The present invention provides methods, libraries and computer program products for selecting siRNA that reduce off-target effects and methods for gene silencing using these siRNAs. By comparing nucleotide sequences at positions 2-7 or 2-8 of the sense and/or antisense regions of candidate siRNAs to the 3' UTR region of mRNAs, one can select siRNAs that have reduced off-target effects.