Pounds and Morris (2003) describe how to use a beta-uniform mixture model to estimate the occurrences of false positives and false negatives in the analysis of microarray data.
Code to implement the method is available in S-plus and R. To receive alerts regarding software updates, send an e-mail with "Software Update" in the subject line.
This User's Guide may be helpful in getting started.
More questions? Contact Stan Pounds.