Entering edit mode
> Date: Wed, 29 Jun 2005 09:54:11 +0200
> From: kerick at molgen.mpg.de
> Subject: [BioC] limma: decideTests, which option to chose?
> To: bioconductor at stat.math.ethz.ch
>
> Dear all,
>
> to the best of my knowledge these questions haven't been posed so
far; I
> apologize if I didn't dig deep enough.
> I am seeking advice on which option to choose from the decideTests
function in
> limma. Since the methods nestedF, heirarchical, global and separate
(all using
> fdr adjustment) give pretty different numbers of genes being
classified as
> significant I wonder which choice is statistically speaking the most
stringend
> and which is the least stringend. Any idea how to line up all
choices with
> regard to increasing stringency? nestedF < heirachical < global <
> separate ..maybe?
"separate" is less stringent than the others. The others can't be
properly ordered because it
depends on the type of differences found in the data. For example,
the nestedF method is most
powerful for picking up genes which change in multiple conditions, but
is possibly least powerful
for picking up genes which are different in only one condition.
Gordon
> practical questions:
> We performed an experiment which tries to answer seven questions(~ 7
> contrasts).
> I chose the nestedF option to get a fair amount of "differentially
regulated"
> genes for each contrast to then perform fisher.test analysis on
geneontology
> groups for each contrast separately.
> Then I chose the heirarchical option to have a closer look at the
genes one by
> one for each contrast at hand.
> Any doubts concerning this strategy?
>
> I appreciate any comment,
> Best regards,
>
> Martin
