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
4510280
5094953
6288279
Distinct Fragments
3960860
4421833
6068612
Positions with Two Read
414786
495636
179289
NRF = Distinct/Total
0.878185
0.867885
0.965067
PBC1 = OneRead/Distinct
0.880848
0.870945
0.968573
PBC2 = OneRead/TwoRead
8.411364
7.770164
32.784454
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
26423
3602
N1
12431
1877
N2
19481
2553
Np
33317
4035
N optimal
33317
4035
N conservative
26423
3602
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2609090565038035
1.120210993892282
Self Consistency Ratio
1.5671305606950365
1.3601491742141716
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
40533
60930
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
106.0
104.0
105.0
105.0
25 percentile
424.0
416.0
420.0
420.0
50 percentile (median)
424.0
416.0
420.0
420.0
75 percentile
424.0
416.0
420.0
420.0
Max size
447.0
597.0
715.0
715.0
Mean
422.7503022228801
414.95013950434924
393.6104089219331
416.80256325599544
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4510280
5094953
Estimated Fragment Length
135
135
Cross-correlation at Estimated Fragment Length
0.609456646697469
0.635977385278124
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5977682
0.6226239
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5759104
0.5975495
NSC (Normalized Strand Cross-correlation coeff.)
1.058249
1.064309
RSC (Relative Strand Cross-correlation coeff.)
1.53475
1.532557
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
0.3230181444779401
0.317071268182028
Synthetic AUC
0.4943908741773898
0.49469117490995795
X-intercept
0.03944459960898536
0.03932490124885289
Synthetic X-intercept
8.846815137506273e-273
1.0320294807141212e-304
Elbow Point
0.6322986075090771
0.6452539600207478
Synthetic Elbow Point
0.49665633887393257
0.5022602355882004
JS Distance
0.11776107564151705
0.12623736504606664
Synthetic JS Distance
0.24910616031830565
0.2582415457739967
% Genome Enriched
28.345968160236204
29.784542951761562
Diff. Enrichment
15.218253742157373
17.116445740517673
CHANCE Divergence
0.13041364957963208
0.14625256295513156
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
0.31394439872898183
0.3996132826915669
0.28222517545784215
0.341148637404254
0.2832212649030595
0.34211580922121737
0.40605928397979796
0.39760965230163137
0.3927261348318125
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
0.23080608528562127
0.1550585930537823
0.20232493654224443
0.26244742585528735
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
0.07970369041819346
0.05397258444544076
0.0670076117822392
0.08702092242483811
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