STRING network analysis revealed protein partners (NDUFA13, MMP8, LTF, LCN2, LGR5, etc.)involved in mitochondrial respiration, iron transport, and neutrophil activation (Figure 3G), highlighting OLFM4’s multifunctional role in HNSCC development. Here, OLFM4 is linked to head and neck squamous cell carcinoma.