Clonal hematopoiesis (CH) is defined as the age-associated expansion of hematopoietic stem and progenitor cells harboring somatic mutations, most frequently in epigenetic regulators such as DNMT3A, TET2, and ASXL1. Although CH was initially recognized as a precursor to hematological malignancies, accumulating evidence has led to its broad recognition as a relevant factor in various age-related nonmalignant diseases, particularly those with inflammatory components, such as cardiovascular disease, autoimmune disorders, and solid tumors. Notably, the increased overall mortality associated with CH is primarily driven by cardiovascular complications rather than hematological malignancies. Among CH-associated genes, ASXL1 mutations are distinguished by their strong associations with adverse clinical outcomes and pro-inflammatory signatures. However, compared to TET2 and DNMT3A, the molecular and pathological implications of ASXL1-mutated CH remain underexplored. Recent studies have expanded the disease spectrum of ASXL1 mutations beyond hematological malignancies, implicating them in clonal expansion and systemic inflammation. This review aims to summarize the current epidemiological and experimental insights into ASXL1-mutated CH, focusing on its potential contributions to inflammation-associated diseases. By integrating clinical observations and emerging mechanistic data, we highlight the urgent need for deeper investigation into ASXL1-driven CH and its systemic consequences beyond hematological transformation.