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
3173373
799895
7452409
Distinct Fragments
2676196
706364
7087453
Positions with Two Read
367203
77371
304762
NRF = Distinct/Total
0.843329
0.883071
0.951028
PBC1 = OneRead/Distinct
0.840968
0.879491
0.95384
PBC2 = OneRead/TwoRead
6.129019
8.029378
22.182221
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
5213
193
N1
10293
2878
N2
1145
40
Np
9454
2538
N optimal
9454
2538
N conservative
5213
193
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.8135430654133895
13.150259067357513
Self Consistency Ratio
8.989519650655021
71.95
Reproducibility Test
borderline
fail
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
25988
23864
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
100.0
115.0
101.0
101.0
25 percentile
400.0
460.0
404.0
404.0
50 percentile (median)
400.0
460.0
404.0
404.0
75 percentile
400.0
460.0
404.0
404.0
Max size
693.0
460.0
658.0
658.0
Mean
395.8069878405418
459.9650938652363
365.71946414499604
393.5892743812143
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3173373
799895
Estimated Fragment Length
155
125
Cross-correlation at Estimated Fragment Length
0.51532780104243
0.212160007928817
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.497922
0.2107611
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4729207
0.2059258
NSC (Normalized Strand Cross-correlation coeff.)
1.089671
1.030274
RSC (Relative Strand Cross-correlation coeff.)
1.696197
1.289311
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
0.31064372261879486
0.3109296753926676
Synthetic AUC
0.49317547250641797
0.48672128711218765
X-intercept
0.043372431501724804
0.08846068668859995
Synthetic X-intercept
9.415808785003613e-184
9.848714991116237e-48
Elbow Point
0.6522963107795625
0.5430322594804247
Synthetic Elbow Point
0.5033412742355086
0.48851344597061064
JS Distance
0.16596280058700852
0.11038498432820183
Synthetic JS Distance
0.2658363579365189
0.2125195592132992
% Genome Enriched
24.42854093137304
43.39856788576605
Diff. Enrichment
18.981403084638515
19.978545828268423
CHANCE Divergence
0.1653952107370876
0.1740635432337053
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
0.27055203470713257
0.20950552250055793
0.29175571929522304
0.12927222963014948
0.2889827726792724
0.13579938465684513
0.2308618154793278
0.25364706628525724
0.25383220402089257
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
0.07695295971679694
0.17096136737309722
0.020217587504509096
0.14550449507915314
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
0.01143935027262346
0.08674295364114476
0.005757605105768974
0.06937429473049345
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