Can one do GSEA following RNAseq experiment when don't have a sequenced genome for the experimental organism? The alignment of RNAseq reads is done against the transcriptome of the experimental organism. Thus no gene annotation for the rows of the counts table. Of course, normally would have gene annotation for each row of counts table when proceed to GSEA analysis following RNAseq differential expression.