DiffBind dba.report discrepancy
1
0
Entering edit mode
@6a5fa549
Last seen 7 weeks ago
Canada

I am a little puzzled by the way of generating a dba report from DiffBind matrix. When I run dba.report(mat, contrast=1), this should run with default fold and p-values, which should be 1 (fold) and 0.05 (p-value). Then, if I "relax" the fold parameter [dba.report(mat, contrast=1, fold=0.5)], theoretically, I should get the same features as with fold=1 but with additional ranges in the results. What is more puzzling is that I "additionally" subset the resulting GRanges using the Fold column to select only the positive fold change ranges and exclude the negative ones [for example, using mat.DB1$Fold>1,]. Again, in theory, I should be able to get the same GRanges in both approaches, but I am not.

Is the default value in dba.report(mat, contrast=1) for fold cut off not 1? Or is dba.report(mat, contrast=1, fold=0.5) doing something different from what I am expecting?

I came to identify this discrepancy because I noticed one locus has a Fold of 1.7311, it only appears in my GRanges when I use fold=0.5 and not when I use default value, despite the p-value being so small (10^-16), and should have been met the cut off with both approaches.

Thanks for your time.


dba.report(mat, contrast=1)
# GRanges object with 21960 ranges and 6 metadata columns
# but with specifying fold=0.5
dba.report(mat, contrast=1, fold=0.5)
# GRanges object with 1261 ranges and 6 metadata columns:


sessionInfo( )
DiffBind • 476 views
ADD COMMENT
0
Entering edit mode
Rory Stark ★ 5.2k
@rory-stark-5741
Last seen 8 weeks ago
Cambridge, UK

When you specify a fold threshold to dba.report() the null hypothesis is changed and all of the statistics are re-computed, so each interval has a different FDR value.. This is documented for the fold parameter on the help page for dba.report().

You can see how the FDR values change by comparing the full reports:

report1 <- dba.report(mat, contrast=1, fold=0.0)
report2 <- dba.report(mat, contrast=1, fold=0.5)
ADD COMMENT
0
Entering edit mode

Ah, that makes sense, thanks Rory Stark. I clearly missed that part of the man pages. I would have assumed that if something met the FDR when Fold=1, it would also meet the FDR cut-off when Fold=0.5. But that's clearly not the case in some cases.

ADD REPLY

Login before adding your answer.

Traffic: 1079 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6