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
1630888
2633014
4305697
Distinct Fragments
1578097
2563548
4148930
Positions with Two Read
46677
59051
125527
NRF = Distinct/Total
0.967631
0.973617
0.963591
PBC1 = OneRead/Distinct
0.968757
0.975436
0.967028
PBC2 = OneRead/TwoRead
32.752576
42.346057
31.962287
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
4244
33
N1
6637
420
N2
8574
1
Np
4617
135
N optimal
4617
135
N conservative
4244
33
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0878887841658813
4.090909090909091
Self Consistency Ratio
1.2918487268344132
420.0
Reproducibility Test
pass
fail
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
24271
26804
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
110.0
183.0
141.0
141.0
25 percentile
440.0
696.0
564.0
564.0
50 percentile (median)
440.0
696.0
564.0
564.0
75 percentile
440.0
696.0
564.0
564.0
Max size
440.0
696.0
564.0
564.0
Mean
439.74450990894485
695.9667213848679
522.7185185185185
562.7929391379683
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1630888
2633014
Estimated Fragment Length
140
90
Cross-correlation at Estimated Fragment Length
0.396737583177885
0.506071881268481
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.3941285
0.5062508
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.381686
0.5005086
NSC (Normalized Strand Cross-correlation coeff.)
1.039435
1.011115
RSC (Relative Strand Cross-correlation coeff.)
1.209692
0.9688404
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
0.3431605380719088
0.3810811257768417
Synthetic AUC
0.49109172757705927
0.49300738819982887
X-intercept
0.04847921450187218
0.04129769972091835
Synthetic X-intercept
2.723078890282537e-107
5.76885786699197e-175
Elbow Point
0.5307159371777046
0.4697767945308775
Synthetic Elbow Point
0.49402595241278746
0.5089936256857492
JS Distance
0.09167916028329873
0.02825467542285069
Synthetic JS Distance
0.19847773973256516
0.150464421909805
% Genome Enriched
36.27024040120729
39.32956569789362
Diff. Enrichment
15.007906913040452
9.760530300357562
CHANCE Divergence
0.12771017272305463
0.0829643892039535
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
0.20199473984209415
0.20749036491531375
0.24514459114974008
0.24382551978187633
0.24241466777717252
0.2513521666234067
0.08052874097983653
0.1816646923858328
0.17146408301722327
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
0.04205195083822585
0.07844106209185434
0.06635766322938341
0.046642697268428734
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
0.0012004787451381214
0.013104264115030882
4.5208608498516885e-05
0.0036761648319992672
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