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
3543659
1921786
2656018
Distinct Fragments
3402313
1874017
2566813
Positions with Two Read
121255
38603
62877
NRF = Distinct/Total
0.960113
0.975143
0.966414
PBC1 = OneRead/Distinct
0.961917
0.97777
0.972989
PBC2 = OneRead/TwoRead
26.990582
47.466725
39.720104
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
22180
229
N1
28229
754
N2
10498
63
Np
37125
1490
N optimal
37125
1490
N conservative
22180
229
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.67380522993688
6.506550218340611
Self Consistency Ratio
2.6889883787388076
11.968253968253968
Reproducibility Test
borderline
fail
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
57851
36688
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
410.0
121.0
121.0
25 percentile
540.0
410.0
484.0
484.0
50 percentile (median)
540.0
410.0
484.0
484.0
75 percentile
540.0
410.0
484.0
484.0
Max size
911.0
410.0
728.0
728.0
Mean
539.7061589255155
410.0
480.4610738255034
483.8352053872054
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3543659
1921786
Estimated Fragment Length
155
110
Cross-correlation at Estimated Fragment Length
0.589062786464685
0.437059889496518
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.5841669
0.4330071
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5686207
0.4232376
NSC (Normalized Strand Cross-correlation coeff.)
1.03595
1.032658
RSC (Relative Strand Cross-correlation coeff.)
1.314929
1.414842
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
0.29190120556134364
0.318800082547033
Synthetic AUC
0.49373381595019294
0.491553602730538
X-intercept
0.04402325034009806
0.052269381599996806
Synthetic X-intercept
3.097370704780854e-218
1.739718930498797e-119
Elbow Point
0.6388657280891077
0.5583093635678181
Synthetic Elbow Point
0.5106820747894669
0.5137901366951806
JS Distance
0.12006734331032937
0.05643520334282308
Synthetic JS Distance
0.28396198466450806
0.2319854437007005
% Genome Enriched
27.259507785353243
36.53291471018858
Diff. Enrichment
19.698043288714935
12.853343279512186
CHANCE Divergence
0.1684074538534219
0.10991019927792119
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
0.4420146449980551
0.2648781613877132
0.41103122550500093
0.276758791290811
0.4195676775891104
0.27589221833985705
0.448780229094749
0.4229552326783946
0.41939822035301244
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
0.19216645594495665
0.2701565564629192
0.09350547709971482
0.28096562631701066
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
0.007977876588107719
0.0241583121704376
0.001976308818111881
0.031727965375345085
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