Abstract: Clonal cell abnormalities represent a shared initiating event for systemic inflammation and organ injury across a spectrum of diseases, with diverse clonal origing including somatic mutations, germline mutations, and aberrant monoclonal immunoglobulin secretion. This review focuses on the clinical features, mechanism studies and therapeutic advances of the diseases, including VEXAS (vacuoles, E1 enzyme, X-linked, autoin-flammatory, somatic) syndrome, GATA2 deficiency, STAT3 gain-of-function (STAT3-GOF)syndrome, secondary hemophagocytic lymphohistiocytosis, and Schnitzler syndrome. It aims to deepen clinical understanding of these diseases and provide references for precision treatment.