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
4041865
3555531
6797416
Distinct Fragments
3518567
3233290
6501746
Positions with Two Read
342525
199717
217943
NRF = Distinct/Total
0.870531
0.909369
0.956503
PBC1 = OneRead/Distinct
0.888486
0.930257
0.962843
PBC2 = OneRead/TwoRead
9.126913
15.06027
28.72385
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
7158
494
N1
8182
317
N2
7219
304
Np
6916
439
N optimal
7158
494
N conservative
7158
494
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0349913244650086
1.1252847380410023
Self Consistency Ratio
1.1333979775592187
1.042763157894737
Reproducibility Test
pass
pass
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
20351
17540
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
140.0
148.0
147.0
147.0
25 percentile
560.0
590.0
584.0
584.0
50 percentile (median)
560.0
590.0
584.0
584.0
75 percentile
560.0
590.0
584.0
584.0
Max size
774.0
738.0
890.0
890.0
Mean
559.0220627978969
589.1508551881413
524.0870445344129
579.5831237775915
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4041865
3555531
Estimated Fragment Length
135
165
Cross-correlation at Estimated Fragment Length
0.573440562801332
0.561437176738347
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.5705555
0.559442
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5587299
0.5482793
NSC (Normalized Strand Cross-correlation coeff.)
1.026329
1.023999
RSC (Relative Strand Cross-correlation coeff.)
1.243967
1.178736
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
0.34861044226790827
0.35060269377717956
Synthetic AUC
0.4940501869420133
0.49379567140232894
X-intercept
0.039705148921738785
0.04001635844953817
Synthetic X-intercept
2.953907380042945e-242
1.2082956807758778e-222
Elbow Point
0.5660602070740319
0.5636862369581264
Synthetic Elbow Point
0.5031978671487333
0.5075697293878737
JS Distance
0.08134880017450909
0.07798208794762876
Synthetic JS Distance
0.21096838703834675
0.20782567204735902
% Genome Enriched
33.48454924491791
33.85101841323039
Diff. Enrichment
11.968588010086002
11.179606575492679
CHANCE Divergence
0.10192967383713938
0.09515196520418367
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
0.19181578675512165
0.174819767106315
0.22870286268796075
0.22507960209390654
0.23067018093118224
0.21999955793669407
0.15153287788591932
0.17860973544581407
0.18148782429599905
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
0.0879889052704083
0.09493227852710243
0.08639206349011436
0.08517037221341385
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
0.015698318879657006
0.012893414253996874
0.014794692293240238
0.015513328292413357
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