5.0 years ago by
tldr: No, you can't directly compare FPKMs.
Trying to do differential expression between species is riddled with difficulties. I would strongly dissuade anyone from attempting such a comparison unless they are very very familiar with analysing RNAseq data and have thought long and hard about all the biases/batch effects that need to be compensated for. As a point of comparison, not doing this is what invalidated some of the mouseEncode paper (specifically, their false claim that samples cluster by species rather than by tissue).
Below is an incomplete list of things that need to be dealt with in such an analysis:
- Only orthologs can be compared.
- GC differences between orthologs make simple direct comparisons improper.
- Differences in transcript/gene/UTR length need to be accounted for.
- Are extraction efficiencies and biases the same between the species?
I'm sure I can think of other issues that would need to be dealt with if I thought about this a bit longer. Ensuring that results aren't biases by anything above (or the many things I likely didn't list) is going to be very difficult.
Having written all of that, since you're at least dealing only with yeast you have a good shot at actually compensating for everything properly. Have a look at the sequence similarity and such. I suspect that if the various metrics are really close then you might be OK (though you'd need to demonstrate that in any publication).