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
2403201
1332755
7464519
Distinct Fragments
2018788
1169864
6753579
Positions with Two Read
278737
128275
525499
NRF = Distinct/Total
0.840041
0.877779
0.904757
PBC1 = OneRead/Distinct
0.838605
0.876792
0.912074
PBC2 = OneRead/TwoRead
6.0737
7.996313
11.721739
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
4872
175
N1
7020
129
N2
4860
75
Np
4343
167
N optimal
4872
175
N conservative
4872
175
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1218052037761916
1.0479041916167664
Self Consistency Ratio
1.4444444444444444
1.72
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
21752
27764
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
134.0
179.0
150.0
150.0
25 percentile
536.0
604.0
600.0
600.0
50 percentile (median)
536.0
604.0
600.0
600.0
75 percentile
536.0
604.0
600.0
600.0
Max size
536.0
604.0
1563.0
1563.0
Mean
535.6211842589187
603.7083993660856
572.4742857142858
598.8885467980296
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2403201
1332755
Estimated Fragment Length
115
110
Cross-correlation at Estimated Fragment Length
0.426627754743784
0.314536232329871
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.4241047
0.312365
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4161624
0.3030898
NSC (Normalized Strand Cross-correlation coeff.)
1.025147
1.037766
RSC (Relative Strand Cross-correlation coeff.)
1.31767
1.234095
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
0.35674216474651693
0.33499856624364804
Synthetic AUC
0.49213919145942403
0.48967052858137566
X-intercept
0.044397977629420944
0.057013850923993505
Synthetic X-intercept
3.794979850705468e-138
1.6607672605684594e-79
Elbow Point
0.5308503294133609
0.5138349621104802
Synthetic Elbow Point
0.5103406181160413
0.5010324327177178
JS Distance
0.054279589694972395
0.07405625612271456
Synthetic JS Distance
0.1866033233840468
0.20375779645367265
% Genome Enriched
36.18379310207225
38.06929053420432
Diff. Enrichment
11.255720952142251
14.726995630750583
CHANCE Divergence
0.09570582084566795
0.12557295179055572
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
0.1735507687035271
0.23234409500355271
0.24228022421718973
0.20805312153537672
0.244270727160461
0.2325174706445632
0.09964772579953529
0.18511212372221214
0.17920060133467877
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
0.05400976794279845
0.06691164993424055
0.05178284465655951
0.04823326884529852
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
0.009697824526062807
0.006901910347547648
0.0058727801985947094
0.00951084246636816
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