This manuscript provides insight into the close association of LRP1 with stromal remodeling and immune infiltration in the tumor microenvironment of BLCA through systematic bioinformatics analysis, literature search, and real-world cohort validation. This evidence concerns the gene LRP1 and neoplasm.