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
4222746
3745871
2856605
Distinct Fragments
3886144
3353393
2770512
Positions with Two Read
275838
312812
75794
NRF = Distinct/Total
0.920288
0.895224
0.969862
PBC1 = OneRead/Distinct
0.922111
0.896012
0.97103
PBC2 = OneRead/TwoRead
12.991169
9.605383
35.494234
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
7165
1864
N1
7720
1355
N2
8734
1482
Np
7256
1871
N optimal
7256
1871
N conservative
7165
1864
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0127006280530355
1.003755364806867
Self Consistency Ratio
1.1313471502590673
1.0937269372693728
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
13720
16430
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
111.0
109.0
106.0
106.0
25 percentile
424.0
430.0
424.0
424.0
50 percentile (median)
424.0
430.0
424.0
424.0
75 percentile
424.0
430.0
424.0
424.0
Max size
424.0
430.0
424.0
424.0
Mean
423.76326530612243
429.634875228241
418.8637092463923
422.63202866593167
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4222746
3745871
Estimated Fragment Length
165
180
Cross-correlation at Estimated Fragment Length
0.610796638155073
0.572432847409849
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5995981
0.5593198
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5844899
0.542987
NSC (Normalized Strand Cross-correlation coeff.)
1.045008
1.054229
RSC (Relative Strand Cross-correlation coeff.)
1.741226
1.802861
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
0.3394896459029395
0.33145250497921364
Synthetic AUC
0.4943336301403157
0.4939024787710839
X-intercept
0.03933842817844326
0.04075078148221293
Synthetic X-intercept
2.879329618456123e-267
1.4333043315532785e-230
Elbow Point
0.5915885184453741
0.6034179747890945
Synthetic Elbow Point
0.5080477187921141
0.5025343877674904
JS Distance
0.06780978977658438
0.07872535881441434
Synthetic JS Distance
0.22477595915269505
0.23477851920487977
% Genome Enriched
30.649263601381232
29.42921377004574
Diff. Enrichment
9.464474322495786
11.033689279220305
CHANCE Divergence
0.0806173343208543
0.09413161411106687
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
0.15174055180618082
0.1823856727174751
0.20888875909955576
0.23532159175410933
0.20871815443666905
0.23326581638436353
0.14373558177453813
0.16904553065943706
0.16738367121359182
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
0.10861257832928684
0.1060228569262163
0.1246868711087003
0.10917858389998047
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
0.049441555834792913
0.03831457962857367
0.04405110002379809
0.04946176540945698
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