This research has investigated the role of miR-382-3p in chronic thromboembolic pulmonary hypertension (CTEPH). Human pulmonary artery smooth muscle cells (hPASMCs) were treated with PDGF-BB to induce proliferation, and then transfected with miR-382-3p mimic, miR-382-3p inhibitor, ATG7 overexpression plasmid, and siATG7. MiR-382-3p, ATG7, VEGF, PCNA, p62, and LC3-Ⅱ/LC3-I levels were detected by qRT-PCR and Western blotting. Cell viability and migration were tested through CCK-8 and wound healing assays, respectively. Target genes of miR-382-3p were predicted by Targetscan and starBase, and pathway analysis was implemented through WebGestalt. The binding relationship between miR-382-3p and ATG7 was analyzed by the dual-luciferase reporter and RIP assays. A CTEPH model was constructed in rats with the treatment of miR-382-3p antagomir or agomir, and mean pulmonary artery pressure (mPAP) was measured. Lung tissue was observed through the HE staining assay. MiR-382-3p level in hPASMCs was obviously upregulated with the increasing dose of PDGF-BB. MiR-382-3p mimic promoted yet miR-382-3p inhibitor suppressed hPASMC proliferation. MiR-382-3p directly targeted ATG7. ATG7 overexpression repressed hPASMC proliferation and migration, whereas siATG7 exerted the opposite effects. ATG7 overexpression partly neutralized the effects of miR-382-3p mimic on proliferation, migration, and autophagy-related proteins (ATG7, p62, and LC3-Ⅱ/LC3-I) in hPASMCs, whereas siATG7 partly offset the impacts of miR-382-3p inhibitor. MiR-382-3p antagomir reversed CTEPH-induced mPAP elevation, miR-382-3p upregulation, thickening of the pulmonary artery wall, and increased expressions of VEGF, PCNA, and autophagy-related proteins in rats, while miR-382-3p agomir potentiated these effects induced by CTEPH. Overexpressed miR-382-3p promotes vascular remodeling via ATG7 inhibition in CTEPH.