These findings are consistent with Soulimane’s research [19], who reported that smoking exacerbates insulin resistance, reflected in elevated HOMA-IR values, and contributes to hyperglycemia by impairing insulin signaling. The gene discussed is INS; the disease is Insulin resistance.