A method of estimating distances between pairs of genetic markers is d
escribed that directly uses their observed joint Frequency distributio
n in a panel of radiation hybrids (RHs). The distance measure is based
on the strength of association between marker pairs, which is high fo
r close markers and decays with distance. These distances are then sub
mitted to a previous method that generates linear coordinates for the
markers directly from the intermarker distance matrix. This method of
map building from RH data is simpler than others, because it uses only
the observed joint Frequency distributions of markers in the panel, a
nd does not attempt to model unobserved quantities such as the retenti
on of different sized fragments that contain the markers. It also inco
rporates directly the observed variation in retention of different mar
kers, without needing a model for differential fragment retention depe
ndent on chromosomal location, which is generally not known. Only smal
l, precise distances are used in map construction, thereby reducing an
y effects of different fragment retention Frequencies and local variat
ions in X-ray sensitivity. The method is tested by simulation, and kno
wn marker distances and locations are successfully recovered from RH r
aw data. The method is also applied to publicly available data sets re
lated to the recent transcript map of the human genome.