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Batch correction of TCGA data from TCGAbiolinks and cBioPortal

Hi,

I have a specific question regarding whether STAR counts of TCGA-BRCA data downloaded from GDCquery is batch corrected. If not, I would like to correct this batch before performing differential expression analysis with Voom. An alternative is to analyse this dataset on cBioPortal. I know that cBioPortal has performed batch correction on some cancer types such as PRAD, UCEC, COAD, and READ, however, it did not explicitly mention whether BRCA data was also corrected.

Finally, if there is a need to correct for the batch effect in TCGA-BRCA, may I ask how can I do that, since I am relatively new to the area? Thanks for your help.

rna-seq
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updated by Ram Ram • written by Petesview • Petesview

1 answer

The answer is no. The reason is that automatic batch correction is easy to be done incorrectly.

  • Example: I want to study the difference between LUAD and LUSC. I gathered the data and performed an automatic batch correction. Result? difference between LUAD and LUSC are considered the top batch effect, and were removed.
  • How to do this correctly? I suspect multiple properties might have batch effect. For the first one, I tested shipment batch. I did a lot of plot and found 2 of the particular sample shipping date results in difference in RNA-Seq expression. I check the genes involved and that suggest me some degradation. I then decided to correct batch effect for this two shipment date.

If you have to use automatic batch corrected RNA-Seq data from TCGA, I suggest you to check TCGA batch correction done by MD Anderson. People have generally higher evaluation of what that team has done.

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written by Zhenyu Zhang Zhenyu Zhang

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