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
5119112
3400029
8767942
Distinct Fragments
4421375
2969282
8207367
Positions with Two Read
519573
330263
452974
NRF = Distinct/Total
0.8637
0.873311
0.936065
PBC1 = OneRead/Distinct
0.865524
0.873985
0.940408
PBC2 = OneRead/TwoRead
7.365294
7.857704
17.039117
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
3356
527
N1
4641
295
N2
7751
304
Np
3078
489
N optimal
3356
527
N conservative
3356
527
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0903183885640026
1.0777096114519427
Self Consistency Ratio
1.6701141995259643
1.0305084745762711
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
8369
25649
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
104.0
96.0
104.0
104.0
25 percentile
416.0
384.0
416.0
416.0
50 percentile (median)
416.0
384.0
416.0
416.0
75 percentile
416.0
384.0
416.0
416.0
Max size
520.0
453.0
558.0
558.0
Mean
414.66399808818255
383.67164411867907
383.6091081593928
410.8310488676996
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5119112
3400029
Estimated Fragment Length
155
170
Cross-correlation at Estimated Fragment Length
0.618793533219698
0.525453412853279
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.6150947
0.5198958
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.60875
0.5114793
NSC (Normalized Strand Cross-correlation coeff.)
1.016499
1.027321
RSC (Relative Strand Cross-correlation coeff.)
1.582983
1.660316
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
0.3847459043063648
0.3739716392544102
Synthetic AUC
0.4946855721428051
0.4935182594414966
X-intercept
0.036882743760100554
0.03971389238043933
Synthetic X-intercept
4.398897236166784e-304
7.150076662495548e-204
Elbow Point
0.4743281259352367
0.49013786636340057
Synthetic Elbow Point
0.509050073501713
0.4952955985576996
JS Distance
0.04475526531865584
0.049692438475766924
Synthetic JS Distance
0.1628863225942955
0.17120883213150137
% Genome Enriched
32.921928931984596
37.917639312862875
Diff. Enrichment
6.4165186058503405
8.658988253753868
CHANCE Divergence
0.054957944885368204
0.07358880777258023
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
0.0662175852579733
0.16387064530964807
0.19367829476395523
0.23897508318890698
0.1916949069321274
0.23991850931810174
0.42992162823856056
0.09169520441865138
0.09936338843809973
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
0.03247768997977307
0.04132185614109216
0.06202541524961872
0.030970400865910123
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
0.013462305853364418
0.010261543222584045
0.012617853782425179
0.013591729087676632
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