DESeq2 for ribo-IP analysis
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Andy • 0
@d7f2ab9f
Last seen 23 months ago
South Korea

Hi, I am working to perform a Ribo-IP analysis, and I have some problem in calculating translation efficiency and my dataset is different from the traditional Ribo-seq. Here is my dataset:

file       assay   group
A_IP_1     IP      A
A_IP_2     IP      A
A_WT_1     WT      A
A_WT_2     WT      A
A_RNA_1    RNA     A
A_RNA_2    RNA     A
B_IP_1     IP      B
B_IP_2     IP      B
B_WT_1     WT      B
B_WT_2     WT      B
B_RNA_1    RNA     B
B_RNA_2    RNA     B

IP means RIbo-IP , WT means empty-IP(beads cannot capture Ribosome-protected RNA but some background RNA binding on beads), RNA means the total RNA(RNA-seq)

What I would like to do: (1) calculate translation efficiency(TE) of A and B (2) calculate the differential TE between A and B

I have known that I could use interaction term to calculate ratio of ratio, but my situation is a little different. I found there are many small non-coding RNA reads in my IP samples, and these reads were also enriched in WT samples, so I think these reads are from contaminated RNA which binds on beads. If I use the traditional method to calculate TE, like IP/input, the gene with highest TE are these non-coding genes.

My main question is: how can I remove these contamination reads when calculating TE and differential TE? Could I calculate TE by (IP-WT)/input or IP/WT/input?

Thank you for your time and help,

Andy

DESeq2 • 1.1k views
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ATpoint ★ 4.4k
@atpoint-13662
Last seen 4 days ago
Germany

Why don't you simply remove anything from the count matrix that you think should not be there, so removing the rows that you do not want?

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Hi,thanks for your comments. I don't know if this will introduce some new artifical bias into my results, so I want to konw if I could globally remove this contamination without bias.

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What do you mean "globally", how is removing unwanted entries not globally?

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I think it seems reasonable to remove the remove these features that may skew the results, especially if you can remove them a prior without looking at the data.

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