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
6148034
3985627
6167836
Distinct Fragments
4836894
3584259
5878391
Positions with Two Read
829399
309048
243388
NRF = Distinct/Total
0.786738
0.899296
0.953072
PBC1 = OneRead/Distinct
0.785936
0.903023
0.955599
PBC2 = OneRead/TwoRead
4.583428
10.47303
23.079967
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
15175
4843
N1
13532
4119
N2
11888
3253
Np
15086
4830
N optimal
15175
4843
N conservative
15175
4843
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.005899509478987
1.0026915113871635
Self Consistency Ratio
1.1382907133243607
1.2662158007992623
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
29637
23336
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
112.0
115.0
114.0
114.0
25 percentile
450.0
460.0
307.0
456.0
50 percentile (median)
450.0
460.0
456.0
456.0
75 percentile
450.0
460.0
456.0
456.0
Max size
585.0
615.0
1181.0
1181.0
Mean
442.8302122347066
452.7279739458348
389.8884988643403
434.4746622734761
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6148034
3985627
Estimated Fragment Length
150
175
Cross-correlation at Estimated Fragment Length
0.653524184294922
0.607862171844517
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.6321939
0.5848565
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5950893
0.5469203
NSC (Normalized Strand Cross-correlation coeff.)
1.098195
1.111427
RSC (Relative Strand Cross-correlation coeff.)
1.574869
1.606431
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
0.3045314844111997
0.2974732130888173
Synthetic AUC
0.4949210700925134
0.4941004334225829
X-intercept
0.03886373157254284
0.0416445570428295
Synthetic X-intercept
0.0
2.0569960576172153e-246
Elbow Point
0.6840671068642902
0.682762472820124
Synthetic Elbow Point
0.496380430103316
0.5100223953554072
JS Distance
0.160303583345222
0.17037793069044946
Synthetic JS Distance
0.282489155206664
0.28997420182310113
% Genome Enriched
22.69783957389934
21.754672943804984
Diff. Enrichment
18.05445005358749
18.806609787152585
CHANCE Divergence
0.15727684151899357
0.16422792512808243
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
0.3075060781962417
0.291390025878747
0.3022638398387054
0.3037089538020762
0.3033892944680178
0.30423552714824426
0.3011816242029706
0.29625525371919453
0.2937346036142325
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
0.22389445762037294
0.2099162312547769
0.21051546975841504
0.22339832065440893
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
0.1275079096955048
0.11510975344595842
0.1071929474720869
0.1274897006648188
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