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
13608423
18784847
26483701
Distinct Fragments
11671284
15100288
22135668
Positions with Two Read
1395709
2324668
2995891
NRF = Distinct/Total
0.857651
0.803855
0.835822
PBC1 = OneRead/Distinct
0.861328
0.808965
0.839383
PBC2 = OneRead/TwoRead
7.20265
5.254774
6.201928
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
10059
778
N1
9200
386
N2
8819
536
Np
9691
815
N optimal
10059
815
N conservative
10059
778
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0379733773604376
1.0475578406169666
Self Consistency Ratio
1.043202177117587
1.38860103626943
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
25850
21564
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
170.0
134.0
140.0
140.0
25 percentile
616.0
536.0
556.0
556.0
50 percentile (median)
616.0
536.0
556.0
556.0
75 percentile
616.0
536.0
556.0
556.0
Max size
616.0
536.0
556.0
556.0
Mean
615.5889748549323
534.8898627341866
511.62699386503067
552.2877025549259
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
13608423
15000000
Estimated Fragment Length
215
215
Cross-correlation at Estimated Fragment Length
0.811424991306463
0.820814147631456
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8114753
0.819829
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8069019
0.8146976
NSC (Normalized Strand Cross-correlation coeff.)
1.005606
1.007508
RSC (Relative Strand Cross-correlation coeff.)
0.9889915
1.191988
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
0.4062261402619882
0.40137584754414996
Synthetic AUC
0.49737855643451184
0.49769451395211717
X-intercept
0.028801479723710336
0.028535816584570765
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4629929249711366
0.4630308768481565
Synthetic Elbow Point
0.4978992048110306
0.5038007761550328
JS Distance
0.0359040567033372
0.04250785049501679
Synthetic JS Distance
0.13861673275226397
0.14658881017357214
% Genome Enriched
36.503313798104
36.84947486587008
Diff. Enrichment
5.950061717430522
5.827045062217017
CHANCE Divergence
0.05079020657099379
0.04964491778296935
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
0.19593099803926198
0.16318584864615204
0.19217525554792342
0.1760806286938203
0.19064420973085972
0.18996136748518205
0.16995671244064883
0.1588367481291578
0.16597443777170146
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
0.08008711458565301
0.0764217232932869
0.07361947808931268
0.0783933152060997
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
0.010138994070228525
0.006657148753584618
0.007652545006049891
0.011367717723134593
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