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Dealing with technical replicates #49

@GACGAMA

Description

@GACGAMA

Hello,
I have repeated sequencing of some samples because we wanted higher depth (at least 50 million)

For most replicates, both batches passed the QC, but we didnt repeat any libraries, just resequenced.
For some samples, just batch 1 was good enough, for some, just batch 2.

But I can clearly see a batch effect even for technical replicates. Of course, technical replicates are spread accross my different biological groups

Would it ok to do CombatSeq in all samples and then merging the technical replicates (summing counts) after CombatSeq? I could find the answer for Combat, but not CombatSeq

In my head, having technical replicates in both batches would help CombatSeq find specific batch errors and not overcorrect anything.

Example of my design:

Sample_ID_batch Sample_ID Batch
1_batch1 1 batch1
1_batch2 1 batch2
2_batch1 2 batch1
2_batch2 2 batch2
3_batch1 3 batch1
3_batch2 3 batch2
4_batch1 4 batch1
4_batch2 4 batch2
5_batch1 5 batch1
5_batch2 5 batch2
6_batch1 6 batch1
6_batch2 6 batch2
7_batch1 7 batch1
8_batch1 8 batch1
8_batch2 8 batch2
9_batch1 9 batch1
9_batch2 9 batch2
10_batch1 10 batch1
10_batch2 10 batch2
12_batch1 12 batch1
12_batch2 12 batch2
14_batch1 14 batch1
14_batch2 14 batch2
15_batch1 15 batch1
16_batch1 16 batch1
17_batch1 17 batch1
20_batch1 20 batch1
21_batch2 21 batch2
22_batch1 22 batch1
22_batch2 22 batch2
23_batch1 23 batch1
24_batch1 24 batch1
24_batch2 24 batch2
25_batch1 25 batch1
25_batch2 25 batch2
26_batch1 26 batch1
26_batch2 26 batch2
28_batch1 28 batch1
28_batch2 28 batch2
29_batch1 29 batch1
29_batch2 29 batch2
31_batch1 31 batch1
32_batch1 32 batch1
35_batch1 35 batch1
36_batch1 36 batch1
36_batch2 36 batch2
37_batch1 37 batch1
38_batch1 38 batch1
38_batch2 38 batch2
39_batch1 39 batch1
39_batch2 39 batch2
41_batch1 41 batch1
41_batch2 41 batch2
42_batch1 42 batch1
42_batch2 42 batch2
43_batch1 43 batch1
44_batch1 44 batch1
45_batch1 45 batch1
46_batch1 46 batch1
46_batch2 46 batch2
47_batch1 47 batch1

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