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Command-line interface to the LanceOTron deep learning peak caller

Home Page: http://chrisbcole.me/lanceotron/

Python 100.00%

lanceotron's Introduction

Hi there, I'm Chris.

I am currently a lead scientist at Deep Genomics in Toronto. My work involves using machine learning and AI to identify causal drug targets from human genetics data. I previously completed my DPhil working with Gerton Lunter and Thomas Milne at the University of Oxford. Check out my website for a breakdown of previous projects and repositories of interest.

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lanceotron's Issues

Correct normalisation of ATAC-seq file

Hi,

I have generated two bigwig files synthetically (not as a conversion of bam files) for assemblies hg19 and GRCh38, such that instead of counts I have scores in the interval $[0.0, 1.0]$ (basically, normalising the ATAC-seq signal by the maximum number of counts). Would these be valid inputs to LanceOtron, or do they need to be scaled?

I read in README.md that you advise

We recommend directly converting BAM files to bigwigs with deepTools using the following command:

bamCoverage --bam filename.bam.sorted -o filename.bw --extendReads -bs 1 --normalizeUsing RPKM

Should I try to map my $[0.0, 1.0]$ signals to an RPKM normalisation equivalent, or is the network scaling-agnostic?

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