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
3178978
2233801
5288901
Distinct Fragments
2765082
2020591
5145371
Positions with Two Read
314530
166739
117867
NRF = Distinct/Total
0.869802
0.904553
0.972862
PBC1 = OneRead/Distinct
0.871054
0.908355
0.975554
PBC2 = OneRead/TwoRead
7.657575
11.007707
42.586873
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
13516
1807
N1
10930
950
N2
10109
889
Np
13041
1770
N optimal
13516
1807
N conservative
13516
1807
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0364235871482248
1.0209039548022598
Self Consistency Ratio
1.0812147591255317
1.0686164229471316
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
31104
28533
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
109.0
105.0
111.0
111.0
25 percentile
436.0
420.0
444.0
444.0
50 percentile (median)
436.0
420.0
444.0
444.0
75 percentile
436.0
420.0
444.0
444.0
Max size
436.0
420.0
481.0
481.0
Mean
435.25446887860085
419.2500963796306
412.55285002767016
439.7365344776561
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3178978
2233801
Estimated Fragment Length
125
140
Cross-correlation at Estimated Fragment Length
0.514139464017885
0.445672265748849
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.5073226
0.4372752
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4930057
0.4226702
NSC (Normalized Strand Cross-correlation coeff.)
1.042867
1.054421
RSC (Relative Strand Cross-correlation coeff.)
1.476139
1.574948
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
0.319702257934256
0.305358877142454
Synthetic AUC
0.4932887885816838
0.49215063229612405
X-intercept
0.04202361334445238
0.047290530322678465
Synthetic X-intercept
4.604974584589577e-190
1.484420234563382e-138
Elbow Point
0.621167021119539
0.6365168920401723
Synthetic Elbow Point
0.5115515696203747
0.5116213693299608
JS Distance
0.1143347343087362
0.13313628997174834
Synthetic JS Distance
0.24649822195798907
0.26237878270155224
% Genome Enriched
28.026781474816556
28.005833509562247
Diff. Enrichment
16.416825219119318
18.118265599089376
CHANCE Divergence
0.14089791958902387
0.15511180757576906
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
0.27566965688332123
0.274490519070812
0.27591875250451353
0.2954586947943721
0.27941270462518447
0.2933866126413698
0.2967387483968494
0.27236375218349845
0.2724687892298945
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
0.16773647054920285
0.1415310967331437
0.1440175621477411
0.16293360234814264
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
0.05020865582105677
0.03161146022705443
0.03417512284276715
0.04895640985498291
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