Clonal hematopoiesis of indeterminate potential (CHIP) is associated with an increased risk of cardiovascular diseases (CVD), putatively via inflammasome activation. We pursued an inflammatory gene modifier scan for CHIP-associated CVD risk among 424,651 UK Biobank participants. CHIP was identified using whole exome sequencing data of blood DNA and modeled both as a composite and for common drivers (DNMT3A, TET2, ASXL1, andJAK2) separately. We developed predicted gene expression scores for 26 inflammasome-related genes and assessed how they modify CHIP-associated CVD risk. We identifyIL1RAPas a potential key molecule for CHIP-associated CVD risk across genes and increasedAIM2gene expression leading to heightenedJAK2- andASXL1-associated CVD risks. We show that CRISPR-inducedAsxl1mutated murine macrophages have a particularly heightened inflammatory response to AIM2 agonism. Our study provides new evidence to support gene-specific strategies to address CHIP-associated CVD risk.