Improved asymmetry prediction for short interfering RNA s
In the development of RNA interference therapeutics, merely selecting short interfering RNA (si RNA ) sequences that are complementary to the m RNA target does not guarantee target silencing. Current algorithms for selecting si RNA s rely on many parameters, one of which is asymmetry, often predicte...
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Veröffentlicht in: | The FEBS journal 2014-01, Vol.281 (1), p.320-330 |
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Hauptverfasser: | , , , , , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In the development of
RNA
interference therapeutics, merely selecting short interfering
RNA
(si
RNA
) sequences that are complementary to the m
RNA
target does not guarantee target silencing. Current algorithms for selecting si
RNA
s rely on many parameters, one of which is asymmetry, often predicted through calculation of the relative thermodynamic stabilities of the two ends of the si
RNA
. However, we have previously shown that highly active si
RNA
sequences are likely to have particular nucleotides at each 5′‐end, independently of their thermodynamic asymmetry. Here, we describe an algorithm for predicting highly active si
RNA
sequences based only on these two asymmetry parameters. The algorithm uses end‐sequence nucleotide preferences and predicted thermodynamic stabilities, each weighted on the basis of training data from the literature, to rank the probability that an si
RNA
sequence will have high or low activity. The algorithm successfully predicts weakly and highly active sequences for enhanced green fluorescent protein and protein kinase R. Use of these two parameters in combination improves the prediction of si
RNA
activity over current approaches for predicting asymmetry. Going forward, we anticipate that this approach to si
RNA
asymmetry prediction will be incorporated into the next generation of si
RNA
selection algorithms. |
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ISSN: | 1742-464X 1742-4658 |
DOI: | 10.1111/febs.12599 |