By inputting the EGFR and CXCR4 expression data to the machine learning algorithm, classification results for the sEVs of 3 NSCLC patients before and three days after surgery were obtained which were in complete agreement with the clinical IHC results before and six months after surgery (Figure 4F, lower table). Here, EGFR is linked to non-small cell lung carcinoma.