Among 20 shared core genes across disease stages, 13 genes (e.g., FCRL3,EFEMP1,ANKRD29,STOX2) were identified as unfavorable prognostic factors for gastric cancer. This evidence concerns the gene EFEMP1 and gastric cancer.