In this research, the genes were filtered by the LASSO model, and ultimately the value of SMIM1 and SEZ6L2 in the diagnosis of IDD pyroptosis-related genes was clarified by the validation set. The gene discussed is SEZ6L2; the disease is intervertebral disk degenerative disorder.