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
1509346
618332
10426530
Distinct Fragments
1139227
524714
9680697
Positions with Two Read
221741
69491
582612
NRF = Distinct/Total
0.754782
0.848596
0.928468
PBC1 = OneRead/Distinct
0.748723
0.846566
0.935067
PBC2 = OneRead/TwoRead
3.846672
6.392267
15.537104
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
6504
302
N1
4704
284
N2
2129
62
Np
7181
369
N optimal
7181
369
N conservative
6504
302
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.104089790897909
1.2218543046357615
Self Consistency Ratio
2.2094880225457962
4.580645161290323
Reproducibility Test
borderline
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
Number of peaks
30201
19413
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
134.0
222.0
160.0
160.0
25 percentile
536.0
690.0
412.0
640.0
50 percentile (median)
536.0
690.0
640.0
640.0
75 percentile
536.0
690.0
640.0
640.0
Max size
13258.0
2540.0
13401.0
13401.0
Mean
545.1649945366047
690.2745582856849
1306.5826558265583
673.9930371814511
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1509346
618332
Estimated Fragment Length
160
125
Cross-correlation at Estimated Fragment Length
0.291233046644265
0.191295632055649
Phantom Peak
40
30
Cross-correlation at Phantom Peak
0.2878838
0.1894826
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2762156
0.1714953
NSC (Normalized Strand Cross-correlation coeff.)
1.054369
1.115457
RSC (Relative Strand Cross-correlation coeff.)
1.287042
1.100795
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
0.325663783780665
0.2756689293773937
Synthetic AUC
0.4895584252909779
0.48457829721457196
X-intercept
0.05759844515127449
0.14224112127899877
Synthetic X-intercept
8.681140817651652e-78
3.4683369442090615e-35
Elbow Point
0.542235534040252
0.5638741115292671
Synthetic Elbow Point
0.5003908663476594
0.4947653232148367
JS Distance
0.10168364954150841
0.1408666827230766
Synthetic JS Distance
0.21935200702217633
0.23801680618330578
% Genome Enriched
36.04048353560468
41.88812751675174
Diff. Enrichment
17.817324471424673
25.28829331966646
CHANCE Divergence
0.15174862742516645
0.22199743563979768
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
0.26999425212121003
0.24155984052820795
0.22249906802951094
0.16785560937394067
0.2266330752131832
0.16787507391685907
0.21985227418443287
0.2596418822730419
0.26172149103278775
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
0.09558959721503237
0.07351649675890726
0.05258162383263371
0.09984849852060468
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
0.023524879012533303
0.022788648849687336
0.013459434315813657
0.02534206564430872
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