Moreover, insulin resistance and decreased concentration of vitamin D were linked to adverse metabolic profile, while smoking appeared to exacerbate oxidative stress and inflammation rather than directly influencing PCSK9 levels. Here, PCSK9 is linked to Insulin resistance.