First, based on differential gene expression analysis and GSEA enrichment analysis, we identified two crucial signaling pathway modules (estrogen receptor signaling and growth regulation signaling pathways) involved in DLBCL regulation. Here, ESR1 is linked to diffuse large B-cell lymphoma.