The present invention relates to a modified oligonucleotide, its preparation and application. The invention eables stabilizing the oligonucleotide by introducing a relatively small amount of modified nucleotide at specific UA/UA and/or CA/UG and/or UG/CA site of the oligonucleotide, therefore to decrease the modification-related cytotoxicity and compromising effects on the biological activity.