SingleR-inc / SingleR

Clone of the Bioconductor repository for the SingleR package.
https://bioconductor.org/packages/devel/bioc/html/SingleR.html
GNU General Public License v3.0
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Feature Request: Extension to scATAC-seq data? #120

Closed ONeillMB1 closed 4 years ago

ONeillMB1 commented 4 years ago

Thanks for developing this! Any plans to extend to scATAC-seq data?

LTLA commented 4 years ago

The algorithm doesn't care where the data comes from, as long as the references are appropriate.

Now, getting appropriate references is the more difficult challenge. I don't work much with ATAC-seq data, but I used to do a lot of work with ChIP-seq data, and one obvious challenge is the fact that the features (peaks) need to be empirically detected and are not the same across experiments. In this case, everyone would have to agree on what features the references should have. Even the simplest method of creating bins would require a decision on a "reasonable" bin size.

dtm2451 commented 4 years ago

While untested for this purpose, there's no reason SingleR couldn't work already. As @LTLA said, SingleR learns markers empirically from the reference provided, so if you have an annotated ATACseq reference set, with regions that are consistent between the ref and test data, theoretically, it should work.

dtm2451 commented 4 years ago

Doubling back, @ONeillMB1, if you can generate your test & ref data with compatible bins, I'm quite interested to hear how SingleR works for you. It would be really great if ATAC data can be deemed "officially" supported!

dtm2451 commented 4 years ago

closing as the issue seems resolved, or at least out of our hands.