Among them, PCNA, HMGB1, OGG1, SMUG1, and XRCC1 had a direct network relationship with the progress of CIN, while ATM, ABCG2, TDG, LIG1, and FEN1 had an indirect relationship. Here, SMUG1 is linked to cervical squamous intraepithelial neoplasia.