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
9155484
10903610
30104475
Distinct Fragments
8703965
10398242
27195967
Positions with Two Read
385252
427380
2353165
NRF = Distinct/Total
0.950683
0.953651
0.903386
PBC1 = OneRead/Distinct
0.953026
0.956581
0.906165
PBC2 = OneRead/TwoRead
21.531626
23.27381
10.472716
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
43162
865
N1
16759
525
N2
9710
350
Np
49265
835
N optimal
49265
865
N conservative
43162
865
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1413975256012232
1.035928143712575
Self Consistency Ratio
1.7259526261585993
1.5
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
76571
58591
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
171.0
149.0
162.0
162.0
25 percentile
684.0
596.0
650.0
650.0
50 percentile (median)
684.0
596.0
650.0
650.0
75 percentile
684.0
596.0
650.0
650.0
Max size
2014.0
596.0
1643.0
1643.0
Mean
683.7818756448264
595.6789097301634
594.0693641618498
648.9452552522074
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9155484
10903610
Estimated Fragment Length
200
165
Cross-correlation at Estimated Fragment Length
0.775699069715026
0.807178198616884
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7757689
0.8075775
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7716745
0.8029008
NSC (Normalized Strand Cross-correlation coeff.)
1.005215
1.005327
RSC (Relative Strand Cross-correlation coeff.)
0.9829426
0.9146132
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
0.4074811199630119
0.4082674807386582
Synthetic AUC
0.49693396790706407
0.4971941326811497
X-intercept
0.029407006955830577
0.029101453674727547
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4515757961859761
0.4479271305351576
Synthetic Elbow Point
0.5030048491047941
0.5039158756706358
JS Distance
0.023311178948709974
0.01748213861042686
Synthetic JS Distance
0.13652161015643002
0.13541574234815698
% Genome Enriched
33.064459759831124
32.70099115093733
Diff. Enrichment
4.6409198492233905
3.6289694153658236
CHANCE Divergence
0.03998110662984429
0.0312621484469431
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
0.4483870808654183
0.34381373656255326
0.2510463274285738
0.18619024575694712
0.25640796846818226
0.18178183920150748
0.44270022846213175
0.4526349750858412
0.42933664065458366
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
0.2513443092385632
0.11624305673990118
0.06651097904162687
0.27983080054270537
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
0.011936329608572048
0.009403873143766414
0.005656795521821209
0.011630842204830768
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