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
10041129
9586545
11253875
Distinct Fragments
8309058
7883689
9202678
Positions with Two Read
1254670
1214220
1472169
NRF = Distinct/Total
0.827502
0.82237
0.817734
PBC1 = OneRead/Distinct
0.822485
0.817456
0.810956
PBC2 = OneRead/TwoRead
5.446909
5.307579
5.069366
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
65846
892
N1
37251
350
N2
35463
403
Np
62970
832
N optimal
65846
892
N conservative
65846
892
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0456725424805462
1.0721153846153846
Self Consistency Ratio
1.0504187462989594
1.1514285714285715
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
113388
107381
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
72.0
69.0
74.0
74.0
25 percentile
276.0
276.0
296.0
296.0
50 percentile (median)
276.0
276.0
296.0
296.0
75 percentile
276.0
276.0
296.0
296.0
Max size
285.0
276.0
322.0
322.0
Mean
275.94562034783223
275.9141002598225
281.38677130044846
295.80203808887404
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9446735
9015693
Estimated Fragment Length
160
175
Cross-correlation at Estimated Fragment Length
0.727171624544151
0.716061514078526
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7272796
0.7160549
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7232796
0.7120212
NSC (Normalized Strand Cross-correlation coeff.)
1.005381
1.005674
RSC (Relative Strand Cross-correlation coeff.)
0.9730104
1.001641
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
0.42270826737357725
0.4202209537751367
Synthetic AUC
0.49844015565643457
0.498398001385165
X-intercept
0.018846794188455963
0.018902689775499366
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4948895463274603
0.502261775004292
Synthetic Elbow Point
0.5005388638920519
0.5006588550592682
JS Distance
0.03242455431019362
0.0373326491282714
Synthetic JS Distance
0.11928800612850424
0.12169493634671939
% Genome Enriched
44.73603309018753
44.20362762359912
Diff. Enrichment
7.10387157709913
7.501459842133568
CHANCE Divergence
0.060385319095856795
0.06375571384189782
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
0.4874690748726732
0.46882824706233683
0.39359035004163306
0.39797705955815094
0.40966206588841275
0.390886908309486
0.5532830108400869
0.45845352376780707
0.47137754988416314
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
0.30367540361564266
0.18230235190403363
0.176840430303316
0.29235948684320695
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
0.008073266420006596
0.0038483337533004986
0.0045466625939596635
0.007671660957877013
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