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
6551154
7922099
5749376
Distinct Fragments
5613903
6410632
4999249
Positions with Two Read
724452
1056178
603265
NRF = Distinct/Total
0.856933
0.809209
0.869529
PBC1 = OneRead/Distinct
0.853185
0.802704
0.865394
PBC2 = OneRead/TwoRead
6.611476
4.872135
7.171505
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
85524
1346
N1
38539
569
N2
40616
545
Np
85877
1379
N optimal
85877
1379
N conservative
85524
1346
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0041274963752864
1.0245170876671619
Self Consistency Ratio
1.053893458574431
1.0440366972477064
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
135841
132668
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
65.0
68.0
71.0
71.0
25 percentile
260.0
270.0
284.0
284.0
50 percentile (median)
260.0
270.0
284.0
284.0
75 percentile
260.0
270.0
284.0
284.0
Max size
260.0
270.0
284.0
284.0
Mean
259.9651651563225
269.9563798353785
276.31036983321246
283.87652107083386
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6177113
7467328
Estimated Fragment Length
160
160
Cross-correlation at Estimated Fragment Length
0.652738864848227
0.67634316371765
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6526002
0.6759766
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6484491
0.671886
NSC (Normalized Strand Cross-correlation coeff.)
1.006615
1.006634
RSC (Relative Strand Cross-correlation coeff.)
1.033395
1.089616
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
0.4076427579619252
0.4087549747514834
Synthetic AUC
0.49810701538402335
0.498232251349251
X-intercept
0.018924976698048625
0.01882917424271153
Synthetic X-intercept
0.0
0.0
Elbow Point
0.533370190666845
0.5369108897453451
Synthetic Elbow Point
0.5026247824231473
0.5020684797208385
JS Distance
0.03431163997782106
0.027065327451210475
Synthetic JS Distance
0.14524378206659805
0.14754906419859642
% Genome Enriched
43.899479273737555
43.207306533927046
Diff. Enrichment
8.70118539949996
8.585835236116319
CHANCE Divergence
0.07399766889780242
0.0729806024592456
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
0.5482060685131966
0.5407433298685432
0.4146841446428886
0.42057712770543043
0.4182212309808001
0.40358374857446877
0.5345627086873437
0.5439982859571766
0.5426251450147949
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
0.3724054309581644
0.18904123838572612
0.2000776960705832
0.3735759045816621
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
0.013068877959427745
0.007081665755743225
0.006697610649549619
0.01336601652042732
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