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
9292394
8967382
18440170
Distinct Fragments
7656629
7254218
17363330
Positions with Two Read
1125061
1146653
926390
NRF = Distinct/Total
0.823967
0.808956
0.941604
PBC1 = OneRead/Distinct
0.825411
0.809532
0.943538
PBC2 = OneRead/TwoRead
5.617353
5.121447
17.684741
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
33526
3607
N1
21103
2156
N2
19208
1988
Np
33298
3518
N optimal
33526
3607
N conservative
33526
3607
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0068472580935792
1.0252984650369528
Self Consistency Ratio
1.0986568096626406
1.0845070422535212
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
50298
49939
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
154.0
152.0
152.0
152.0
25 percentile
616.0
610.0
402.0
610.0
50 percentile (median)
616.0
610.0
610.0
610.0
75 percentile
616.0
610.0
610.0
610.0
Max size
4575.0
3571.0
4679.0
4679.0
Mean
613.2279017058332
607.4015699152967
573.1114499584141
604.4354829087872
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9292394
8967382
Estimated Fragment Length
210
205
Cross-correlation at Estimated Fragment Length
0.738123723832836
0.724972190552259
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7333589
0.720403
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7208061
0.7077445
NSC (Normalized Strand Cross-correlation coeff.)
1.024025
1.024342
RSC (Relative Strand Cross-correlation coeff.)
1.379579
1.360961
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
0.3577439799385474
0.3553331137029059
Synthetic AUC
0.49672272625172337
0.4966332154009687
X-intercept
0.029385693465631177
0.029595320329812932
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6172413104673681
0.6209926331130587
Synthetic Elbow Point
0.4983731366548465
0.5032625061192487
JS Distance
0.11222807751948924
0.11616303037563451
Synthetic JS Distance
0.20810898414699186
0.2113390581440139
% Genome Enriched
26.10533250813552
26.145461079278885
Diff. Enrichment
13.902899482552144
14.287332303597767
CHANCE Divergence
0.12233710744678426
0.12558981850951254
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
0.3670562450053292
0.3666349768999247
0.30599646437101535
0.2942764310852348
0.3036230019681569
0.2912310702354785
0.341978812744009
0.36773193348502886
0.3679354626779426
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
0.26718890032820347
0.2020701298474019
0.19087877892196708
0.26610074586700827
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
0.06693306834005709
0.04729322307651219
0.0449934488208429
0.0658012535673526
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