Mechanistic studies indicate estrogen-mediated CYP enzyme activation accelerates nicotine metabolism (13, 14), while sex-specific inflammatory responses amplify SHS-induced insulin resistance through distinct ceramide accumulation patterns and β-cell stress responses (15, 16). Here, PPIG is linked to Insulin resistance.