Meanwhile, KEGG enrichment results by GSEA showed that nicotine addiction was noticeably upregulated in cluster 1, while pathways, such as ABC transporters and collecting duct acid secretion, were noticeably downregulated (Fig. 7D). The gene discussed is ABCG2; the disease is nicotine dependence.