However, exceptions were observed in certain cancers, including CXCR4 in CESC and adrenocortical carcinoma (ACC), as well as CCR10 in various malignancies, such as nervous system cancers, endocrine malignancies (excluding ACC), PAAD, KIRC, BRCA, CESC, UCEC, and HNSC, where these chemokine genes demonstrated a positive correlation with PEBP1/STK11 co-expression. Here, CXCR4 is linked to cervical squamous cell carcinoma.