In summary, using GWAS we identify a regulatory SNP in the PCDH-α, -β, and -γ gene cluster that was associated with NicW and smoking urges. Additional studies of these genes in response to stress, nicotine, and NicW are warranted. Understanding and potentially alleviating NicW symptoms could facilitate smoking cessation, thereby significantly reducing the harm associated with smoking.