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Objective To investigate the effect of miR-148b-3p on the proliferation and autophagy of acute myeloid leukemia (AML) cells and its molecular mechanism. Methods Based on GEO and TCGA databases, the expression of miR-148b-3p in AML cells and its association with clinical prognosis of patients were analyzed with the bioinformatics software. The expression of miR-148b-3p in AML cells was detected by real-time quantitative PCR. The miR-148b-3p mimic and the miR-148b-3p inhibitor were transiently transfected into AML cell lines THP-1 and NB4 by liposome-mediated transfection, respectively. The proliferation of leukemia cells was evaluated by CCK-8 assay and 5-ethynyl-2'-deoxyuridine (EdU) labeling, and the protein levels of Bcl2, Bcl2-associated X protein (BAX), autophagy marker LC3, P62, and autophagy-related gene 14 (ATG14) were detected by Western blotting. The targeted binding of miR-148b-3p to ATG14 was measured by dual-luciferase reporter gene assay, and the effect of miR-148b-3p/ATG14 axis on the phenotype of AML cells was observed in the rescue experiments. Results A decreased expression of miR-148b-3p was found in leukemia blasts of AML patients, and the overall survival rate of AML patients with low expression of miR-148b-3p was significantly lower than that of the control group. Overexpression of miR-148b-3p inhibited THP-1 cells proliferation, promoted their apoptosis, downregulated the LC3II and ATG14 protein levels, and upregulated the P62 protein levels, while inhibiting the expression of miR-148b-3p in NB4 cells had the opposite effect. miR-148b-3p significantly reduced the luciferase activity of the wild-type ATG14 expression vector. The results of rescue experiments showed that overexpression of ATG14 reversed the inhibitory effect of miR-148b-3p upregulation on cell proliferation and autophagy, while inhibition of ATG14 expression weakened the promotive effect of miR-148b-3p downregulation on cell phenotype. Conclusion The miR-148b-3p inhibits the in vitro proliferation and autophagy of AML cells by targeting ATG14.