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
8864427
3421252
5850242
Distinct Fragments
8131175
3263723
5702547
Positions with Two Read
499138
93350
123520
NRF = Distinct/Total
0.917282
0.953956
0.974754
PBC1 = OneRead/Distinct
0.932401
0.968114
0.976937
PBC2 = OneRead/TwoRead
15.189224
33.847424
45.102259
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
8648
1085
N1
9748
745
N2
6973
794
Np
8741
1030
N optimal
8741
1085
N conservative
8648
1085
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.010753931544866
1.0533980582524272
Self Consistency Ratio
1.3979635737845977
1.0657718120805368
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
23015
16060
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
159.0
148.0
156.0
156.0
25 percentile
636.0
590.0
624.0
624.0
50 percentile (median)
636.0
590.0
624.0
624.0
75 percentile
636.0
590.0
624.0
624.0
Max size
963.0
952.0
1044.0
1044.0
Mean
634.6960243319575
588.1624533001245
572.0875576036866
617.4029287266903
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8864427
3421252
Estimated Fragment Length
150
150
Cross-correlation at Estimated Fragment Length
0.763018477590973
0.569535904955053
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.7604393
0.5649446
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7511752
0.5542067
NSC (Normalized Strand Cross-correlation coeff.)
1.015766
1.02766
RSC (Relative Strand Cross-correlation coeff.)
1.278403
1.427573
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
0.3740353711224046
0.3581697942437694
Synthetic AUC
0.4968221124741756
0.4949902387138557
X-intercept
0.029721835383688406
0.033426839633370176
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5642998798916231
0.573695068373988
Synthetic Elbow Point
0.499594961368517
0.5036967967436797
JS Distance
0.055610809161638165
0.07496005434729057
Synthetic JS Distance
0.18369836740143747
0.2010247992538491
% Genome Enriched
33.2067739528425
35.439552765884436
Diff. Enrichment
8.26734826012645
11.09463223445295
CHANCE Divergence
0.07057558008144527
0.09436888305405709
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
0.20471318435047392
0.17139489242433714
0.19275129507839503
0.22481926623188087
0.203806955334862
0.21547955474687192
0.1705708201182831
0.17648888421096137
0.173737121124954
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
0.09926812993977265
0.10278478431632664
0.09604846813903024
0.09891156438757764
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
0.026687075199254645
0.018984904568795407
0.02901348184045955
0.025899601228014563
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