possion distribution of ChIP-seq
I want to use MACS to call peaks, the MACS used possion distribution to detect significant peaks. Does anyone know how to used possion distribution to detect peaks?
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It's generally presumed that a background (either an input sample or non-enriched regions) will have signal following a Poisson distribution. Consequently, one can track the lambda from that (see the --llocal and --slocal options) see if a given spot has siginificantly more signal than expected given that distribution. This is then given a p-value accordingly and you have your peak.
Edit: The wiki from MACS2 may be helpful.
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It is spelled "Poisson", with the capital P :)
You never know: https://www.ncbi.nlm.nih.gov/pubmed/?term=possion
"Multivariate possion regression analysis was applied ..." :)