I am trying to use deepTools 3.5 ComputeMatrix + PlotHeatmap to visualise my ATAC-seq data. To prep my data, I merged BAM files of my 4 ATAC-seq replicates, then used code bellow to transform them into read-depth normalised bedgraph/bigwig:
bedtools genomecov -bga -ibam ${bam} -g ${flens} -scale ${scale_factor} > ${bg}
bedGraphToBigWig ${bg} ${flens} ${bw}
I then found my regions of interest by calling peaks from the same bedgraph file using SEACR. I am trying to plot the heatmap over these regions by:
computeMatrix scale-regions -S ATAC-input.bw -R SEACR-peaks.bed -o matrix.gz -p 4 --missingDataAsZero -a 1000 -b 1000
plotHeatmap -m matrix.gz -o matrix.png --colorMap Purples
I looked at the white regions and there is definitely signal in there. ComputeMatrix seems to be skipping whole chromosomes 10, 11, 12, 13, 14, 15 and a big chunk of chromosome 16. In the screenshots bellow, bottom row is the regions I am trying to plot, middle row is the empty regions in the plot (all values 0 in the matrix), top row is ATAC signal.
Zoomed in on chr16 where the shift happens:
If I zoom into chromosome 16 I don't see any difference between regions that come up as empty or not. I also inspected my input files and I don't see any difference between areas in chr16 that get plotted vs don't. E.g. in my bed regions file, the top 3 regions (bold) come up as empty and the next 3 show signal:
**chr16 73896687 73897570 88032.1 365.705 chr16:73897113-73897117 883**
**chr16 73908008 73908643 37439.1 125.711 chr16:73908262-73908281 635**
**chr16 73997439 73998545 176944 399.99 chr16:73997864-73997865 1106**
chr16 74053025 74053852 94431.9 308.564 chr16:74053304-74053311 827
chr16 74066198 74066840 53233 205.709 chr16:74066718-74066733 642
chr16 74092928 74093735 56078.6 194.281 chr16:74093505-74093513 807
The same area cut from bedgraph (predecesor of bw used for plotting) - the top 3 regions (bold) come up as empty:
**chr16 73998538 73998542 68.5697**
**chr16 73998542 73998544 57.1414**
**chr16 73998544 73998545 11.4283**
chr16 73998545 73998617 0
chr16 73998617 73998627 11.4283
chr16 73998627 73998658 22.8566
I am not getting any error messages. For troubleshooting I have also attempted: using single thread, increasing allocated memory significantly, enabling/disabling sorting, using different deeptools versions (2.5, 3.0, 3.5). Since I am plotting 80k+ regions, I suspected that the issue can be caused by lack of memory, but I tried plotting those regions separately and I still get a completely empty plot:
Any help would be appreciated, I am running out of ideas.
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