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
13041926
13198807
31044745
Distinct Fragments
11412832
10533893
25431777
Positions with Two Read
1165044
1629575
3585747
NRF = Distinct/Total
0.875088
0.798094
0.819197
PBC1 = OneRead/Distinct
0.882108
0.805647
0.827864
PBC2 = OneRead/TwoRead
8.641178
5.207858
5.871597
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
10984
1673
N1
8597
1064
N2
9838
1063
Np
10942
1659
N optimal
10984
1673
N conservative
10984
1673
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0038384207640285
1.0084388185654007
Self Consistency Ratio
1.1443526811678493
1.0009407337723424
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
18211
26555
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
166.0
119.0
146.0
146.0
25 percentile
664.0
476.0
495.0
584.0
50 percentile (median)
664.0
476.0
584.0
584.0
75 percentile
664.0
476.0
584.0
584.0
Max size
2582.0
619.0
3744.0
3744.0
Mean
660.4553291966394
473.9712295236302
523.5917513448894
573.9451930080116
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
13041926
13198807
Estimated Fragment Length
290
175
Cross-correlation at Estimated Fragment Length
0.812539669359835
0.78882053399086
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8112472
0.7864856
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8061209
0.7803099
NSC (Normalized Strand Cross-correlation coeff.)
1.007963
1.010907
RSC (Relative Strand Cross-correlation coeff.)
1.252114
1.378091
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
0.3970644840115341
0.39106709123462974
Synthetic AUC
0.49735028175387175
0.49724050176424933
X-intercept
0.028881580524763632
0.029103362291505157
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5056224674919879
0.5016463799621173
Synthetic Elbow Point
0.5032493670048669
0.4991239699057214
JS Distance
0.06361359904923539
0.07004007495423513
Synthetic JS Distance
0.15588968789630528
0.16185253269047267
% Genome Enriched
34.05229254413657
36.826762465733715
Diff. Enrichment
7.764288523565888
8.571965896152228
CHANCE Divergence
0.06667118227811325
0.07304521538199156
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
0.16743149392915993
0.195059374777264
0.1731078374082824
0.2035224889409217
0.17526265812877256
0.2003090248448241
0.18737387672219707
0.17521619086527926
0.17898041039353602
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
0.10052155440734079
0.08783141955986037
0.08620242549054993
0.10012984051167696
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
0.02465746184496517
0.01917108314547156
0.016764626266088174
0.025401363466375056
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