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
3631950
5167857
6392296
Distinct Fragments
3325085
4876027
6121118
Positions with Two Read
258875
252906
238373
NRF = Distinct/Total
0.91551
0.94353
0.957577
PBC1 = OneRead/Distinct
0.915424
0.944635
0.958811
PBC2 = OneRead/TwoRead
11.758042
18.212557
24.621048
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
5812
79
N1
8243
220
N2
13386
9
Np
5948
127
N optimal
5948
127
N conservative
5812
79
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0233998623537508
1.6075949367088607
Self Consistency Ratio
1.6239233288851147
24.444444444444443
Reproducibility Test
pass
borderline
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
23444
44417
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
148.0
496.0
124.0
124.0
25 percentile
456.0
496.0
496.0
496.0
50 percentile (median)
456.0
496.0
496.0
496.0
75 percentile
456.0
496.0
496.0
496.0
Max size
456.0
496.0
496.0
496.0
Mean
455.97402320423134
496.0
490.5275590551181
495.88315400134496
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3631950
5167857
Estimated Fragment Length
105
110
Cross-correlation at Estimated Fragment Length
0.561215453988631
0.656625511574189
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.5601811
0.6565749
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5532636
0.6510573
NSC (Normalized Strand Cross-correlation coeff.)
1.014373
1.008553
RSC (Relative Strand Cross-correlation coeff.)
1.149522
1.009181
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
0.3644376410710292
0.3755122183903325
Synthetic AUC
0.4938735373867656
0.4949365988682717
X-intercept
0.03972578415078679
0.036938534868548374
Synthetic X-intercept
2.144923795540492e-228
0.0
Elbow Point
0.5068962971682585
0.4667415519611501
Synthetic Elbow Point
0.5028526996605346
0.4998883921634055
JS Distance
0.03629185299176792
0.0168143389377679
Synthetic JS Distance
0.1828139519975669
0.17275889558970142
% Genome Enriched
36.86591076412928
37.86688640113645
Diff. Enrichment
8.652548080209277
6.036184158529795
CHANCE Divergence
0.07353444077706535
0.051289825045436964
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
0.16926736526946107
0.26901035640460463
0.23478502994011977
0.2566060249926957
0.23612934131736527
0.2624897033374486
0.06901252104677638
0.19723250345061955
0.19584476753951927
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
0.048472155660274734
0.07034850299401198
0.08980856702609326
0.0495434400724302
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
0.0017006366570092252
0.007259281437125748
0.00016695628262015789
0.002559098400037824
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