The etiology of many human diseases is complex and very likely involves a c
ombination of genetic and environmental risk factors. A popular strategy to
detect genetic risk factors is to perform a systematic screening of the ge
nome searching for linkage. The power of such an approach depends very much
on the unknown characteristics of the genetic factors and the main difficu
lty is to establish a good trade-off between false positives and false nega
tives. Besides, a precise localisation of the risk factor will generally no
t be obtained. The set up of a candidate gene strategy is necessary to go f
urther in genetic factor identification. It is likely that for multifactori
al diseases the only genetic risk factors that can be detected are those wi
th fairly strong effects. Even in that case, it is important to design stra
tegies which increase the power of detection and provide for a better evalu
ation of the associated risks.