C1QBP and cancer: These results underscore C1QBP's pivotal role, especially regarding metabolic processes, cancer‐related pathways, and cellular signal transduction in osteoblastic cells, thereby illuminating its widespread potential impact on the pathogenesis and therapeutic strategies for this disease, providing valuable insights for subsequent research and treatment modalities.