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
1505860
1911302
2659816
Distinct Fragments
1442646
1802735
2579295
Positions with Two Read
54904
93687
59674
NRF = Distinct/Total
0.958021
0.943197
0.969727
PBC1 = OneRead/Distinct
0.959344
0.944211
0.974044
PBC2 = OneRead/TwoRead
25.207526
18.168604
42.1012
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
9757
1910
N1
8020
942
N2
10212
1532
Np
9711
1868
N optimal
9757
1910
N conservative
9757
1910
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0047368963031613
1.0224839400428265
Self Consistency Ratio
1.2733167082294263
1.6263269639065818
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
23422
24185
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
112.0
112.0
111.0
111.0
25 percentile
440.0
450.0
444.0
444.0
50 percentile (median)
440.0
450.0
444.0
444.0
75 percentile
440.0
450.0
444.0
444.0
Max size
440.0
491.0
535.0
535.0
Mean
439.6279566219793
449.57775480669835
433.60890052356024
441.9294865224967
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1505860
1911302
Estimated Fragment Length
165
175
Cross-correlation at Estimated Fragment Length
0.39212327737162
0.441052343099441
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.3824979
0.4296053
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3588019
0.4042093
NSC (Normalized Strand Cross-correlation coeff.)
1.092868
1.091148
RSC (Relative Strand Cross-correlation coeff.)
1.406201
1.450742
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
0.2961179858456961
0.29852356977723904
Synthetic AUC
0.49069587075395305
0.49168388680132835
X-intercept
0.058540058921031056
0.051925903911247455
Synthetic X-intercept
2.944013021276567e-98
2.675596832766299e-123
Elbow Point
0.6383557162774833
0.6318452814307
Synthetic Elbow Point
0.517105123752554
0.494517346730486
JS Distance
0.11881269915074272
0.12380492155126009
Synthetic JS Distance
0.26939111381658876
0.2733504505356973
% Genome Enriched
31.788833726605617
30.386616907583342
Diff. Enrichment
17.398160257011586
18.59922601278134
CHANCE Divergence
0.14815827310947546
0.1585192398921527
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
0.2566611059793473
0.2699216722268695
0.28041305336881145
0.3065947642617274
0.2808680186949389
0.30457457560057355
0.22631871332313735
0.26182862315800304
0.2601932661264884
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
0.16169638586096036
0.13879682351481396
0.1671075152561165
0.16143638246774764
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
0.06686650280430044
0.0412860353218535
0.05827301973568923
0.06545562455632518
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