ATAC-Seq Differential Analyisis

Table 1. Number of aligned reads and open bases in each sample. Factor is a scaling factor computed based on the number of aligned reads and on the total open bases. Peaks is the number of peaks detected in each sample. FRIP is the fraction of reads that fall in peaks. According to ENCODE guidelines, this should be over 30%, and definitely not less than 20%.
SampleAligned readsOpen basesFactorPeaksFRIP
RC-W-C-172,319,68671,811,473 bp1.26489,57024.4%
RC-W-C-267,073,29352,825,702 bp1.00373,76617.0%
RC-W-C-358,153,51739,729,441 bp0.87063,29215.8%
RC-M-C-199,709,79178,316,596 bp1.00091,66320.1%
RC-M-C-292,567,05770,975,263 bp0.97682,60619.4%
RC-M-C-377,736,06868,480,874 bp1.12284,05618.7%

Table 2. WashU genome browser tracks for all samples, and for all conditions.
SAMPLES CONDITIONS


Table 3. Number of comparable peaks and average peak sizes in each contrast.
TestCtrlNumber of peaksAvg size in TestAvg size in Ctrl
RC-M-CRC-W-C81,507946.7 bp1301.5 bp

Table 4. Differential peaks in each contrast. To determine differential peaks, the peaks in both conditions (test and control) are merged, to form a set of comparable peaks. The number of aligned reads in each alignable peak is then computed for all replicates of the two conditions, to produce a peak size matrix. Finally, this matrix is analyzed with DESeq2 to identify peaks that are significantly higher in the test or in the control condition. The Significant column reports the number of comparable peaks showing a significant difference between test and control; the Up in Test and Up in Ctrl columns show the number of peaks that are higher in test and in the control condition respectively. The Excel files in the Full results column contain the position, fold change, and P-value for all significantly different peaks.
TestCtrlSignificantUp in TestUp in CtrlFull resultsWashU hub
RC-M-CRC-W-C1,271871400RC-M-C.vs.RC-W-C-diffpeaks.csvRC-M-C.vs.RC-W-C.json

Table 5. Genes showing increased or decreased accessibility at transcription start sites.
TestCtrlSignificantAccessibilityGenes
IncreasedDecreased
RC-M-CRC-W-C1,5775551,022RC-M-C.vs.RC-W-C.TSS.xlsx

Table 6. Genes showing increased or decreased accessibility measured across the whole gene body.
TestCtrlSignificantAccessibilityGenes
IncreasedDecreased
RC-M-CRC-W-C1,130295835RC-M-C.vs.RC-W-C.genes.xlsx

Table 7. Plots based on contrast data. The plots in the Peak sizes column show a scatterplot of the size of common peaks in the Test and Control conditions. Dots above the diagonal indicate that the peak is larger in the Test sample than in the Ctrl sample. TSS plots show the ATAC profile around transcription start sites in the Test and Control conditions. Test Peaks heatmaps show the profile of peaks that are significantly higher in Test (from Table 3) in both conditions. Ctrl Peaks shows the same information for peaks that are higher in the Control condition.
TestCtrlPeak sizesTSSTest PeaksCtrl Peaks
RC-M-CRC-W-CRC-M-C.vs.RC-W-C.scatterplot.pngRC-M-C.vs.RC-W-C.TSS.pngRC-M-C.vs.RC-W-C.testpeaks.pngRC-M-C.vs.RC-W-C.ctrlpeaks.png