Herein, we have used a pooled sample approach with the Affymetrix Gene Mapping 100K Set to identify variants and genes that may be associated with vulnerability to develop heroin addiction in a large cohort of volunteers ascertained in New York City. The subjects for this genome-wide association study were former severe heroin addicts or control subjects, with extensively defined phenotypic characterization.