I have metatranscriptomics data set accompanied with metagenomic data (metagenomic and metatranscriptmic data obtained from the same sample).
I know how to use humann3 for functional profiling of shotgun metagenomic data, however, I am not sure how to use humann3’s in-built options for metatranscriptomics analysis or a combined analysis (metagenomics + metatranscriptomic).
Is there a tutorial available on how to use humman3 for this purpose?
Please let me know. Thanks in advance!
To actually analyze the metatranscriptomic (MTX) reads we recommend using the taxonomic profile from the sample’s corresponding metagenomic (MGX) reads. You can pass this to HUMAnN via the
--taxonomic-profile flag. This will skip reprofiling the species from the MTX data.
For downstream analysis, we have some recommended code for that here:
This is based off of our findings from this paper:
Ok thank you. I will try it and let you know if any issue arises.
Just a related question… can we use metaphlan4 for taxonomic profiling of MTX reads? or metaphlan should be used solely for MGX data?
MetaPhlAn 4 will work for MTX reads, but we don’t generally recommend taxonomic profiling from MTX as the resulting abundances are difficult to interpret. They mean something along the lines of “What was the average relative RNA level of this clade’s unique sequences relative to other clades’ unique sequences?”
As additional challenges: 1) these values will be confounded with the clade’s DNA abundance; 2) there is no guarantee that the values are directly comparable between species (as, say, a measure of activity); and 3) variability in marker expression could also differ between species (whereas at the DNA level we expect marker coverage to be constant within species except as influenced by read sampling noise).