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
3470959
3546397
8608987
Distinct Fragments
3015061
3178168
8175946
Positions with Two Read
350700
297992
345717
NRF = Distinct/Total
0.868654
0.896168
0.949699
PBC1 = OneRead/Distinct
0.867745
0.896035
0.954911
PBC2 = OneRead/TwoRead
7.460237
9.556465
22.582913
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
34877
103
N1
12880
95
N2
16059
39
Np
36517
122
N optimal
36517
122
N conservative
34877
103
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0470223929810476
1.1844660194174756
Self Consistency Ratio
1.2468167701863353
2.4358974358974357
Reproducibility Test
pass
borderline
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
57481
68752
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
257.0
520.0
152.0
152.0
25 percentile
530.0
600.0
600.0
600.0
50 percentile (median)
530.0
600.0
600.0
600.0
75 percentile
530.0
600.0
600.0
600.0
Max size
2976.0
3831.0
6827.0
6827.0
Mean
530.6755971538421
600.7889515941355
1486.0
602.9600460059698
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3470959
3546397
Estimated Fragment Length
115
120
Cross-correlation at Estimated Fragment Length
0.525258123280026
0.543131542074756
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.5245129
0.5432779
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5175785
0.5371274
NSC (Normalized Strand Cross-correlation coeff.)
1.014838
1.011178
RSC (Relative Strand Cross-correlation coeff.)
1.107467
0.9762117
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
0.3713283774625116
0.37493150578556106
Synthetic AUC
0.4935770814107018
0.49374298727991384
X-intercept
0.03983535120553565
0.039388413130402165
Synthetic X-intercept
1.2144632946894537e-207
6.752299223800139e-219
Elbow Point
0.5093138702442995
0.4913186269423849
Synthetic Elbow Point
0.5008098021106026
0.5013594558721001
JS Distance
0.033814051098238
0.031542721294202505
Synthetic JS Distance
0.1741600982109677
0.16980107820453877
% Genome Enriched
39.44328276016186
40.825797904179666
Diff. Enrichment
7.962072654425945
7.446209931215353
CHANCE Divergence
0.0677376060031846
0.06344167879205063
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
0.3438331876375871
0.40804174999328807
0.2665504171821125
0.2933644433261386
0.2717620823323259
0.2850959866485934
0.4476786235180083
0.40567299587454014
0.39167308483386026
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
0.2147674314482987
0.09442137183868471
0.11082341790764279
0.2194234318916968
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
0.009812105248741048
0.00942706861364877
0.00758727520543147
0.010143212140521957
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