ABSTRACT: Diffuse Large B-cell Lymphoma (DLBCL), a heterogeneous disease, is influenced by complex network of gene interactions. Most previous studies focused on individual genes, but ignored the importance of intergenic correlations. In current study, we aimed to explore the association between gene networks and overall survival (OS) of DLBCL patients treated with CHOP-based chemotherapy (cyclophosphamide combination with doxorubicin, vincristine and prednisone). Weighted gene co-expression network analysis was conducted to obtain insights into the molecular characteristics of DLBCL. Ten co-expression gene networks (modules) were identified in training dataset (n?=?470), and their associations with patients' OS after chemotherapy were tested. The results were validated in four independent datasets (n?=?802). Gene ontology (GO) biological function enrichment analysis was conducted with Metascape. Three modules (purple, brown and red), which were enriched in T-cell immune, cell-cell adhesion and extracellular matrix (ECM), respectively, were found to be related to longer OS. Higher expression of several hub genes within these three co-expression modules, for example, LCP2 (HR?=?0.77, p?=?5.40?×?10-2), CD2 (HR?=?0.87, p?=?6.31?×?10-2), CD3D (HR?=?0.83, p?=?6.94?×?10-3), FYB (HR?=?0.82, p?=?1.40?×?10-2), GZMK (HR?=?0.92, p?=?1.19?×?10-1), FN1 (HR?=?0.88, p?=?7.06?×?10-2), SPARC (HR?=?0.82, p?=?2.06?×?10-2), were found to be associated with favourable survival. Moreover, the associations of the modules and hub genes with OS in different molecular subtypes and different chemotherapy groups were also revealed. In general, our research revealed the key gene modules and several hub genes were upregulated correlated with good survival of DLBCL patients, which might provide potential therapeutic targets for future clinical research.