The predictive analysis identifies the TGFβ-1 gene as the most promising candidate associated with Intervertebral Disc Degeneration (IDD), with isoforms TGFβ-2 and TGFβ-3 also receiving prioritization. Here, TGFB2 is linked to intervertebral disk degenerative disorder.