CCNE1 and cancer: In contrast to previous TCGA and pan-cancer studies that focused on bulk-level genomic associations, this study integrates copy number, single-cell, and spatial transcriptomic data to define subtype-specific molecular and immune characteristics of CCNE1 amplification in gynecological cancers, providing higher spatial and cellular resolution than earlier analyses.