PCA input data from DRAGEN RNA pipeline
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@ebb48bbd
Last seen 2.0 years ago
Italy

Hi,

I performed an analysis using DRAGEN RNA pipeline on illumina platform. I have the following output files: quant.sf quant.gene.sf I was wondering which one I have to use to perform a PCA using R and why?

Thank you in advance! Ilaria

illumina PCAtools PCA • 1.3k views
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Kevin Blighe ★ 4.0k
@kevin
Last seen 24 days ago
Republic of Ireland

Hi,

If you have quant.sf files, then these were produced by the Salmon pseudo-aligner. These likely contain estimated counts for genes. You will first have to process these quant.sf files via tximport and DESeq2, and then run PCA on the variance-stabilised expression levels that are produced via DESeq2.

Some helpful links for you:

  1. Transcript abundance files and tximport / tximeta
  2. Extracting transformed values
  3. Principal component plot of the samples

There is also my own dedicated PCA package, PCAtools, which has a tutorial for performing PCA via the DESeq2 route:

Kind regards,

Kevin

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