Herein we present findings regarding an association between the Rasch modeled nicotine withdrawal sensitivity score and smoking relapse. We also present the results of an autosome-wide linkage analysis, and a family based association analysis at the OPRM1 gene to the Rasch modeled nicotine withdrawal sensitivity score using microsatellite genotypes and OPRM1 SNPs available in the SMOFAM dataset.