CHI3L1 and lymphoma: To elucidate the molecular mechanisms underlying CHI3L1 in aggressive lymphoma, this study analyzed the GSE25638 and GSE56315 datasets, identifying nine gene modules strongly associated with both clinical classification and CHI3L1 expression.