Peak calling parameters might not be ideal
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Description
Dear all,
We had started to discuss this topic in Slack, but I decided to raise this issue so the comments won't get lost.
In brief, you currently use the macs2 settings originally suggested for ATAC-seq data: -f "BAMPE" --nomodel. I have spent some time on reading, and I find this discussion very helpful:
https://twitter.com/XiChenUoM/status/1336658454866325506
In brief, by using -f "BAMPE" we focus on only 1 of the 2 cut sites of the fragment, which does not seem to be the most appropriate way to handle ATAC-seq data.
Based on what I read, converting bam to bed, and then use -f bed (or bedpe, still have to figure that out) together with --shift -75 --extsize 150 is better. You would basically use both reads R1 and R2, and create 150bp reads with the mid-point on the cut-site of the transposase. Another twitter reply to the above thread said that Encode3 used --shift -37 --extsize 73.
I will likely start to try this to see if it gives an improvement.
Thanks a lot for your valuable work on the pipeline!
Katrin
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by locating the pipeline's current MACS2 peak-calling invocation and reviewing how its BAMPE settings are applied to ATAC-seq data. Compare the proposed BED or BEDPE approaches and shift/extsize values, then establish a validated parameter choice and update the pipeline only once the expected peak-calling improvement is clear.
Written by the indexing model from the issue text.
Assessment
- Domain
- bioinformatics
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 30/100