Question: Interpreting of ChiP-seq results
0
gravatar for marina-orlova
5.7 years ago by
Russian Federation
marina-orlova70 wrote:

Hello

How can I determine genes regulated by a protein?

I tried to find intersection of peaks(MACS) and genes coordinates but as a result I have several hundred genes while there should be only several ones.

chip-seq genes • 1.5k views
ADD COMMENTlink modified 2.0 years ago by Biostar ♦♦ 20 • written 5.7 years ago by marina-orlova70
3
gravatar for Devon Ryan
5.7 years ago by
Devon Ryan94k
Freiburg, Germany
Devon Ryan94k wrote:

This ends up not being a bioinformatics question, but I'm guessing you don't know that (otherwise, you wouldn't have asked). Presuming that this is a transcription factor, you need to either over/under express the protein (better yet, do both to avoid ceiling/floor effects) and then do RNAseq. Your genes or interest are only those with peaks in their promoters, as any other DE genes are likely due to secondary effects.

Edit: Of course, if someone has already done the aforementioned experiment and released the dataset then just download and analyze it.

Edit2: You can also whittle down the candidate list by only looking at genes meaningfully expressed in your tissue of interest. If you're lucky, perhaps that will limit the list to the size you're expecting (I'll not bother to question why you have a certain target number in mind).

ADD COMMENTlink modified 5.7 years ago • written 5.7 years ago by Devon Ryan94k

Thank you a lot! Very helpful answer for me. As you guessed I didn't know that it is not a bioinformatic question) I will contact biologists. 

ADD REPLYlink written 5.7 years ago by marina-orlova70

Taken from a slightly different angle, I think this is very much a bioinformatics question. Consider re-evaluating the question as: Given a MACS data set, what can be done bioinformatically to assess a gene-regulatory relationship? Devon has already suggested various answers involving bioinformatics: (1) find and download a related experiment (bioinformatics), (2) analyze it (potentially lots and lots of bioinformatics), (3) filter your current data set based on some criteria (bioinformatics), (4) search for motifs (bioinformatics), etc., etc. As for myself, I'm exceedingly curious as to why you expect "only a few" sites given that many gene regulatory proteins have hundreds and hundreds of binding sites. What organism? What conditions? What kind of protein?

ADD REPLYlink written 5.7 years ago by seidel7.0k
3
gravatar for Ming Tang
5.7 years ago by
Ming Tang2.6k
Houston/MD Anderson Cancer Center
Ming Tang2.6k wrote:

binding does not infer functionality.

 

Several papers have shown that changes of adjacent TF binding poorly correlates with gene expression change:

Extensive Divergence of Transcription Factor Binding in Drosophila Embryos with Highly Conserved Gene Expression 

http://www.plosgenetics.org/article/info%3Adoi%2F10.1371%2Fjournal.pgen.1003748

  

Transcription Factors Bind Thousands of Active and Inactive Regions in theDrosophila Blastoderm

http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.0060027

The Functional Consequences of Variation in Transcription Factor Binding

http://arxiv.org/abs/1310.5166

" On average, 14.7% of genes bound by a factor were differentially expressed following the knockdown of that factor, suggesting that most interactions between TF and chromatin do not result in measurable changes in gene expression levels of putative target genes. "


To assign functional binding sites to their target genes, one may consider to use BETA developed in Shirely Liu's lab http://cistrome.org/BETA/. It integrates ChIP-seq data and gene expression data to infer  the TF target genes.
You may be also interested in this paper:

Assessing Computational Methods for Transcription Factor Target Gene Identification Based on ChIP-seq Data 

http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1003342#pcbi.1003342.s019

ADD COMMENTlink modified 5.7 years ago by Istvan Albert ♦♦ 83k • written 5.7 years ago by Ming Tang2.6k

Thank you for this very much! 

ADD REPLYlink written 5.7 years ago by marina-orlova70
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