Radiation hybrid (RH) mapping is a powerful method for ordering loci on chr
omosomes and for estimating the distances between them. RH mapping is curre
ntly used to construct both framework maps, in which all markers are ordere
d with high confidence (e.g., 1,000:1 relative maximum likelihood), and com
prehensive maps, which include markers with less-confident placement. To de
al with uncertainty in the order and location of markers, marker positions
may be estimated conditional on the. most likely marker order, plausible in
tervals for nonframework markers may be indicated on a framework map, or bi
ns of markers may be constructed. We propose a statistical method for estim
ating marker position that combines information from all plausible marker o
rders, gives a measure of uncertainty in location for each marker, and prov
ides an alternative to the current practice of binning. Assuming that the p
rior distribution for the retention probabilities is uniform and that the m
arker loci are distributed independently and uniformly on an interval of sp
ecified length, we calculate the posterior distribution of marker position
for each marker. The median or mean of this distribution provides a point e
stimate of marker location. An interval estimate of marker location may be
constructed either by using the 100(alpha/2) and 100(1 - alpha)/2 percentil
es of the distribution to form a 100(1 - alpha)% posterior credible interva
l or by calculating the shortest 100(1 - alpha)% posterior credible interva
l. These point and interval estimates take into account ordering uncertaint
y and do not depend on the assumption of a particular marker order. We eval
uate the performance of the estimates on the basis of results from simulate
d data and illustrate the method with two examples.