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
10427698
7723595
4958427
Distinct Fragments
9464278
7230699
4849012
Positions with Two Read
770982
406081
88189
NRF = Distinct/Total
0.90761
0.936183
0.977934
PBC1 = OneRead/Distinct
0.910639
0.939594
0.980482
PBC2 = OneRead/TwoRead
11.178649
16.730453
53.911123
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
7125
1200
N1
7897
965
N2
6975
899
Np
7246
1356
N optimal
7246
1356
N conservative
7125
1200
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0169824561403509
1.13
Self Consistency Ratio
1.1321863799283154
1.0734149054505007
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
13449
12736
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
161.0
140.0
156.0
155.0
25 percentile
644.0
560.0
616.0
616.0
50 percentile (median)
644.0
560.0
616.0
616.0
75 percentile
644.0
560.0
616.0
616.0
Max size
695.0
560.0
616.0
616.0
Mean
642.946167001264
559.3961212311558
601.6519174041298
613.2412365443002
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10427698
7723595
Estimated Fragment Length
230
215
Cross-correlation at Estimated Fragment Length
0.786300469952763
0.740629046520883
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7841956
0.7383871
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7776939
0.7321205
NSC (Normalized Strand Cross-correlation coeff.)
1.011067
1.011622
RSC (Relative Strand Cross-correlation coeff.)
1.323743
1.357764
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
0.3871502453925223
0.38630231298778306
Synthetic AUC
0.4970604279473365
0.49663707648416805
X-intercept
0.029491055304458877
0.02992407235575244
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5149490656210403
0.5110299619862911
Synthetic Elbow Point
0.4987327743316796
0.5021381178497322
JS Distance
0.04845101063131682
0.04692750091122773
Synthetic JS Distance
0.16565600649597118
0.16464178689822326
% Genome Enriched
29.748071876839575
30.004888902192025
Diff. Enrichment
7.499849261249725
7.502826878977775
CHANCE Divergence
0.06516297484179666
0.0650814833491589
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
0.13624359899370533
0.12259417314956962
0.16279650579158317
0.16172712652757296
0.1662824805653442
0.16471173335335185
0.1166552149067123
0.12870943722148734
0.13299673484320432
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
0.0809645207459382
0.0879745298141637
0.07593258930881618
0.08171792181104154
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
0.024026637267904587
0.02064880546013892
0.01866869059734704
0.02624350032418424
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