This research demonstrated the link between IDD and pyroptosis through a bioinformatics approach and combined with machine learning algorithms to identify SMIM1 and SEZ6L2 as important biomarkers, which will help investigate the development pathogenesis of IDD further and identify potential therapeutic targets. Here, SMIM1 is linked to intervertebral disk degenerative disorder.