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
4520660
6848074
19636024
Distinct Fragments
4239906
6224957
18166370
Positions with Two Read
194728
422914
1132780
NRF = Distinct/Total
0.937895
0.909008
0.925155
PBC1 = OneRead/Distinct
0.946995
0.92083
0.9321
PBC2 = OneRead/TwoRead
20.619382
13.553886
14.948075
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
17786
4435
N1
12201
2646
N2
13130
2910
Np
17713
4610
N optimal
17786
4610
N conservative
17786
4435
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0041212668661434
1.0394588500563697
Self Consistency Ratio
1.0761412998934514
1.0997732426303855
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
26875
30517
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
120.0
124.0
122.0
122.0
25 percentile
480.0
496.0
275.0
490.0
50 percentile (median)
480.0
496.0
490.0
490.0
75 percentile
480.0
496.0
490.0
490.0
Max size
2593.0
1461.0
2623.0
2623.0
Mean
473.9656930232558
488.66746403643873
412.30390455531455
468.4757674575509
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4520660
6848074
Estimated Fragment Length
150
160
Cross-correlation at Estimated Fragment Length
0.636586569567607
0.711140555101139
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.6185109
0.6946357
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5952496
0.6729628
NSC (Normalized Strand Cross-correlation coeff.)
1.069445
1.056731
RSC (Relative Strand Cross-correlation coeff.)
1.777076
1.761543
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
0.31701444426432795
0.32880327473629095
Synthetic AUC
0.4956035347850344
0.49636866496749776
X-intercept
0.03321727881432741
0.0311869901819474
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6796875311929792
0.6715603876114463
Synthetic Elbow Point
0.5039837953091494
0.5004874371517786
JS Distance
0.1550002988768006
0.135751202998942
Synthetic JS Distance
0.2644426057926808
0.2491601914707629
% Genome Enriched
23.32196744351326
23.711854729554375
Diff. Enrichment
16.67818165907622
14.727554220389404
CHANCE Divergence
0.14534666529288573
0.12847371930809143
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
0.29440152057755997
0.2987910663658487
0.29088749073263104
0.27384057738572576
0.29274415797010556
0.2774191747936407
0.35833610126709714
0.2934957509523629
0.2958096779821473
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
0.21536857246692112
0.18969233268134605
0.18217436763021133
0.21437478573141902
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
0.09717468642901461
0.07603734027741701
0.07174195216390572
0.10006862314775657
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