3′ UTR seed matches, but not overall identity, are associated with RNAi off-targets. Nat. Methods 3, 199–204.

    Article  CAS  PubMed  Google Scholar 

  6. Jackson, A. L., Bartz, S. R., Schelter, J., Kobayashi, S. V., Burchard, J., Mao, M., et al. (2003) Expression profiling reveals off-target gene regulation by RNAi. Nat. Biotechnol. 21, 635–637.

    Article  CAS  PubMed  Google Scholar 

  7. Vankoningsloo, S., de Longueville, F., Evrard, S., Rahier, P., Houbion, A., Fattaccioli, A., et al. (2008) Gene expression silencing with ‘specific’ small interfering RNA goes beyond specificity - a study of key parameters to take into account in the onset of small interfering RNA off-target effects. FEBS J. 275, 2738–2753.

    Article  CAS  PubMed  Google Scholar 

  8. Anderson, E. M., Birmingham, A., Baskerville, S., Reynolds, A., Maksimova, E., Leake, D., et al. (2008) Experimental validation of the importance of seed complement frequency to siRNA specificity. RNA 14, 853–861.

    Article  CAS  PubMed  Google Scholar 

  9. Jackson, A. L., Burchard, J., Schelter, J., Chau, B. N., Cleary, M., Lim, L., et al. (2006) Widespread siRNA “off-target” transcript silencing mediated by seed region sequence complementarity. RNA 12, 1179–1187.

    Article  CAS  PubMed  Google Scholar 

  10. Zeng, Y., Yi, R., Cullen, B. R. (2003) MicroRNAs and small interfering RNAs can inhibit mRNA expression by similar mechanisms. Proc. Natl. Acad. Sci. U. S. A. 100, 9779–9784.

    Article  CAS  PubMed  Google Scholar 

  11. de Veer, M. J., Sledz, C. A. and Williams, B. R. (2005) Detection of foreign RNA: implications for RNAi. Immunol. Cell Biol. 83, 224–228.

    Article  PubMed  Google Scholar 

  12. Klatt, A. R., Klinger, G., Zech, D., Paul-Klausch, B., Renno, J. H., Schmidt, J., et al. (2007) RNAi in primary human chondrocytes: efficiencies, kinetics, and non-specific effects of siRNA-mediated gene suppression. Biologicals 35, 321–328.

    Article  CAS  PubMed  Google Scholar 

  13. Elbashir, S. M., Harborth, J., Lendeckel, W., Yalcin, A., Weber, K. and Tuschl, T. (2001) Duplexes of 21-nucleotide RNAs mediate RNA interference in cultured mammalian cells. Nature 411, 494–498.

    Article  CAS  PubMed  Google Scholar 

  14. Elbashir, S. M., Martinez, J., Patkaniowska, A., Lendeckel, W. and Tuschl, T. (2001) Functional anatomy of siRNAs for mediating efficient RNAi in Drosophila melanogaster embryo lysate. EMBO J. 20, 6877–6888.

    Article  CAS  PubMed  Google Scholar 

  15. Tuschl, T., Zamore, P. D., Lehmann, R., Bartel, D. P. and Sharp, P. A. (1999) Targeted mRNA degradation by double-stranded RNA in vitro. Genes Dev. 13, 3191–3197.

    Article  CAS  PubMed  Google Scholar 

  16. Huesken, D., Lange, J., Mickanin, C., Weiler, J., Asselbergs, F., Warner, J., et al. (2005) Design of a genome-wide siRNA library using an artificial neural network. Nat. Biotechnol. 23, 995–1001.

    Article  CAS  PubMed  Google Scholar 

  17. Shabalina, S. A., Spiridonov, A. N. and Ogurtsov, A. Y. (2006) Computational models with thermodynamic and composition features improve siRNA design. BMC Bioinformatics 7, 65.

    Article  PubMed  Google Scholar 

  18. Muhonen, P., Parthasarathy, R. N., Janckila, A. J., Buki, K. G. and Vaananen, H. K. (2008) Analysis by siRNA_profile program displays novel thermodynamic characteristics of highly functional siRNA molecules. Source Code Biol. Med. 3, 8.

    Article  PubMed  Google Scholar 

  19. Reynolds, A., Leake, D., Boese, Q., Scaringe, S., Marshall, W. S. and Khvorova, A. (2004) Rational siRNA design for RNA interference. Nat. Biotechnol. 22, 326–330.

    Article  CAS  PubMed  Google Scholar 

  20. Elbashir, S. M., Harborth, J., Weber, K. and Tuschl, T. (2002) Analysis of gene function in somatic mammalian cells using small interfering RNAs. Methods 26, 199–213.

    Article  CAS  PubMed  Google Scholar 

  21. Celotto, A. M. and Graveley, B. R. (2002) Exon-specific RNAi: a tool for dissecting the functional relevance of alternative splicing. RNA 8, 718–724.

    Article  CAS  PubMed  Google Scholar 

  22. Park, Y. K., Park, S. M., Choi, Y. C., Lee, D., Won, M. and Kim, Y. J. (2008) AsiDesigner: exon-based siRNA design server considering alternative splicing. Nucleic Acids Res. 36, W97-W103.

    Article  CAS  PubMed  Google Scholar 

  23. Lee, H. S., Lee, S. N., Joo, C. H., Lee, H., Lee, H. S., Yoon, S. Y., et al. (2007) Contributions of 3′-overhang to the dissociation of small interfering RNAs from the PAZ domain: molecular dynamics simulation study. J. Mol. Graph Model 25, 784–793.

    Article  CAS  PubMed  Google Scholar 

  24. Jagla, B., Aulner, N., Kelly, P. D., Song, D., Volchuk, A., Zatorski, A., et al. (2005) Sequence characteristics of functional siRNAs. RNA 11, 864–872.

    Article  CAS  PubMed  Google Scholar 

  25. Amarzguioui, M. and Prydz, H. (2004) An algorithm for selection of functional siRNA sequences. Biochem. Biophys. Res. Commun. 316, 1050–1058.

    Article  CAS  PubMed  Google Scholar 

  26. Ui-Tei, K., Naito, Y. and Saigo, K. (2007) Guidelines for the selection of effective short-interfering RNA sequences for functional genomics. Methods Mol. Biol. 361, 201–216.

    CAS  PubMed  Google Scholar 

  27. Hardin, C. C., Watson, T., Corregan, M. and Bailey, C. (1992) Cation-dependent transition between the quadruplex and Watson-Crick hairpin forms of d(CGCG3GCG). Biochemistry 31, 833–841.

    Article  CAS  PubMed  Google Scholar 

  28. Geiduschek, E. P. and Kassavetis, G. A. (2001) The RNA polymerase III transcription apparatus. J. Mol. Biol. 310, 1–26.

    Article  CAS  PubMed  Google Scholar 

  29. Schwarz, D. S., Hutvagner, G., Du, T., Xu, Z., Aronin, N. and Zamore, P. D. (2003) Asymmetry in the assembly of the RNAi enzyme complex. Cell 115, 199–208.

    Article  CAS  PubMed  Google Scholar 

  30. Khvorova, A., Reynolds, A. and Jayasena, S. D. (2003) Functional siRNAs and miRNAs exhibit strand bias. Cell 115, 209–216.

    Article  CAS  PubMed  Google Scholar 

  31. Freier, S. M., Kierzek, R., Jaeger, J. A., Sugimoto, N., Caruthers, M. H., Neilson, T., et al. (1986) Improved free-energy parameters for predictions of RNA duplex stability. Proc. Natl. Acad. Sci. U. S. A. 83, 9373–9377.

    Article  CAS  PubMed  Google Scholar 

  32. Schubert, S., Grunweller, A., Erdmann, V. A. and Kurreck, J. (2005) Local RNA target structure influences siRNA efficacy: systematic analysis of intentionally designed binding regions. J. Mol. Biol. 348, 883–893.

    Article  CAS  PubMed  Google Scholar 

  33. Luo, K. Q. and Chang, D. C. (2004) The gene-silencing efficiency of siRNA is strongly dependent on the local structure of mRNA at the targeted region. Biochem. Biophys. Res. Commun. 318, 303–310.

    Article  CAS  PubMed  Google Scholar 

  34. Kurreck, J. (2006) siRNA efficiency: structure or sequence-that is the question. J. Biomed. Biotechnol. 2006, 83757.

    PubMed  Google Scholar 

  35. Ding, Y., Chan, C. Y. and Lawrence, C. E. (2004) Sfold web server for statistical folding and rational design of nucleic acids. Nucleic Acids Res. 32, W135-W141.

    Article  CAS  PubMed  Google Scholar 

  36. Brodskii, L. I., Ivanov, V. V., Kalaidzidis Ia, L., Leontovich, A. M., Nikolaev, V. K., Feranchuk, S. I., et al. (1995) [GeneBee-NET: an Internet based server for biopolymer structure analysis]. Biokhimiia 60, 1221–1230.

    CAS  PubMed  Google Scholar 

  37. Zuker, M. (2003) Mfold web server for nucleic acid folding and hybridization prediction. Nucleic Acids Res. 31, 3406–3415.

    Article  CAS  PubMed  Google Scholar 

  38. Ding, Y., Chan, C. Y. and Lawrence, C. E. (2005) RNA secondary structure prediction by centroids in a Boltzmann weighted ensemble. RNA 11, 1157–1166.

    Article  CAS  PubMed  Google Scholar 

  39. Ding, Y. and Lawrence, C. E. (2003) A statistical sampling algorithm for RNA secondary structure prediction. Nucleic Acids Res. 31, 7280–7301.

    Article  CAS  PubMed  Google Scholar 

  40. Walter, A. E., Turner, D. H., Kim, J., Lyttle, M. H., Muller, P., Mathews, D. H., et al. (1994) Coaxial stacking of helixes enhances binding of oligoribonucleotides and improves predictions of RNA folding. Proc. Natl. Acad. Sci. U. S. A. 91, 9218–9222.

    Article  CAS  PubMed  Google Scholar 

  41. Hornung, V., Guenthner-Biller, M., Bourquin, C., Ablasser, A., Schlee, M., Uematsu, S., et al. (2005) Sequence-specific potent induction of IFN-alpha by short interfering RNA in plasmacytoid dendritic cells through TLR7. Nat. Med. 11, 263–270.

    Article  CAS  PubMed  Google Scholar 

  42. Clemens, M. J. (1997) PKR - a protein kinase regulated by double-stranded RNA. Int. J. Biochem. Cell Biol. 29, 945–949.

    Article  CAS  PubMed  Google Scholar 

  43. Liang, S. L., Quirk, D. and Zhou, A. (2006) RNase L: its biological roles and regulation. IUBMB Life 58, 508–514.

    Article  CAS  PubMed  Google Scholar 

  44. Puthenveetil, S., Whitby, L., Ren, J., Kelnar, K., Krebs, J. F. and Beal, P. A. (2006) Controlling activation of the RNA-dependent protein kinase by siRNAs using site-specific chemical modification. Nucleic Acids Res. 34, 4900–4911.

    Article  CAS  PubMed  Google Scholar 

  45. Altschul, S. F. and Lipman, D. J. (1990) Protein database searches for multiple alignments. Proc. Natl. Acad. Sci. U. S. A. 87, 5509–5513.

    Article  CAS  PubMed  Google Scholar 

  46. Yamada, T. and Morishita, S. (2005) Accelerated off-target search algorithm for siRNA. Bioinformatics 21, 1316–1324.

    Article  CAS  PubMed  Google Scholar 

  47. Judge, A. D., Sood, V., Shaw, J. R., Fang, D., McClintock, K. and MacLachlan, I. (2005) Sequence-dependent stimulation of the mammalian innate immune response by synthetic siRNA. Nat. Biotechnol. 23, 457–462.

    Article  CAS  PubMed  Google Scholar 

  48. Sugiyama, T., Gursel, M., Takeshita, F., Coban, C., Conover, J., Kaisho, T., et al. (2005) CpG RNA: identification of novel single-stranded RNA that stimulates human CD14+CD11c+ monocytes. J. Immunol. 174, 2273–2279.

    CAS  PubMed  Google Scholar 

  49. Naito, Y., Yamada, T., Matsumiya, T., Ui-Tei, K., Saigo, K. and Morishita, S. (2005) dsCheck: highly sensitive off-target search software for double-stranded RNA-mediated RNA interference. Nucleic Acids Res. 33, W589-W591.

    Article  CAS  PubMed  Google Scholar 

  50. Naito, Y., Yamada, T., Ui-Tei, K., Morishita, S. and Saigo, K. (2004) siDirect: highly effective, target-specific siRNA design software for mammalian RNA interference. Nucleic Acids Res. 32, W124-W129.

    Article  CAS  PubMed  Google Scholar 

  51. Chalk, A. M. and Sonnhammer, E. L. (2008) siRNA specificity searching incorporating mismatch tolerance data. Bioinformatics 24, 1316–1317.

    Article  CAS  PubMed  Google Scholar 

  52. Forsbach, A., Nemorin, J. G., Montino, C., Muller, C., Samulowitz, U., Vicari, A. P., et al. (2008) Identification of RNA sequence motifs stimulating sequence-specific TLR8-dependent immune responses. J. Immunol. 180, 3729–3738.

    CAS  PubMed  Google Scholar 

  53. Taxman, D. J., Livingstone, L. R., Zhang, J., Conti, B. J., Iocca, H. A., Williams, K. L., et al. (2006) Criteria for effective design, construction, and gene knockdown by shRNA vectors. BMC Biotechnol. 6, 7.

    Article  PubMed  Google Scholar 

  54. Jackson, A. L., Burchard, J., Leake, D., Reynolds, A., Schelter, J., Guo, J., et al. (2006) Position-specific chemical modification of siRNAs reduces “off-target” transcript silencing. RNA 12, 1197–1205.

    Article  CAS  PubMed  Google Scholar 

  55. Lu, Z. J. and Mathews, D. H. (2008) OligoWalk: an online siRNA design tool utilizing hybridization thermodynamics. Nucleic Acids Res. 36, W104-W108.

    Article  CAS  PubMed  Google Scholar 

  56. Rice, P., Longden, I. and Bleasby, A. (2000) EMBOSS: the European Molecular Biology Open Software Suite. Trends Genet. 16, 276–277.

    Article  CAS  PubMed  Google Scholar 

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Correspondence to Pirkko Muhonen .

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Muhonen, P., Holthofer, H. (2010). Bioinformatic Approaches to siRNA Selection and Optimization. In: Min, WP., Ichim, T. (eds) RNA Interference. Methods in Molecular Biology, vol 623. Humana Press. https://doi.org/10.1007/978-1-60761-588-0_6

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  • DOI: https://doi.org/10.1007/978-1-60761-588-0_6

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  • Print ISBN: 978-1-60761-587-3

  • Online ISBN: 978-1-60761-588-0

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