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
4904646
3967788
9486101
Distinct Fragments
4451505
3415861
8468421
Positions with Two Read
354936
410128
642620
NRF = Distinct/Total
0.90761
0.860898
0.892719
PBC1 = OneRead/Distinct
0.911391
0.861802
0.910341
PBC2 = OneRead/TwoRead
11.430399
7.177749
11.996433
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
38786
433
N1
26383
137
N2
20967
134
Np
36697
327
N optimal
38786
433
N conservative
38786
433
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.056925634248031
1.3241590214067278
Self Consistency Ratio
1.2583106786855536
1.0223880597014925
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
67120
64683
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
105.0
118.0
105.0
105.0
25 percentile
396.0
350.0
420.0
420.0
50 percentile (median)
396.0
350.0
420.0
420.0
75 percentile
396.0
350.0
420.0
420.0
Max size
572.0
733.0
2418.0
2418.0
Mean
395.96014600715137
349.9966606372617
477.6004618937644
420.63641520136133
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4904646
3967788
Estimated Fragment Length
90
90
Cross-correlation at Estimated Fragment Length
0.63078450469375
0.559030265282055
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.624795
0.5520465
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6179691
0.5451668
NSC (Normalized Strand Cross-correlation coeff.)
1.020738
1.02543
RSC (Relative Strand Cross-correlation coeff.)
1.877479
2.015115
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
0.3574397375771044
0.3482754773133324
Synthetic AUC
0.4947089284957706
0.4939640884431767
X-intercept
0.038149052658462225
0.04038172995578541
Synthetic X-intercept
8.86008363459257e-307
2.4621162644983542e-235
Elbow Point
0.5238351769381794
0.5377220705837283
Synthetic Elbow Point
0.5057758248921028
0.5026424115140576
JS Distance
0.045210467208021715
0.04678222562809374
Synthetic JS Distance
0.19762714194869657
0.20748725594790535
% Genome Enriched
40.32406742326294
38.99743012657824
Diff. Enrichment
14.640376761442514
16.02477666463621
CHANCE Divergence
0.12468328325225292
0.1364518087194554
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
0.3466197502147967
0.33430717402109683
0.3323649796730622
0.31425880656797456
0.32566886325973576
0.30999351806367414
0.35021049291519046
0.35028122985260446
0.3501986192149817
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
0.23371004120931868
0.16185215285928684
0.13095836736592129
0.21953019052488829
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
0.011905658146570977
0.005648158780213952
0.006582217403563031
0.01043811932715025
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