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
4700188
4088816
3257996
Distinct Fragments
4454139
3932867
3183049
Positions with Two Read
212277
135094
66443
NRF = Distinct/Total
0.947651
0.96186
0.976996
PBC1 = OneRead/Distinct
0.949065
0.963526
0.978066
PBC2 = OneRead/TwoRead
19.913914
28.050232
46.855681
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
54140
290
N1
19201
101
N2
15740
87
Np
54436
302
N optimal
54436
302
N conservative
54140
290
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0054673069818987
1.0413793103448277
Self Consistency Ratio
1.2198856416772554
1.160919540229885
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
99096
95540
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
376.0
340.0
364.0
364.0
25 percentile
376.0
340.0
364.0
364.0
50 percentile (median)
376.0
340.0
364.0
364.0
75 percentile
376.0
340.0
364.0
364.0
Max size
376.0
340.0
364.0
364.0
Mean
376.0
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
4700188
4088816
Estimated Fragment Length
110
110
Cross-correlation at Estimated Fragment Length
0.637577925671306
0.612215086080176
Phantom Peak
30
40
Cross-correlation at Phantom Peak
0.6363551
0.6103654
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6302372
0.6031628
NSC (Normalized Strand Cross-correlation coeff.)
1.011648
1.015008
RSC (Relative Strand Cross-correlation coeff.)
1.199874
1.256803
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
0.381981233969139
0.37277823682678235
Synthetic AUC
0.494702155902462
0.4943612566269838
X-intercept
0.0371725336168566
0.03831553666286996
Synthetic X-intercept
5.426530758262e-306
6.763065263632292e-270
Elbow Point
0.47025299664280257
0.4849863657490061
Synthetic Elbow Point
0.5030109907171304
0.5069959285661799
JS Distance
0.030926949067488548
0.03145521276149947
Synthetic JS Distance
0.16296619934098205
0.17222222522769504
% Genome Enriched
39.98136885087301
40.85288373883677
Diff. Enrichment
5.881212811846765
6.83990592743135
CHANCE Divergence
0.05002303301308048
0.05833963783893269
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
0.4315352251076473
0.41104400629694327
0.26928000128988683
0.2583537227052189
0.2883739095305618
0.2623436102246959
0.4757649573223975
0.4177738255646653
0.42931083743244697
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
0.24674361667746905
0.10311995858030039
0.08711143585274489
0.24689634467425936
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
0.004018149890634146
0.0018354014817575067
0.0015722061754188342
0.00405621294279373
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