We can say that a marker allele is associated with a disease if the allele is found more frequently among cases than in the background population, or in a group of unaffected controls.
http://www.davecurtis.net/dcurtis/lectures/assoc.html Dave Curtis (dcurtis@hgmp.mrc.ac.uk)