Technological advances in genotyping have given rise to hypothesis-based
association studies of increasing scope. As a result, the scientific hypotheses
addressed by these studies have become more complex and more difficult to
address using existing analytic methodologies. Obstacles to analysis include
inference in the face of multiple comparisons, complications arising from
correlations among the SNPs (single nucleotide polymorphisms), choice of their
genetic parameterization and missing data.