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
4896088
6042203
8806251
Distinct Fragments
4761157
5845138
8523321
Positions with Two Read
115764
167975
244246
NRF = Distinct/Total
0.972441
0.967385
0.967872
PBC1 = OneRead/Distinct
0.974219
0.969552
0.969926
PBC2 = OneRead/TwoRead
40.06781
33.738134
33.846994
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
4461
321
N1
5997
192
N2
6060
337
Np
4762
503
N optimal
4762
503
N conservative
4461
321
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0674736606142121
1.5669781931464175
Self Consistency Ratio
1.0105052526263132
1.7552083333333333
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
13273
12848
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
161.0
155.0
156.0
156.0
25 percentile
630.0
616.0
624.0
624.0
50 percentile (median)
630.0
616.0
624.0
624.0
75 percentile
630.0
616.0
624.0
624.0
Max size
630.0
616.0
624.0
624.0
Mean
629.4221351616063
615.3815379825654
590.610337972167
620.2784544309114
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4896088
6042203
Estimated Fragment Length
235
230
Cross-correlation at Estimated Fragment Length
0.655516385764524
0.70045477753164
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6550793
0.7001295
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6505266
0.6954453
NSC (Normalized Strand Cross-correlation coeff.)
1.00767
1.007203
RSC (Relative Strand Cross-correlation coeff.)
1.096014
1.06945
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
0.3877443132438105
0.39372370813829166
Synthetic AUC
0.49584614985848563
0.4962580786776205
X-intercept
0.0311162009345235
0.030328120697979723
Synthetic X-intercept
0.0
0.0
Elbow Point
0.48623752538815446
0.4811100160010215
Synthetic Elbow Point
0.5040324374074723
0.50095317605436
JS Distance
0.024410706670363963
0.025455791863288488
Synthetic JS Distance
0.15539127733247818
0.15007734183938257
% Genome Enriched
34.29146598885116
34.32318871229685
Diff. Enrichment
6.887861150343477
6.785539758305859
CHANCE Divergence
0.058827297900665675
0.058056510040304106
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
0.12066103080897313
0.11395906778432166
0.1868211723529419
0.16456606816945113
0.19580025249336144
0.17298696702781693
0.08358191671793674
0.11669994396459527
0.12401074238075575
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
0.04653066719513682
0.059067629033631795
0.058714974576417375
0.049128330221039546
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
0.006839295019561084
0.004610793944354961
0.007833308881285507
0.009853457799979383
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