Therefore, this study elucidates the tumor-immune dynamics and mechanisms of LVSI in CC: the aberrantly enriched PI3K/Akt signaling pathway and heterogenic immune composition of LVSI in CC with low Treg abundance. Here, AKT1 is linked to neoplasm.