ADAM23 and head and neck squamous cell carcinoma: In model 3, after adjusting for the indirect effect of smoking, prot-a-28 still had significant direct effect on HNSCC (Table 4). Table 5 shows the results of the sensitivity analysis, which used leave-one-out methods to assess the robustness of the causal effect estimate for ADAM23.