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
612158
1927353
2146905
Distinct Fragments
593089
1801118
2094527
Positions with Two Read
17278
107546
41423
NRF = Distinct/Total
0.96885
0.934503
0.975603
PBC1 = OneRead/Distinct
0.969566
0.935642
0.978235
PBC2 = OneRead/TwoRead
33.281572
15.669593
49.4638
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
4709
181
N1
2970
73
N2
7315
247
Np
5379
263
N optimal
5379
263
N conservative
4709
181
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1422807390104055
1.4530386740331491
Self Consistency Ratio
2.462962962962963
3.3835616438356166
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
21273
17446
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
232.0
148.0
152.0
152.0
25 percentile
770.0
564.0
610.0
610.0
50 percentile (median)
770.0
564.0
610.0
610.0
75 percentile
770.0
564.0
610.0
610.0
Max size
1029.0
564.0
610.0
610.0
Mean
769.8019085225403
563.6449042760518
577.4676806083651
608.409369771333
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
612158
1927353
Estimated Fragment Length
125
135
Cross-correlation at Estimated Fragment Length
0.205270727875431
0.418910747734432
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.2054689
0.4172545
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1943885
0.4053481
NSC (Normalized Strand Cross-correlation coeff.)
1.055982
1.033459
RSC (Relative Strand Cross-correlation coeff.)
0.982111
1.139103
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
0.2862616949385252
0.33950327728557406
Synthetic AUC
0.4856016025309481
0.4917043817460135
X-intercept
0.11404049409901527
0.046753112053885756
Synthetic X-intercept
1.776139744026867e-40
6.350123633216782e-124
Elbow Point
0.6367239312505859
0.572246921854088
Synthetic Elbow Point
0.5228471075836421
0.5075881988056945
JS Distance
0.11153875547074382
0.06040109338503116
Synthetic JS Distance
0.24467145696139675
0.21198008307256952
% Genome Enriched
34.90008117967835
38.266943515299474
Diff. Enrichment
22.526016386618934
13.813940365507339
CHANCE Divergence
0.19257094849072381
0.11771916709639922
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
0.25055114275749063
0.17647236173191555
0.20101410267378272
0.25132684955866696
0.19559480642550195
0.2510692088676637
0.1278365707622383
0.20106707279466002
0.21508802774915567
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
0.0722589033063961
0.06218700026981317
0.09102500430314771
0.08188484396445174
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
0.015856014249566418
0.020987845245694504
0.015652494235974753
0.02149687879562875
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