In our study, we found for the first time that FASTKD1 and SNRPD3 are related to the prognosis of multiple myeloma, and the specific function and mechanism of these genes in tumorigenesis in multiple myeloma require further study. Here, SNRPD3 is linked to AL amyloidosis.