I used ssGSEA to identify cell-types (gene sets) that are differentially
enriched between two samples. As the ssGSEA manual suggests, I can use
the output of ssGSEA (enrichment scores) as input in
ComparativeMarkerSelection to identify "marker cell-types" that are
significantly differentially enriched between two samples. Following are
two relevant lines from the input file used for
ComparativeMarkerSelection. Given that there is a very little variation
between replicates (A & B), I would expect that the difference
between M28 and M1 is significant.
Name Description M28A M28B M1A M1B
Th1.cells 24 4271.57 4288.52 3627.98 3553.50
However, the FDR and Q values are 0.631 and 0.818, respectively. I used all default parameters of ComparativeMarkerSelection. I am not sure if I am doing anything wrong. There are many significant terms for M1/M28 comparison and none for M28/M1, this indicates that the one.sided t-tests are performed. However, the default value for "test direction" is 2-sided. Could you please advise?
On a different note, the manual for
ComparativeMarkerSelection mentions that the calculated "Fold change" in output file is a ratio of class-0 and class-1. This seems true for entries with positive "score". However the "Fold change" is a ratio of class-1 and class-0 for the entries where the score is a negative value. I have copied a chunk of the output file to show few examples. Please let me know how to interpret this output.
Thank you for your time.
Best,
Ravi