The lower nicotine dependence was associated with higher PPAR at 1 month, with quitting rates of 33.67%, 32.32%, and 22.18% for mild, moderate, and severe nicotine dependence, respectively (p<0.001). The gene discussed is PPARA; the disease is nicotine dependence.