Transcriptomic profiling revealed a molecular signature (ALDH1A3, CTXN1, MGAT3, and TMEM163) of occult lateral lymph node metastasis, exhibiting strong robustness (AUC = 0.857). Here, MGAT3 is linked to metastatic malignant neoplasm in the lymph nodes.