 In a recent study validation of RNAi silencing efficiency using gene array data showed 18.5% failure rate across 429 independent experiments.Extensive efforts in computational biology have been directed toward the design of successful dsRNA reagents that maximize gene knockdown but minimize "off-target" effects.Off-target effects arise when an introduced RNA has a base sequence that can pair with and thus reduce the expression of multiple genes.