CD8A and neoplasm: Although traditional bulk RNA sequencing reported multiple biomarkers (such as EGFR, ERBB2, and BRAF, etc.)for lung cancer, it encountered great challenges in illustrating gene regulation in cellular subtypes, such as CD4 regulation T cells, or exhausted CD8+ T cell which played crucial roles in tumor progress [7, 8].