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
7405042
6337017
5561080
Distinct Fragments
6182311
5374332
4807209
Positions with Two Read
894763
724417
576379
NRF = Distinct/Total
0.834879
0.848085
0.864438
PBC1 = OneRead/Distinct
0.830737
0.844572
0.862914
PBC2 = OneRead/TwoRead
5.73993
6.265746
7.197014
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
67334
952
N1
61495
431
N2
59824
390
Np
67363
975
N optimal
67363
975
N conservative
67334
952
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0004306888050614
1.0241596638655461
Self Consistency Ratio
1.027931933672105
1.1051282051282052
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
90126
91350
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
78.0
78.0
85.0
85.0
25 percentile
304.0
310.0
340.0
340.0
50 percentile (median)
304.0
310.0
340.0
340.0
75 percentile
304.0
310.0
340.0
340.0
Max size
4684.0
2310.0
5722.0
5722.0
Mean
304.6131859840668
310.2925561029009
418.9979487179487
341.14932529727
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7114758
6150258
Estimated Fragment Length
175
160
Cross-correlation at Estimated Fragment Length
0.671869321901988
0.644413706283163
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.671566
0.6441583
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6662643
0.639226
NSC (Normalized Strand Cross-correlation coeff.)
1.008413
1.008116
RSC (Relative Strand Cross-correlation coeff.)
1.057209
1.051783
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
0.4039940476315353
0.4015016278776385
Synthetic AUC
0.49818886262566237
0.49805497624490735
X-intercept
0.01875837070835903
0.018742402740103352
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5452023241377796
0.5412861799230743
Synthetic Elbow Point
0.5030103686591155
0.49819518688415126
JS Distance
0.18117763690386005
0.17517831878944035
Synthetic JS Distance
0.1520245474784893
0.15290854410375868
% Genome Enriched
2.2237391792065115
2.46665189629603
Diff. Enrichment
1.7084907462741383
1.517300798653154
CHANCE Divergence
0.03244330602393398
0.02788015547051097
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
0.3447408865595332
0.35414646776914793
0.3760891122533188
0.3835677556822894
0.37396904519705854
0.38373265190433753
0.33052954395055584
0.3498172400681025
0.34789720702695787
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
0.2793327360662882
0.25561839368962064
0.25396835196346645
0.2793673782400388
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
0.021439180632515563
0.01846175063685208
0.016345649708039353
0.02156888538441979
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