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
41225553
22434235
31465573
Distinct Fragments
33814351
19890548
26772603
Positions with Two Read
5043454
1984242
3388981
NRF = Distinct/Total
0.820228
0.886616
0.850854
PBC1 = OneRead/Distinct
0.820937
0.888491
0.852481
PBC2 = OneRead/TwoRead
5.504056
8.906465
6.734514
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
11419
484
N1
8034
325
N2
7270
242
Np
12008
511
N optimal
12008
511
N conservative
11419
484
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0515806988352745
1.0557851239669422
Self Consistency Ratio
1.1050894085281981
1.3429752066115703
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
20555
20411
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
169.0
162.0
166.0
166.0
25 percentile
676.0
650.0
664.0
664.0
50 percentile (median)
676.0
650.0
664.0
664.0
75 percentile
676.0
650.0
664.0
664.0
Max size
676.0
650.0
664.0
664.0
Mean
674.775042568718
648.9135270197443
585.7455968688845
660.5937708194537
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
245
245
Cross-correlation at Estimated Fragment Length
0.846164548105699
0.844993696629563
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8465817
0.8455701
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8422656
0.8412496
NSC (Normalized Strand Cross-correlation coeff.)
1.004629
1.004451
RSC (Relative Strand Cross-correlation coeff.)
0.9033489
0.8665954
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
0.41887338959443415
0.41585028114266476
Synthetic AUC
0.4984586296640849
0.4979914169840855
X-intercept
0.027838722440024458
0.028238359569510884
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4043368621291867
0.4214892877267441
Synthetic Elbow Point
0.5021461276261219
0.49992509585392864
JS Distance
0.01902024024449857
0.023681561044255305
Synthetic JS Distance
0.12823717727037637
0.12974043295948012
% Genome Enriched
35.014406918517984
36.840748600270956
Diff. Enrichment
3.5208819147760084
4.197550248525584
CHANCE Divergence
0.030231797604439736
0.035843748762217145
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
0.1573254995012504
0.15592858352120803
0.14617789985759894
0.16400746814797523
0.1521970200667601
0.16063721533031583
0.20429450247959735
0.17368323815559514
0.16180655868566057
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
0.08322391534201702
0.06277664150790448
0.0577314022871807
0.08754281053734056
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
0.00555531632614438
0.003984764079953547
0.003344405013257741
0.005803002507343402
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