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
10759123
8306964
8540981
Distinct Fragments
9449807
7232125
7767843
Positions with Two Read
1061411
849748
671680
NRF = Distinct/Total
0.878306
0.87061
0.909479
PBC1 = OneRead/Distinct
0.875342
0.867931
0.907283
PBC2 = OneRead/TwoRead
7.793221
7.386881
10.492543
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
74107
2633
N1
58678
1543
N2
32124
1142
Np
73634
2849
N optimal
74107
2849
N conservative
74107
2633
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0064236629817747
1.0820357007216104
Self Consistency Ratio
1.826609388619101
1.351138353765324
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
114086
125707
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
71.0
59.0
74.0
74.0
25 percentile
284.0
236.0
296.0
296.0
50 percentile (median)
284.0
236.0
296.0
296.0
75 percentile
284.0
236.0
296.0
296.0
Max size
549.0
452.0
642.0
642.0
Mean
283.725312483565
235.8293492009196
281.0972270972271
295.41450875086025
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10142303
7832803
Estimated Fragment Length
145
125
Cross-correlation at Estimated Fragment Length
0.762298706634872
0.711778432376071
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7616379
0.7108411
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7551244
0.7034683
NSC (Normalized Strand Cross-correlation coeff.)
1.009501
1.011813
RSC (Relative Strand Cross-correlation coeff.)
1.101452
1.127141
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
0.40357913118238953
0.39661794847281273
Synthetic AUC
0.49853483309674085
0.4982870656112633
X-intercept
0.019009683537985426
0.019572726365179195
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5425576519916142
0.5406409104522312
Synthetic Elbow Point
0.4987397214422876
0.5023276780729989
JS Distance
0.04394701354359219
0.050974071535363465
Synthetic JS Distance
0.14798315130963474
0.15598416166262877
% Genome Enriched
36.18089248277928
36.25177198762104
Diff. Enrichment
7.499155096939569
8.328769825207027
CHANCE Divergence
0.06404306073032301
0.07105210021784934
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
0.48244818452595667
0.4886370239448252
0.46436895431799646
0.36023441688929597
0.4878980666648017
0.35311216083396696
0.4677103911897925
0.4869155210644602
0.4860301285092229
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
0.3409585374643464
0.28403386770314093
0.16232754088636253
0.3387461591648296
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
0.029349013170996856
0.020923220824500145
0.01718498147869189
0.030895960740063913
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