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
5058278
2791666
11770650
Distinct Fragments
4710721
2659826
11109707
Positions with Two Read
290784
112164
544505
NRF = Distinct/Total
0.931289
0.952774
0.943848
PBC1 = OneRead/Distinct
0.933074
0.95477
0.947133
PBC2 = OneRead/TwoRead
15.115859
22.641159
19.324662
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
5861
1699
N1
6428
969
N2
7550
1557
Np
5957
1761
N optimal
5957
1761
N conservative
5861
1699
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0163794574304725
1.0364920541494997
Self Consistency Ratio
1.1745488487865587
1.6068111455108358
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
15638
20226
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
105.0
111.0
111.0
25 percentile
470.0
420.0
444.0
444.0
50 percentile (median)
470.0
420.0
444.0
444.0
75 percentile
470.0
420.0
444.0
444.0
Max size
470.0
434.0
576.0
576.0
Mean
469.2037984396982
418.9588648274498
408.0221465076661
432.9944602988081
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5058278
2791666
Estimated Fragment Length
160
150
Cross-correlation at Estimated Fragment Length
0.651618378958726
0.52399808046822
Phantom Peak
30
40
Cross-correlation at Phantom Peak
0.6485323
0.5176151
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6391914
0.5027485
NSC (Normalized Strand Cross-correlation coeff.)
1.019442
1.042267
RSC (Relative Strand Cross-correlation coeff.)
1.330386
1.429352
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
0.37343181257808944
0.34791019268952567
Synthetic AUC
0.49485040802905006
0.4931479709133861
X-intercept
0.036844101151627645
0.04179789633355288
Synthetic X-intercept
0.0
2.840549889377456e-182
Elbow Point
0.5167335289304034
0.5713530127936451
Synthetic Elbow Point
0.49660460241931875
0.5113866488063556
JS Distance
0.059344701494341706
0.10127970246282532
Synthetic JS Distance
0.18146756317953258
0.21028139707452456
% Genome Enriched
32.31962157954614
32.23719138574536
Diff. Enrichment
8.02238140208561
12.454639696048787
CHANCE Divergence
0.06868467907503516
0.10634799144747423
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
0.13627208203544805
0.18637690816120267
0.19187220876698438
0.24677138001512305
0.2022769572971056
0.24436142575858533
0.12248395613742546
0.15769398292205697
0.16122446662167775
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
0.07692050844508803
0.07378822955858465
0.10272102477334152
0.07774404359815648
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
0.03736364930434125
0.022983069884046765
0.043675273824407994
0.0382242246136705
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