This study, through integrating scRNA-seq, ST, mRNA expression profiling, and IHC validation, systematically revealed the high expression characteristics of E2F5 in LSCC and its potential association with NETs, providing new perspectives for elucidating the molecular mechanisms and tumor microenvironment regulation in LSCC. Here, E2F5 is linked to neoplasm.