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
2479934
4628342
15578449
Distinct Fragments
2082946
3325702
14036231
Positions with Two Read
267076
699430
1080082
NRF = Distinct/Total
0.83992
0.718551
0.901003
PBC1 = OneRead/Distinct
0.850147
0.720387
0.913858
PBC2 = OneRead/TwoRead
6.63036
3.425351
11.876068
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
15914
1545
N1
9031
386
N2
11285
1148
Np
13403
1533
N optimal
15914
1545
N conservative
15914
1545
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1873461165410728
1.0078277886497065
Self Consistency Ratio
1.2495847635920718
2.9740932642487046
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
Number of peaks
31827
49087
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
114.0
89.0
109.0
109.0
25 percentile
456.0
356.0
436.0
436.0
50 percentile (median)
456.0
356.0
436.0
436.0
75 percentile
456.0
356.0
436.0
436.0
Max size
3042.0
1151.0
3877.0
3877.0
Mean
456.4587614289754
355.87536414936744
452.6368932038835
437.5969586527586
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2479934
4628342
Estimated Fragment Length
160
160
Cross-correlation at Estimated Fragment Length
0.43082536719941
0.526668107914669
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.4247053
0.5187563
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4194748
0.5129729
NSC (Normalized Strand Cross-correlation coeff.)
1.027059
1.026698
RSC (Relative Strand Cross-correlation coeff.)
2.170057
2.368036
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
0.3479877308700599
0.3575466331667827
Synthetic AUC
0.492261317358328
0.4938740345975804
X-intercept
0.04383289892268821
0.038929314136773495
Synthetic X-intercept
1.362634675185134e-142
1.9553432817320913e-228
Elbow Point
0.5490238732931254
0.5463814857243215
Synthetic Elbow Point
0.5043651864387203
0.5012467957631249
JS Distance
0.07615598404469835
0.06909018591637768
Synthetic JS Distance
0.197619233237155
0.1921042170622103
% Genome Enriched
34.81525240389413
32.72888385070111
Diff. Enrichment
13.170388675493012
11.525014955352347
CHANCE Divergence
0.1120879310310414
0.09843076327321364
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
0.24289312513622813
0.28898520591954735
0.2559260693633899
0.2610279309414072
0.26877909977077896
0.26681712711513933
0.3645055015170797
0.24688098175753576
0.2448157622598378
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
0.13154361873113993
0.09575483374326968
0.10046047839719524
0.11717802026291145
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
0.031139070268528902
0.014924162969131483
0.02385193111856032
0.030954825207151575
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