removing confounding batch efffect with RUVg
0
0
Entering edit mode
gtechbio ▴ 10
@gtechbio-13996
Last seen 17 months ago
Spain

Hi all,

I have an RNAseq experiment confounded by batch effect. Its a time-course design with the following setup:

    time batch
1     0     1
2     0     1
3   1.5     1
4   1.5     1
5   1.5     1
6     3     1
7     3     1
8     3     1
9    3D     2
10   3D     2
11   3D     2
12   12     1
13   12     1
14   12     1
15   24     1
16   24     1
17   24     1
18   24     1
19  24c     1
20  24c     1

I need to compare 3vs0 and 3Dvs0, but 3 and 3D are two different treatments at the same time point, and they are in different batches, so its impossible to separate biological effect from the possible batch effect.

However, I can define the negative control genes - genes which are not affected by two types of treatments, but probably are affected by the batch effect. So my idea is use RUVg package, which in theory can infer the batch effect based on these negative controls, and account for it in down-stream DESeq2analysis.

I'd appreciate if anyone can comment whether this approach is reasonable or not and I if anyone had a similar situation before. Thank you very much in advance

RUVg RNAseq batch effect • 887 views
ADD COMMENT

Login before adding your answer.

Traffic: 763 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