Mechanistically, scRNA-Seq of peripheral blood cells revealed a procalcific gene signature in circulating monocytes derived from patients with severe calcified AVS harboring CH driver mutations in the TET2 gene, one of the most prevalently mutated CH driver genes in patients with cardiovascular disease. Here, TET2 is linked to cyclic hematopoiesis.