EGFR and non-small cell lung carcinoma: In this study, we established a machine learning-assisted dual-marker detection method based on microbead enrichment and signal amplification in flow cytometry to analyze the expression of EGFR and CXCR4 and in serum sEVs for the diagnosis and prognosis prediction of NSCLC.