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
rep3
ctl1
Total Fragments
1610501
1327843
842828
6877656
Distinct Fragments
1553354
1291833
832081
6614170
Positions with Two Read
48215
30798
9491
209487
NRF = Distinct/Total
0.964516
0.972881
0.987249
0.96169
PBC1 = OneRead/Distinct
0.966892
0.974718
0.987942
0.966006
PBC2 = OneRead/TwoRead
31.150576
40.884895
86.613423
30.499878
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
8710
138
N1
4219
84
N2
4478
41
N3
2344
93
Np
8619
120
N optimal
8710
138
N conservative
8710
138
Optimal Set
rep1_vs_rep2
rep1_vs_rep3
Conservative Set
rep1_vs_rep2
rep1_vs_rep3
Rescue Ratio
1.0105580693815988
1.15
Self Consistency Ratio
1.9104095563139931
2.268292682926829
Reproducibility Test
pass
borderline
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
rep3
Number of peaks
38879
37627
29489
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
rep3
idr_opt
overlap_opt
Min size
137.0
138.0
142.0
118.0
118.0
25 percentile
396.0
476.0
570.0
315.75
460.0
50 percentile (median)
396.0
476.0
570.0
460.0
460.0
75 percentile
396.0
476.0
570.0
460.0
460.0
Max size
396.0
476.0
570.0
489.0
489.0
Mean
395.90151495666044
475.8836473808701
569.6915799111533
390.78985507246375
458.7769230769231
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
rep3
Number of Subsampled Reads
1610501
1327843
842828
Estimated Fragment Length
100
90
125
Cross-correlation at Estimated Fragment Length
0.389241415433848
0.348392062108628
0.264219627603945
Phantom Peak
35
35
30
Cross-correlation at Phantom Peak
0.3863804
0.3457906
0.2626764
Argmin of Cross-correlation
1500
1500
1500
Minimum of Cross-correlation
0.3773737
0.3379311
0.2519105
NSC (Normalized Strand Cross-correlation coeff.)
1.031448
1.030956
1.048863
RSC (Relative Strand Cross-correlation coeff.)
1.31765
1.330997
1.14334
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
rep3
AUC
0.35667940804974674
0.34959868864083615
0.3272860661551038
Synthetic AUC
0.49101800373546983
0.49014571344799424
0.4877179841843579
X-intercept
0.04776099747996241
0.05272724733281057
0.07014403920324512
Synthetic X-intercept
1.6050479184422138e-105
1.8034095017981383e-87
6.060019212958625e-56
Elbow Point
0.5015034428542069
0.5165598194671407
0.5697260282172381
Synthetic Elbow Point
0.4963374811961531
0.5167979510831432
0.5219587282939029
JS Distance
0.07869043341503368
0.08664925365430318
0.11764755954301145
Synthetic JS Distance
0.17587628814739503
0.17972208493504133
0.1979887367828878
% Genome Enriched
39.93970266349816
41.74143975354312
40.27730389897503
Diff. Enrichment
13.59631077800762
14.793118753110685
18.824118286509606
CHANCE Divergence
0.115810339939804
0.12652852246126298
0.1611797924752246
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep3
rep1-pr1
rep2-pr1
rep3-pr1
rep1-pr2
rep2-pr2
rep3-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.23993028622619575
0.2551302954270528
0.24852414501159814
0.19892061966045405
0.2039186082845802
0.1722258603856773
0.18319413704729076
0.20272749491843195
0.1642882672826757
0.21048165509421113
0.23282881767379723
0.23430610594617374
FRiP for overlap peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.06423887220897273
0.05212777772196183
0.046462157649510324
0.03641657835698362
0.036982523118427604
0.030721291891852992
0.061385018053139256
FRiP for IDR peaks
rep1_vs_rep2
rep1_vs_rep3
rep2_vs_rep3
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
rep3-pr1_vs_rep3-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.004008972669526676
0.004831729861931568
0.0037789808074913805
0.003612931750806676
0.001823795660634786
0.005740302295401282
0.0045512321128377544
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