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
1639085
2585506
4243365
Distinct Fragments
1530590
2402095
4143121
Positions with Two Read
95428
156995
86843
NRF = Distinct/Total
0.933808
0.929062
0.976376
PBC1 = OneRead/Distinct
0.933582
0.92954
0.977692
PBC2 = OneRead/TwoRead
14.973918
14.222389
46.643898
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
3694
176
N1
6842
118
N2
6645
166
Np
3372
177
N optimal
3694
177
N conservative
3694
176
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0954922894424675
1.0056818181818181
Self Consistency Ratio
1.0296463506395785
1.4067796610169492
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
24310
17627
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
138.0
144.0
149.0
149.0
25 percentile
550.0
560.0
590.0
590.0
50 percentile (median)
550.0
560.0
590.0
590.0
75 percentile
550.0
560.0
590.0
590.0
Max size
550.0
560.0
590.0
590.0
Mean
549.9114767585356
559.8704260509446
551.45197740113
588.152950730915
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1639085
2585506
Estimated Fragment Length
130
145
Cross-correlation at Estimated Fragment Length
0.376094584883078
0.483976428269109
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.3759476
0.4835632
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3684533
0.4758397
NSC (Normalized Strand Cross-correlation coeff.)
1.020739
1.0171
RSC (Relative Strand Cross-correlation coeff.)
1.019607
1.053499
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
0.3509302976380081
0.3655783958805213
Synthetic AUC
0.4909891856612241
0.49280221129646373
X-intercept
0.048209042162714245
0.04217667805049312
Synthetic X-intercept
7.669571338122553e-105
4.823745320090055e-165
Elbow Point
0.5195174108710223
0.520409099613801
Synthetic Elbow Point
0.5108558260006479
0.507318733876586
JS Distance
0.05191976945501667
0.03520362353417059
Synthetic JS Distance
0.18954970431231583
0.1783415877119048
% Genome Enriched
38.74457406402605
37.114798442437205
Diff. Enrichment
13.674624355232284
10.570973713330007
CHANCE Divergence
0.11641395347116133
0.08987279166768382
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
0.19888061560319112
0.14946995328121798
0.25113089969928937
0.2279704753156987
0.2508349130150679
0.22692475434643267
0.06520397069095861
0.15242674001907755
0.1652542522421417
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
0.04615566502065684
0.06662866806713719
0.06479711691589958
0.04184128579844501
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
0.008546831874326154
0.010242153731292105
0.008680475249618387
0.009641875014337149
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