Linda Werner-Hartman Gene mapping - what additional clues can haplotypes provide? Abstract Gene mapping aims at localizing the position of a disease carrying gene. In association studies the main idea is to examine if any of a marker alleles from (appearently) unrelated individuals appears together with a disease trait at a frequency significantly higher or lower than random occurence. This could be caused either by direct biological action of the polymorphism, or (more often) by the marker allele being so close to the disease susceptibility allele that these alleles will be inherited together over many generations. Traditional methods in association analysis test departure from independence for each marker independently. Lately, methods treating all markers in a small area simultaneously, so called haplotype based methods, have gained increased interest. The advantage of using haplotypes are at least twofold. First: by studying several loci simultaneously, the number of polymorphisms are increased which may make it easier to demonstrate association between disease and a chromosomal region. Second: The evolutionary process where genes are inherited from ancestors is not independent between loci, why models from population genetics can naturally be involved in association analysis based on haplotypes. To fully use the haplotype information, the evolvement from the (unknown) founders until todays haplotypes are included in the process. We try to model this by using population genetics' models, such as the Ancestral Recombination Graph, as well as approximate methods borrowed from spatial statistic.