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
2851802
2864889
9010089
Distinct Fragments
2164401
2344439
8458751
Positions with Two Read
367062
308510
444829
NRF = Distinct/Total
0.758959
0.818335
0.938809
PBC1 = OneRead/Distinct
0.779156
0.837611
0.94335
PBC2 = OneRead/TwoRead
4.594333
6.3652
17.938491
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
19308
4966
N1
11960
3502
N2
11064
3141
Np
18867
4943
N optimal
19308
4966
N conservative
19308
4966
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0233741453331213
1.0046530447096904
Self Consistency Ratio
1.0809833694866233
1.1149315504616364
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
39884
44450
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
92.0
81.0
88.0
88.0
25 percentile
370.0
324.0
253.0
350.0
50 percentile (median)
370.0
324.0
350.0
350.0
75 percentile
370.0
324.0
350.0
350.0
Max size
2846.0
789.0
10751.0
10751.0
Mean
366.3753635543075
321.13417322834647
353.18727345952476
350.7322871348664
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2851802
2864889
Estimated Fragment Length
150
140
Cross-correlation at Estimated Fragment Length
0.493296750458816
0.511669328062594
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4328812
0.4650233
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3782736
0.4114445
NSC (Normalized Strand Cross-correlation coeff.)
1.304074
1.243592
RSC (Relative Strand Cross-correlation coeff.)
2.106359
1.870608
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
0.2527454445424734
0.2751585827109405
Synthetic AUC
0.4924223078108196
0.4927176951779465
X-intercept
0.05176390313197052
0.047588075448208166
Synthetic X-intercept
8.9694426675969e-149
3.3308500281792857e-161
Elbow Point
0.715102011499986
0.6917708462186115
Synthetic Elbow Point
0.49836953667953476
0.5045907073871341
JS Distance
0.25532742106131423
0.21887479926112957
Synthetic JS Distance
0.3532727655629896
0.3204215086964444
% Genome Enriched
24.078943693163453
25.653907082347402
Diff. Enrichment
28.203127098734637
24.404808513981692
CHANCE Divergence
0.24276589474365004
0.20980527907202312
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
0.411197645491808
0.3738358211983686
0.37095113116124256
0.3331521261269792
0.3733645681141589
0.3321587273674172
0.40661565093406876
0.39072363913024943
0.38899559595284766
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
0.2759352499724747
0.2550801123243216
0.20142871877768834
0.2729987796572624
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
0.16797546392473037
0.1539891383204905
0.11913345192119093
0.16754494863154815
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