Hi
Masashi,
Sorry I missed this. My recommendation would be to only run one component of GO at a time (i.e. MF, or BP, or CC) rather than running them all at once. There is overlap between the sets in the different ontologies that can adversely affect the FDR. There is definitely something odd going on here though, I really wouldn't expect this much of an effect on the FDR. Could you describe your dataset in detail?
-Anthony
Anthony S. Castanza, PhD
Curator, Molecular Signatures Database
Mesirov Lab, Department of Medicine
University of California, San Diego