Multiple myeloma is cancer of the plasma cells and is the second most common cancer of the blood system, which is characterized by increased calcium levels, renal insufficiency, anemia, bone disease, and susceptibility to infection due to suppression of immunoglobulin production. Early diagnosis of multiple myeloma is difficult as it has no symptoms until it reaches an advanced stage. Therefore, key genes involved in the pathogenesis of multiple myeloma might be significant markers for early diagnosis and treatment of the disease. We analyzed the differentially expressed genes in patients with multiple myeloma using sequencing microarrays from the GEO database. Combined with GO and KEGG analysis, we identified ITGA8 as a key target in the pathogenesis of multiple myeloma, and further verified the differential expression of ITGA8 in myeloma cell lines by rtPCR experiments. Our study contributes to a better understanding of the development of multiple myeloma and advances the application of bioinformatics in clinical diagnosis.