Various explanations for the dependence on alcohol are attributed to the development of tolerance to some of alcohol's effects, alterations in sensitivity to its rewarding effects, and unknown pathologic consequences of repeated exposure. All these aspects of dependence have been modeled in laboratory rodents, and these studies have consistently shown a significant influence of genetics. Genetic mapping studies have identified the genomic location of the specific genes for some of these contributing phenotypes. In addition, studies have shown that some genes in mice seem to affect both alcohol self-administration and alcohol withdrawal severity: genetic predisposition to high levels of drinking covaries with genetic predisposition to low withdrawal severity, and vice versa. Finally, the role of genetic background on which genes are expressed is important, as are the specifics of the environment in which genetically defined animals are tested. Understanding dependence will require disentangling the multiple interactions of many contributing phenotypes, and genetic analyses are proving very helpful. However, rigorous understanding of both gene-gene and gene-environment interactions will be required to interpret genetic experiments clearly.