FelixKrueger / Bismark

A tool to map bisulfite converted sequence reads and determine cytosine methylation states
http://felixkrueger.github.io/Bismark/
GNU General Public License v3.0
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CRISPRoff methylation specificity analysis #633

Closed abearab closed 8 months ago

abearab commented 8 months ago

Hi @FelixKrueger I deeply appreciate all your helps so far!! (i.e. https://github.com/FelixKrueger/TrimGalore/issues/174, etc.)

Now I have another question for DMR analysis and manhattan plots to show CRISPRoff methylation specificity. I started with reanalysis of published data from here and I used below tiling parameters to find DMRs. How do you think I can recapitulate something like Fig 2. E (see below)? I think I need to switch to base level comparison but I would love to hear expert advice! Thanks in advance.

tileMethylCounts(CpG_meth,win.size=500,step.size=100,cov.bases=0)

This is my current result:

image

and here is the Fig 2. E from here

image

(E) A Manhattan plot displaying differentially methylated CpGs between cells treated with CRISPRoff and CLTA-targeting or NT sgRNAs (30 days post-transfection) analyzed by WGBS. Red dots represent CpGs that gained DNA methylation in targeting sgRNA cells and blue dots represent CpGs that gained DNA methylation in NT sgRNA cells. The arrow denotes the genomic position of CLTA.

abearab commented 8 months ago

Actually, it's more a methylKit question – @al2na

abearab commented 8 months ago

I keep failing to load huge bam files to R using methylKit::processBismarkAln so I'm aiming to follow this and use methylKit::methRead with these options: pipeline = 'bismark', context = "CpG", resolution = "base", dbtype = "tabix".

Now I would like to know what I need to use from bismark_methylation_extractor

I'm mainly not sure which of these output files I need to use in methylKit::methRead:

OT    –  original top strand
CTOT  –  complementary to original top strand
OB    –  original bottom strand
CTOB  –  complementary to original bottom strand

@FelixKrueger any advice would be appreciated 👀

FelixKrueger commented 8 months ago

again, I am afraid you should post this over at the methylKit page....

abearab commented 8 months ago

Agreed 👍 (however, I think a tiling window plus a smaller step size will give me what I want here)