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
3482676
2680163
6286324
Distinct Fragments
3224788
1695172
6028451
Positions with Two Read
194506
215180
193229
NRF = Distinct/Total
0.925951
0.632488
0.958979
PBC1 = OneRead/Distinct
0.932438
0.7849
0.965697
PBC2 = OneRead/TwoRead
15.459245
6.183386
30.128278
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
6802
1689
N1
10324
1171
N2
9417
4333
Np
9603
3746
N optimal
9603
3746
N conservative
6802
1689
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.4117906498088797
2.2178804026050916
Self Consistency Ratio
1.096315174684082
3.7002561912894962
Reproducibility Test
pass
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
36988
29140
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
86.0
84.0
85.0
85.0
25 percentile
344.0
336.0
251.0
340.0
50 percentile (median)
344.0
336.0
340.0
340.0
75 percentile
344.0
336.0
340.0
340.0
Max size
416.0
711.0
670.0
670.0
Mean
342.3601708662269
327.7727179135209
296.42872397223704
322.93637404977613
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3482676
2680163
Estimated Fragment Length
155
130
Cross-correlation at Estimated Fragment Length
0.576548517336357
0.592350949817025
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5481038
0.366824
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5241871
0.2112169
NSC (Normalized Strand Cross-correlation coeff.)
1.099891
2.804468
RSC (Relative Strand Cross-correlation coeff.)
2.189325
2.449335
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
0.35003308532521477
0.17033851410788414
Synthetic AUC
0.49376871659106214
0.49141417766301976
X-intercept
0.04003072227265019
0.0823137462220582
Synthetic X-intercept
1.0358722345927413e-220
1.3562661948802548e-115
Elbow Point
0.564431987072706
0.8278375709455079
Synthetic Elbow Point
0.4980873165161184
0.5138720029785031
JS Distance
0.06919478290078294
0.3880234052163617
Synthetic JS Distance
0.2099807030646203
0.49046607502344464
% Genome Enriched
38.49760106929468
12.85148574107508
Diff. Enrichment
9.80215884154722
41.659100574503654
CHANCE Divergence
0.08350569724748123
0.36662151377936614
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
0.23311591674161475
0.5217248249552142
0.2682653800596155
0.4820874809194392
0.26808438895979086
0.48441943322882836
0.266120826486491
0.29619175307263296
0.29634566728955275
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
0.15860705654729237
0.10021762320256312
0.41359688318342086
0.20223443601733612
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
0.10977137650291528
0.04154272598629302
0.3383797700695596
0.1558896911560946
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