Nonparametric sib-pair analysis was performed on the Collaborative Study on the Genetics of Alcoholism data set. Concordant and discordant pair groups were examined using the ASPEX package of programs. Allele sharing and multipoint lod scores for six comparison groups were obtained. Sharing and lod score patterns were not consistent with a simple genetic interpretation.