We utilized NMF dimensionality reduction clustering to identify a novel ferroptosis-related TME cell subpopulation, ACSL4+CAFs, in BCa single-cell transcriptome data, uncovering its involvement in various phenotypes of bladder cancer. Here, ACSL4 is linked to urinary bladder carcinoma.