Combining bulk RNA-seq and scRNA-seq, it was found that MMP9 and PLAU are mainly related to the immune activation of monocytes and macrophages in aortic valve calcification, providing new insights for early AS treatment. Here, PLAU is linked to aortic valve calcification.