Can you post these histograms? Also, do you believe these histogram are representative of the overall population. Because if we are just basing priors on your current data, we being biased by the empirical data. What is your theory on the over all distribution, if you don't have any, perhaps a flat prior is needed.
What is your familiarity with Bayesian analyses?