Among the genes included in our risk model, PDE1C, EDA2R, LEPR, C1GALT1, MUSTN1, and HLF were identified for the first time to be associated with the prognosis of CESC, warranting further investigation. Here, MUSTN1 is linked to cervical squamous cell carcinoma.