The delivered small nuclear RNA sequences delivered to the targeted cells or tissues are nucleic acid-based inhibitors of BACE1 (including variants thereof, e.g. variants A, B, C, and D), that are useful for the prevention of the neurodegenerative diseases including Alzheimer's disease, memory loss or cognitive dysfunction, and any other diseases or conditions related to the level of BACE1 and/or