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
5071972
3232853
11210730
Distinct Fragments
3607584
2137230
10485935
Positions with Two Read
804740
525278
595297
NRF = Distinct/Total
0.711278
0.661097
0.935348
PBC1 = OneRead/Distinct
0.698663
0.642935
0.939072
PBC2 = OneRead/TwoRead
3.132048
2.615948
16.541405
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
8548
1432
N1
9039
984
N2
7589
850
Np
7875
1358
N optimal
8548
1432
N conservative
8548
1432
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0854603174603175
1.0544918998527246
Self Consistency Ratio
1.191066016602978
1.1576470588235295
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
27165
29007
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
101.0
98.0
106.0
106.0
25 percentile
404.0
390.0
424.0
424.0
50 percentile (median)
404.0
390.0
424.0
424.0
75 percentile
404.0
390.0
424.0
424.0
Max size
2684.0
6230.0
10630.0
10630.0
Mean
404.0407877783913
392.9778329368773
501.0817039106145
436.8775152082358
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5071972
3232853
Estimated Fragment Length
150
145
Cross-correlation at Estimated Fragment Length
0.54886624780291
0.414636589592405
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5417572
0.4085096
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5306662
0.397354
NSC (Normalized Strand Cross-correlation coeff.)
1.034297
1.043494
RSC (Relative Strand Cross-correlation coeff.)
1.640974
1.549229
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
0.35362189978617714
0.33994753304650405
Synthetic AUC
0.4941219235964237
0.49237395495957575
X-intercept
0.03896515943648481
0.044384802649958095
Synthetic X-intercept
3.003923595090868e-248
7.065863445595742e-147
Elbow Point
0.5603943009937343
0.5621642654747177
Synthetic Elbow Point
0.5061009057558896
0.5065365543529257
JS Distance
0.06911180481125291
0.08969439081922363
Synthetic JS Distance
0.20329763104847284
0.2157434509836548
% Genome Enriched
36.62848704952708
36.73005547352037
Diff. Enrichment
10.900806234291139
13.10229680787834
CHANCE Divergence
0.09267831565928134
0.11149135912660924
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
0.20639035360933783
0.22816589029745477
0.24418590555285555
0.2642438880619563
0.24388903980740714
0.26135219851819447
0.17690225631464865
0.20434810254312025
0.20014223674539106
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
0.09969857633690336
0.0972314786064794
0.09566116813135685
0.09484711539541446
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
0.04134212579275978
0.03036537914226448
0.035121979250273876
0.0401276190986318
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