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
2276820
3901484
1427165
Distinct Fragments
2216858
3778400
1265698
Positions with Two Read
50813
100959
125306
NRF = Distinct/Total
0.973664
0.968452
0.886862
PBC1 = OneRead/Distinct
0.975479
0.971419
0.888623
PBC2 = OneRead/TwoRead
42.557967
36.355461
8.975851
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
52081
121
N1
18759
20
N2
35332
16
Np
53495
311
N optimal
53495
311
N conservative
52081
121
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0271500163207312
2.5702479338842976
Self Consistency Ratio
1.8834692680846528
1.25
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
74386
92524
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
400.0
340.0
364.0
364.0
25 percentile
400.0
340.0
364.0
364.0
50 percentile (median)
400.0
340.0
364.0
364.0
75 percentile
400.0
340.0
364.0
364.0
Max size
400.0
340.0
364.0
364.0
Mean
400.0
340.0
364.0
364.0
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2276820
3901484
Estimated Fragment Length
110
130
Cross-correlation at Estimated Fragment Length
0.474675713188853
0.604147145988133
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.4714941
0.6009669
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4636679
0.5932398
NSC (Normalized Strand Cross-correlation coeff.)
1.023741
1.018386
RSC (Relative Strand Cross-correlation coeff.)
1.406536
1.411573
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
0.3412478964335697
0.35257851233719306
Synthetic AUC
0.4925147599631112
0.4942582683743044
X-intercept
0.044932187803579014
0.0394186443146071
Synthetic X-intercept
1.6849728189407867e-152
3.1148429701336624e-260
Elbow Point
0.5460642196161664
0.5257255476141557
Synthetic Elbow Point
0.5067636692292958
0.4955454431789737
JS Distance
0.19462621061075558
0.20527551706539243
Synthetic JS Distance
0.20887576652476847
0.1997538794376332
% Genome Enriched
64.08895875015709
71.48117635559562
Diff. Enrichment
3.1241047066220466
1.5813025597627774
CHANCE Divergence
0.03493751944724512
0.02041061973358838
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
0.3387548064830728
0.3563231816847296
0.2652833472719605
0.31302530072430595
0.26513526288184946
0.31021194605009633
0.3782293648571522
0.349228252482805
0.34777428339717376
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
0.22307348292642865
0.11084474819546074
0.1636307481197825
0.23067836800126632
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
0.0009964336681988477
0.003948385955397267
0.00017152676712031814
0.0023962093795569495
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