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
ctl2
Total Fragments
1552503
1102335
2006281
1010015
Distinct Fragments
1285114
948337
1961149
985317
Positions with Two Read
152436
113544
33503
20243
NRF = Distinct/Total
0.827769
0.860298
0.977505
0.975547
PBC1 = OneRead/Distinct
0.849997
0.861307
0.980798
0.977479
PBC2 = OneRead/TwoRead
7.165912
7.193766
57.4125
47.578274
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
7548
1643
N1
4640
1652
N2
2707
960
Np
7198
1921
N optimal
7548
1921
N conservative
7548
1643
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0486246179494303
1.1692026780279976
Self Consistency Ratio
1.7140746213520501
1.7208333333333334
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
28854
31917
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
70.0
76.0
72.0
72.0
25 percentile
280.0
304.0
244.0
290.0
50 percentile (median)
280.0
304.0
290.0
290.0
75 percentile
280.0
304.0
290.0
290.0
Max size
399.0
304.0
402.0
402.0
Mean
278.1176613294517
302.5608296519096
258.8407079646018
282.0862480127186
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1552503
1102335
Estimated Fragment Length
130
140
Cross-correlation at Estimated Fragment Length
0.438877993460225
0.32357366592022
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.3370493
0.2593429
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2625704
0.2339105
NSC (Normalized Strand Cross-correlation coeff.)
1.671468
1.383322
RSC (Relative Strand Cross-correlation coeff.)
2.367217
3.525552
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
0.2775616943879448
0.2924909859343154
Synthetic AUC
0.49014860173148755
0.4885487442800061
X-intercept
0.06076175583603261
0.0715841457771537
Synthetic X-intercept
1.5953594990934946e-87
1.6774430744606204e-64
Elbow Point
0.6630000319126869
0.5871914442086451
Synthetic Elbow Point
0.5133673502646618
0.49316654991086895
JS Distance
0.18797491118182566
0.13618761043361774
Synthetic JS Distance
0.31383802214112627
0.27257073175115004
% Genome Enriched
31.029902187614685
38.83036013467154
Diff. Enrichment
20.551207506605994
19.828582097099968
CHANCE Divergence
0.17519033971532397
0.17078523997073508
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
0.2885510597808661
0.2686620773473971
0.26517641495876465
0.20059891493653756
0.2642357580608773
0.200632746181074
0.4106122180738257
0.2622697057295483
0.2602515268609409
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
0.14523660661951468
0.15261957061741807
0.08891327523072763
0.1470625326375395
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
0.10081891360954313
0.11849163664346968
0.06556747145075183
0.10717102248304625
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