This study integrated transcriptome data between cancer and adjacent tissues from GEO and TCGA databases through bioinformatics analysis, and screened zinc finger CCCH-type containing 15 (ZC3H15) as a key differentially expressed gene in NSCLC. Here, ZC3H15 is linked to cancer.