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
4023888
959548
10103808
Distinct Fragments
3495867
849046
9534102
Positions with Two Read
404458
89029
434962
NRF = Distinct/Total
0.868778
0.88484
0.943615
PBC1 = OneRead/Distinct
0.868721
0.883258
0.950884
PBC2 = OneRead/TwoRead
7.508649
8.423401
20.842789
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
8057
450
N1
8383
487
N2
3296
123
Np
8291
627
N optimal
8291
627
N conservative
8057
450
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.029043068139506
1.3933333333333333
Self Consistency Ratio
2.543385922330097
3.959349593495935
Reproducibility Test
borderline
borderline
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
24125
28316
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
131.0
322.0
128.0
128.0
25 percentile
476.0
504.0
510.0
510.0
50 percentile (median)
476.0
504.0
510.0
510.0
75 percentile
476.0
504.0
510.0
510.0
Max size
476.0
2414.0
1041.0
1041.0
Mean
475.75863212435235
504.7841856194378
495.4066985645933
508.83391629477745
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4023888
959548
Estimated Fragment Length
140
145
Cross-correlation at Estimated Fragment Length
0.566790494847131
0.252383834761918
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.5628884
0.24982
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5520976
0.238828
NSC (Normalized Strand Cross-correlation coeff.)
1.026613
1.05676
RSC (Relative Strand Cross-correlation coeff.)
1.361614
1.233251
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
0.3547310841885785
0.29837669391576055
Synthetic AUC
0.49402288039491443
0.4879108755536077
X-intercept
0.039032771085299005
0.07799969270248212
Synthetic X-intercept
5.150993482041049e-240
8.970798290115481e-58
Elbow Point
0.560444823134315
0.6051526211081468
Synthetic Elbow Point
0.5060925760127439
0.5132822910902551
JS Distance
0.06484222713309809
0.13733449635787195
Synthetic JS Distance
0.19860901869649622
0.24561259577195693
% Genome Enriched
33.5411249882768
37.75509186000802
Diff. Enrichment
10.044192776194205
21.25031510356864
CHANCE Divergence
0.08549891936836226
0.18218353966982323
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
0.203335910099451
0.2816768915204257
0.23929554862592775
0.19237763896576263
0.24258270110891203
0.19852417918222875
0.19749343355388171
0.22483661985497866
0.22448016528887793
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
0.09807502489379373
0.09377082699945606
0.0662630988981344
0.09984362280621654
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
0.0167762771700511
0.01545318838477795
0.017477988269712884
0.02072976176336169
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