performing the differential binding in ChIP-seq
1
0
Entering edit mode
Bogdan ▴ 670
@bogdan-2367
Last seen 13 months ago
Palo Alto, CA, USA

Dear all,

Which tools would you recommend the most when performing differential binding in ChIP-seq ? Thank you,

~ Bogdan

ChIP-seq • 2.0k views
ADD COMMENT
0
Entering edit mode
ADD REPLY
0
Entering edit mode
ADD REPLY
0
Entering edit mode
@8f9d24cc
Last seen 3 months ago
United States

DiffBind https://bioconductor.org/packages/release/bioc/html/DiffBind.html

ADD COMMENT
0
Entering edit mode

Thank you. Yes, DiffBind might be a good choice shall we have replicates per sample. Another choice is MA-norm2. Any other well-tested suggestions please ?

ADD REPLY
0
Entering edit mode

I am asking the question because we have two sets of ChIP-seq data for a histone mark (lets' say H3K4me1) that were generated with :

<> an antibody Ab1

<> an antibody Ab2

What is the best method to compare these two ChIP-seq datasets in order to be able to say :

Ab1 works better than Ab2 ?

We do not have replicates in order to use DiffBind.

Thanks,

Bogdan

ADD REPLY
0
Entering edit mode

Without replicates, I would use normalized bigwig files in IGV and look at locations where you expect to see a peak. Using normalized bigwig files, if all the peaks you look at (I would look at 20-30) are bigger with the antibody Ab1 compared to the antibody Ab2, it will give you a good indication that your Ab1 is better than your Ab2. Obviously, it is not ideal but if you are interested in a specific set of genes, it should give your the answer you are looking for. For normalization, I would use deepTools bamCoverage: https://deeptools.readthedocs.io/en/develop/content/tools/bamCoverage.html
You can try different types of normalization. I did not observe any differences between the different normalization methods (RPGC, RPKM, CPM, BPM...) when looking at the normalized bigwig files in IGV at the few chromosomal locations so I usually pick RPGC.

ADD REPLY

Login before adding your answer.

Traffic: 659 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