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
9471422
10212393
16415762
Distinct Fragments
8878049
9579681
15523196
Positions with Two Read
344906
372319
760261
NRF = Distinct/Total
0.937351
0.938045
0.945628
PBC1 = OneRead/Distinct
0.956388
0.956527
0.948283
PBC2 = OneRead/TwoRead
24.61789
24.61122
19.362278
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
11127
1010
N1
9022
597
N2
8654
634
Np
11169
994
N optimal
11169
1010
N conservative
11127
1010
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0037746023186842
1.0160965794768613
Self Consistency Ratio
1.0425236884677607
1.0619765494137354
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
21645
19751
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
155.0
158.0
156.0
156.0
25 percentile
620.0
630.0
453.0
624.0
50 percentile (median)
620.0
630.0
624.0
624.0
75 percentile
620.0
630.0
624.0
624.0
Max size
1390.0
1366.0
1442.0
1442.0
Mean
618.4902286902287
627.9982785681738
554.6683168316831
616.8648043692363
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9471422
10212393
Estimated Fragment Length
225
230
Cross-correlation at Estimated Fragment Length
0.780885382337591
0.794150744372301
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7781436
0.7919263
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7716344
0.7851925
NSC (Normalized Strand Cross-correlation coeff.)
1.011989
1.011409
RSC (Relative Strand Cross-correlation coeff.)
1.421228
1.33033
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
0.3887914520215744
0.38996352772336157
Synthetic AUC
0.49695782549359907
0.497071750763846
X-intercept
0.02957764756381205
0.02924224123301756
Synthetic X-intercept
0.0
0.0
Elbow Point
0.47564810285794146
0.4795511943859369
Synthetic Elbow Point
0.49960157754394735
0.5008905327614825
JS Distance
0.043942813217882
0.04298846356889951
Synthetic JS Distance
0.1629818898654432
0.16138651493587114
% Genome Enriched
31.059624464697485
30.949419527436437
Diff. Enrichment
6.85172660931439
6.714895000615506
CHANCE Divergence
0.059210310848692944
0.05806323828631778
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
0.18020693755390757
0.1698496677541558
0.188143822613372
0.1857622039965487
0.1979216164054706
0.17922787922923555
0.1851344464956939
0.17802748987176772
0.17803810414005203
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
0.09838029515247451
0.08396554869191775
0.08262013590310462
0.0989678707182123
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
0.018846337346357114
0.013861708332676496
0.014219955199759618
0.0186538183476292
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