UNLABELLED: Chronic kidney disease (CKD) often progresses to renal fibrosis, which is characterized by excessive extracellular matrix deposition and is also linked to ferroptosis. The present study investigated how TGF-β1 induces ferroptosis and thereby contributes to renal tubular epithelial cell fibrosis. Bioinformatics was employed to identify the differentially expressed genes relevant to renal fibrosis. An in vitro TGF-β1-induced fibrosis model of HK-2 cells was established, and the cell shape index was calculated. Fer-1, NAC, and PD98059 were utilized for targeted intervention, and their mechanisms were verified by transducing cells with WISP1-targeting shRNA lentivirus. Cell morphology was examined under a microscope, and cells were collected to determine the levels of ferroptosis-related factors (Fe SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10616-025-00719-5.