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
8825233
7352576
13463563
Distinct Fragments
7327059
6099488
12858459
Positions with Two Read
946658
816431
527650
NRF = Distinct/Total
0.83024
0.829572
0.955056
PBC1 = OneRead/Distinct
0.844435
0.839749
0.956851
PBC2 = OneRead/TwoRead
6.53586
6.273691
23.317788
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
12793
2473
N1
9496
1653
N2
9574
1577
Np
12715
2313
N optimal
12793
2473
N conservative
12793
2473
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0061344868265827
1.069174232598357
Self Consistency Ratio
1.0082139848357203
1.0481927710843373
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
19433
19981
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
184.0
165.0
176.0
176.0
25 percentile
736.0
660.0
401.0
704.0
50 percentile (median)
736.0
660.0
704.0
704.0
75 percentile
736.0
660.0
704.0
704.0
Max size
2005.0
1893.0
2232.0
2232.0
Mean
731.1037410590233
655.7018667734347
645.2478770723817
689.1847103884937
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8825233
7352576
Estimated Fragment Length
285
250
Cross-correlation at Estimated Fragment Length
0.729906548018446
0.693442015735343
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.7179669
0.6807721
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7024109
0.6626008
NSC (Normalized Strand Cross-correlation coeff.)
1.039145
1.046546
RSC (Relative Strand Cross-correlation coeff.)
1.767532
1.697246
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
0.36264035318048865
0.3585358327995579
Synthetic AUC
0.49664904684500855
0.49632810012646394
X-intercept
0.03011603354475095
0.030614973795658022
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5972594209898177
0.5911084855766352
Synthetic Elbow Point
0.5049147709697893
0.502989829815303
JS Distance
0.09485220105426638
0.09786215818423907
Synthetic JS Distance
0.20602756054088547
0.21006591877321748
% Genome Enriched
26.72583432788757
27.101037396569687
Diff. Enrichment
11.538320836361182
12.107852972534594
CHANCE Divergence
0.10102588499622163
0.10568891363300675
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
0.21812484880191044
0.2144290108275785
0.20882346998455117
0.21858690590958874
0.20622736806925707
0.21847607242869604
0.24980147597583682
0.22054879340599287
0.21565996238994023
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
0.15329451549262116
0.13240570290524228
0.12942219030567742
0.1526073914405082
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
0.06354809883263404
0.05185841906458418
0.0503287294810501
0.06148851450990862
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