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
6053106
5865345
7486991
Distinct Fragments
5475850
5397251
7182568
Positions with Two Read
452680
364654
241663
NRF = Distinct/Total
0.904635
0.920193
0.95934
PBC1 = OneRead/Distinct
0.907694
0.924728
0.964168
PBC2 = OneRead/TwoRead
10.979931
13.68692
28.656439
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
17340
1597
N1
10418
589
N2
10771
828
Np
16418
1529
N optimal
17340
1597
N conservative
17340
1597
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0561578755024972
1.0444735120994113
Self Consistency Ratio
1.0338836628911499
1.4057724957555178
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
31494
32406
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
119.0
113.0
118.0
118.0
25 percentile
470.0
450.0
470.0
470.0
50 percentile (median)
470.0
450.0
470.0
470.0
75 percentile
470.0
450.0
470.0
470.0
Max size
876.0
679.0
1414.0
1414.0
Mean
469.669683114244
449.5987780040733
456.8052598622417
468.61695501730105
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6053106
5865345
Estimated Fragment Length
120
120
Cross-correlation at Estimated Fragment Length
0.680614738842275
0.681929146761548
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.6767159
0.6749703
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6650949
0.6625133
NSC (Normalized Strand Cross-correlation coeff.)
1.023335
1.029306
RSC (Relative Strand Cross-correlation coeff.)
1.335503
1.558631
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
0.3496318489152748
0.3410399279504622
Synthetic AUC
0.4952266116251687
0.4951921813657447
X-intercept
0.036845633834292416
0.03698730176466363
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5719653133056116
0.5926647937235121
Synthetic Elbow Point
0.4965162299352934
0.5020187675996766
JS Distance
0.07170564018368533
0.08610856162258013
Synthetic JS Distance
0.21241993787868568
0.2248983430086852
% Genome Enriched
28.82403645854118
26.968386102974627
Diff. Enrichment
10.322216098666336
11.557682084718445
CHANCE Divergence
0.0887120419930299
0.09978908514358911
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
0.24038802337974888
0.25251038375525736
0.23030259606019188
0.23315400132017683
0.2293832308955207
0.23911545938869688
0.4295875985502178
0.2341661664881165
0.252831099639615
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
0.15366127526951262
0.10758059679425898
0.11878381384990203
0.14766288689165455
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
0.03424216257382595
0.016866501895726582
0.022611625599623354
0.034033452103236495
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