In the early stages of AD, miR-331-3p and miR-9-5p exhibit a significant decrease in the APP/PS1 mouse model, while in later stages, both miRNAs sequentially increase, accompanied by abnormal functional changes in autophagy. The gene discussed is APP; the disease is Alzheimer disease.