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
2396625
1758750
8824631
Distinct Fragments
2172892
1632400
8414929
Positions with Two Read
182770
107707
335718
NRF = Distinct/Total
0.906647
0.928159
0.953573
PBC1 = OneRead/Distinct
0.907335
0.928795
0.956936
PBC2 = OneRead/TwoRead
10.787011
14.076755
23.98606
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
8319
1557
N1
8684
995
N2
6343
601
Np
8262
1593
N optimal
8319
1593
N conservative
8319
1557
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0068990559186637
1.023121387283237
Self Consistency Ratio
1.3690682642282832
1.6555740432612314
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
26957
28951
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
108.0
109.0
109.0
109.0
25 percentile
430.0
436.0
436.0
436.0
50 percentile (median)
430.0
436.0
436.0
436.0
75 percentile
430.0
436.0
436.0
436.0
Max size
857.0
2303.0
7510.0
7510.0
Mean
429.69570056015135
437.2597837725813
599.8826114249844
467.40245221781464
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2396625
1758750
Estimated Fragment Length
140
150
Cross-correlation at Estimated Fragment Length
0.459983788809251
0.397553793852397
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.4546838
0.3942088
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4437478
0.3827985
NSC (Normalized Strand Cross-correlation coeff.)
1.036588
1.038546
RSC (Relative Strand Cross-correlation coeff.)
1.484637
1.293155
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
0.3440389211823035
0.33306311270038397
Synthetic AUC
0.4924288023182961
0.49126393852489764
X-intercept
0.04302774535332675
0.047720810511508185
Synthetic X-intercept
5.016133793035229e-149
1.289159860779134e-111
Elbow Point
0.5582672373370048
0.5816946514620933
Synthetic Elbow Point
0.5072999491122285
0.49421484307907837
JS Distance
0.08344501186010558
0.09689975741409541
Synthetic JS Distance
0.21206108969987575
0.22236344067133976
% Genome Enriched
36.20484271647062
37.24621631598376
Diff. Enrichment
13.258766687312939
14.635816257243212
CHANCE Divergence
0.11277619170752617
0.12466135205014903
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
0.22223196987973828
0.2449024008871099
0.26943652447271266
0.24157938636700768
0.26526026245567863
0.242172738392551
0.1871681189695345
0.2315516145761053
0.2259535270038597
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
0.10843281721018028
0.10306274445297364
0.08979860075919878
0.10759962561158977
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
0.04662638269632697
0.03098612786489747
0.027917942332992076
0.047516181238215584
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