Does SC3 correct counts for gene length?
1
0
Entering edit mode
firestar ▴ 20
@rmf-13755
Last seen 5 days ago
Sweden

Hi,

I am interesting in clustering my single cell data to identify clusters and then figure out if certain genes differ in expression profiles and then try to link them to developmental stages. 

1. So, to be able to compare gene to gene expression, I suppose the expression scores should be corrected for gene length. Does SC3 do this somehow? I don't pass in a gene length argument at any point, so I was wondering about this.

2. I am using salmon count data (using tximport) for SC3. Now I was wondering if I could use salmon 'length scaled tpm' for SC3 clustering. Does it make sense to use this? If yes, how would I go about doing that?

Thanks, Roy

sc3 scater single-cell rna-seq biclustering • 1.6k views
ADD COMMENT
1
Entering edit mode
@vladimir-kiselev-9342
Last seen 5.7 years ago
Sanger Institute, Cambridge, UK

Hi,

1. SC3 does not correct for gene length, please use other tools for that.

2. Yes, you can use any units with SC3, it will always find some structure in your data. The thing is that if you don't normalise your data, or normalise it in a wrong way you will either get a wrong result or pick up a batch effect. So please make sure your data is properly normalised before running SC3. If you trust salmon 'length scaled tpm' then go with it.

Cheers,

Vladimir

 

ADD COMMENT

Login before adding your answer.

Traffic: 946 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6