Replicates in DESeq2
1
1
Entering edit mode
leo.dagata ▴ 10
@bcdc7141
Last seen 3.2 years ago
France

Hello everyone,

I would like to know if you could help me about someting in DESeq2.

In the documentation, they talk about technical replicates ad biological replicates. From what I understand:

  • biological replicates are for example samples that do not come from the same people/animal/cellular culture.
  • technical replicates are for example samples that were sequenced twice on the same or on different machine.

After discussion with other bioinformatician and biologist, it appears to me that sometime we do not have the same consideration of the term "biological replicate". Indeed, If I make some swab from the same animal, does it results in technical replicate (because they come from the same individual) or biological replicates ? (because it's not exactly the same sample that is sequenced twice).

I hope my question is enough clear.

Thanks

Léo

DESeq2 • 2.7k views
ADD COMMENT
1
Entering edit mode
@mikelove
Last seen 8 hours ago
United States

A better definition for technical replicate for our purposes [that is, to justify adding the samples together in DESeq2] is: additional sequencing of a prepared library.

ADD COMMENT
0
Entering edit mode

Hi Michael,

Does it means that is it possible to compare for example one treated animal against one untreated animal if I have 2 samples of each animal (and so 2 different library preparation for each animal) ?

For me it does not really reflect the biological variability that DESeq2 requires for the differential testing step. What is your definition of biological replicates?

Thanks,

Léo

ADD REPLY
0
Entering edit mode

That experiment doesn't make sense to me, because you aren't observing the key variation which is how the treatment effects different organisms.

So just because it is not a sequencing technical replicate, doesn't mean it provides sufficient biological replication to make inference on the condition effect.

ADD REPLY
0
Entering edit mode

Does it means that is it possible to compare for example one treated animal against one untreated animal if I have 2 samples of each animal (and so 2 different library pirlo tv apk pure preparation for each animal) ?

For me it does not really reflect the biological variability that DESeq2 requires for the differential testing step. What is your definition of biological replicates?

ADD REPLY
0
Entering edit mode

No, I wouldn't say that you have sufficient information to talk about organism differences if you have two organisms, one from each condition. You've only observed within-organism variance but have no evidence of across-organism differences separate from the condition effect. This seems pretty clear to me though, is there a remaining question?

ADD REPLY
0
Entering edit mode

Hi Michael,

I also have a similar question. I wonder in this case, should I mix all samples from the same animal together as biological replicates or do I need to calculate the average for samples from each animal, and then do the DESeq2 analysis using the average counts for each animal?

Below is my experimental design: 3 genotype, 4 rats per genotype, 3-4 samples isolated from per rat. enter image description here

Look forward to your answer. Thank you in advance.

ADD REPLY
0
Entering edit mode

If the multiple replicates are nested within condition, you should use limma with duplicateCorrelation. See related posts on the support site.

ADD REPLY
0
Entering edit mode

Thank you for your reply!

Can I design the formula: design = ~ animal + genotype to solve this problem?

ADD REPLY
0
Entering edit mode

Not if the animals are nested within genotype.

ADD REPLY
0
Entering edit mode

Many thanks! So there is no function in DESeq2 that can solve this problem?

ADD REPLY
0
Entering edit mode

This has been asked on the support site before. If you look for posts about replicates nested within condition groups you will see me recommend users to use limma with duplicateCorrelation.

https://www.google.com/search?client=firefox-b-1-d&q=site%3Asupport.bioconductor.org+deseq2+nested+condition+duplicatecorrelation

ADD REPLY
0
Entering edit mode

Many thanks!

ADD REPLY

Login before adding your answer.

Traffic: 776 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