In summary, a total of 132 DEGs were screened, and six genes, including BUB3, GRK5, SF1, VIM, ARRB1, and RHOG, previously have not been reported as signature genes in ITP; here we found that they might play critical roles in chronic ITP. Here, ARRB1 is linked to autoimmune thrombocytopenic purpura.