Detect trend among multiple ChIP-seq data
0
0
Entering edit mode
4.6 years ago
dcheng1 • 0

I want to find loci where peak signal change gradually among multiple ChIP-seq data. For example, in the picture below, peak intensity gradually decrease from the top data to the bottom. I'm wondering if there are any tools can help me find those loci? Any suggestions are greatly appreciated!

https://photos.app.goo.gl/7qQtUvU2kkPxi6iS9

ChIP-Seq • 799 views
ADD COMMENT
0
Entering edit mode

I'm afraid you have to write your own code to do this work, such as: bin the region-> calculate mean peak value -> filter non-decreasing region.

ADD REPLY
0
Entering edit mode

Thanks for your help!

ADD REPLY
0
Entering edit mode

I would use heatmaps/hierarchical clustering to tackle this problem. Call peaks or bin the genome into regions of something like 1kb, combine peaks into a consensus list. Quantify reads over this list (e.g. with featureCounts), normalize data (e.g. vst from DESeq2) and then make a heatmap e.g. with ComplexHeatmap and select the cluster(s) that matches the desired pattern.

ADD REPLY
0
Entering edit mode

I thinks I understand the part before heatmap. Assume I have n peaks in the consensus list, and I have m data. Then I will have a n x m matrix. Each value in the matric is the normalized read counts. Then I guess I need to plot a heatmap using the n x m matrix? I don't understand "select the cluster(s) that matches the desired pattern". Does that mean I need to change cluster method?

ADD REPLY

Login before adding your answer.

Traffic: 3373 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