Open chromatin assays are known to have significant GC bias. Please take this
into consideration as necessary.
Library complexity quality metrics
Library complexity (filtered non-mito BAM)
rep1
rep2
ctl1
Total Fragments
1251110
1254622
6040289
Distinct Fragments
902136
1043930
5674893
Positions with Two Read
201242
155015
268986
NRF = Distinct/Total
0.721068
0.832067
0.939507
PBC1 = OneRead/Distinct
0.705399
0.826817
0.945609
PBC2 = OneRead/TwoRead
3.162193
5.5681
19.949841
Mitochondrial reads are filtered out by default.
The non-redundant fraction (NRF) is the fraction of non-redundant mapped reads
in a dataset; it is the ratio between the number of positions in the genome
that uniquely mapped reads map to and the total number of uniquely mappable
reads. The NRF should be > 0.8. The PBC1 is the ratio of genomic locations
with EXACTLY one read pair over the genomic locations with AT LEAST one read
pair. PBC1 is the primary measure, and the PBC1 should be close to 1.
Provisionally 0-0.5 is severe bottlenecking, 0.5-0.8 is moderate bottlenecking,
0.8-0.9 is mild bottlenecking, and 0.9-1.0 is no bottlenecking. The PBC2 is
the ratio of genomic locations with EXACTLY one read pair over the genomic
locations with EXACTLY two read pairs. The PBC2 should be significantly
greater than 1. See more details at
the ENCODE portal standard for ChIP-Seq pipeline
NRF (non redundant fraction)
PBC1 (PCR Bottleneck coefficient 1)
PBC2 (PCR Bottleneck coefficient 2)
PBC1 is the primary measure. Provisionally
0-0.5 is severe bottlenecking
0.5-0.8 is moderate bottlenecking
0.8-0.9 is mild bottlenecking
0.9-1.0 is no bottlenecking
Replication quality metrics
IDR (Irreproducible Discovery Rate) plots
Reproducibility QC and peak detection statistics
overlap
idr
Nt
9456
3039
N1
7759
2747
N2
4437
725
Np
10392
4370
N optimal
10392
4370
N conservative
9456
3039
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.098984771573604
1.4379730174399474
Self Consistency Ratio
1.7487040793328825
3.788965517241379
Reproducibility Test
pass
borderline
Reproducibility QC
N1: Replicate 1 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep1 reads)
N2: Replicate 2 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep2 reads)
Ni: Replicate i self-consistent peaks (comparing two pseudoreplicates generated by subsampling RepX reads)
Nt: True Replicate consistent peaks (comparing true replicates Rep1 vs Rep2)
Np: Pooled-pseudoreplicate consistent peaks (comparing two pseudoreplicates generated by subsampling pooled reads from Rep1 and Rep2)
Self-consistency Ratio: max(N1,N2) / min (N1,N2)
Rescue Ratio: max(Np,Nt) / min (Np,Nt)
Reproducibility Test: If Self-consistency Ratio >2 AND Rescue Ratio > 2, then 'Fail' else 'Pass'
Number of raw peaks
rep1
rep2
Number of peaks
23582
31582
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
88.0
90.0
90.0
90.0
25 percentile
350.0
356.0
360.0
360.0
50 percentile (median)
350.0
356.0
360.0
360.0
75 percentile
350.0
356.0
360.0
360.0
Max size
409.0
356.0
554.0
554.0
Mean
345.6666949368162
355.92587549870177
330.4782608695652
347.6802347959969
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1251110
1254622
Estimated Fragment Length
170
170
Cross-correlation at Estimated Fragment Length
0.306510697978477
0.291950628331884
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.2618247
0.2837074
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2222749
0.2690389
NSC (Normalized Strand Cross-correlation coeff.)
1.378971
1.085161
RSC (Relative Strand Cross-correlation coeff.)
2.12987
1.561972
Performed on subsampled (15000000) reads mapped from FASTQs that are trimmed to 50.
Such FASTQ trimming and subsampling reads are for cross-corrleation analysis only.
Untrimmed FASTQs are used for all the other analyses.
NOTE1: For SE datasets, reads from replicates are randomly subsampled to 15000000.
NOTE2: For PE datasets, the first end (R1) of each read-pair is selected and trimmed to 50 the reads are then randomly subsampled to 15000000.
Normalized strand cross-correlation coefficient (NSC) = col9 in outFile
Relative strand cross-correlation coefficient (RSC) = col10 in outFile
Estimated fragment length = col3 in outFile, take the top value
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.20325501891112244
0.2948043841535337
Synthetic AUC
0.48827609420113477
0.489068242558896
X-intercept
0.12531046328603318
0.06899117635910602
Synthetic X-intercept
1.7219951416596326e-61
7.151863684409399e-71
Elbow Point
0.741780328647208
0.6225983358170396
Synthetic Elbow Point
0.49236416588484344
0.5008904784901775
JS Distance
0.30554108694705623
0.14853648477813652
Synthetic JS Distance
0.39573866161678967
0.2600885416814061
% Genome Enriched
23.74363363237556
35.09666505076137
Diff. Enrichment
35.54526449563114
20.628581713427348
CHANCE Divergence
0.30542252985118373
0.1761379765899492
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.4213117121216762
0.2996914143950809
0.3756459453664769
0.2226667732067029
0.37835443093361804
0.22276380073969226
0.31330784588676575
0.34556215185416594
0.3470895669711999
FRiP for overlap peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.21255085447733096
0.2830958121299898
0.09849245848743589
0.2273986319407839
FRiP for IDR peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.118271385338036
0.15878988890396034
0.03143787193887646
0.15027434451402555
For spp raw peaks:
repX: Peak from true replicate X
repX-prY: Peak from Yth pseudoreplicates from replicate X
pooled: Peak from pooled true replicates (pool of rep1, rep2, ...)
pooled-pr1: Peak from 1st pooled pseudo replicate (pool of rep1-pr1, rep2-pr1, ...)
pooled-pr2: Peak from 2nd pooled pseudo replicate (pool of rep1-pr2, rep2-pr2, ...)
For overlap/IDR peaks:
repX_vs_repY: Comparing two peaks from true replicates X and Y
repX-pr1_vs_repX-pr2: Comparing two peaks from both pseudoreplicates from replicate X
pooled-pr1_vs_pooled-pr2: Comparing two peaks from 1st and 2nd pooled pseudo replicates