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
7666888
8338956
15642102
Distinct Fragments
7022984
7412893
14787631
Positions with Two Read
426590
569373
709989
NRF = Distinct/Total
0.916015
0.888947
0.945374
PBC1 = OneRead/Distinct
0.928854
0.907174
0.948951
PBC2 = OneRead/TwoRead
15.291793
11.810853
19.764729
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
27289
5385
N1
16052
3603
N2
25048
4878
Np
30723
6044
N optimal
30723
6044
N conservative
27289
5385
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1258382498442596
1.122376973073352
Self Consistency Ratio
1.5604286070271618
1.353871773522065
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
38960
44099
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
121.0
126.0
124.0
124.0
25 percentile
484.0
504.0
308.0
496.0
50 percentile (median)
484.0
504.0
496.0
496.0
75 percentile
484.0
504.0
496.0
496.0
Max size
1665.0
1733.0
2548.0
2548.0
Mean
475.92933778234084
494.0730175287421
426.067174056916
481.57969599322985
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7666888
8338956
Estimated Fragment Length
150
165
Cross-correlation at Estimated Fragment Length
0.746452751166452
0.755872959857997
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7294784
0.7328534
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6953598
0.6928863
NSC (Normalized Strand Cross-correlation coeff.)
1.073477
1.090905
RSC (Relative Strand Cross-correlation coeff.)
1.497511
1.575964
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
0.3333299815155919
0.3123670614346872
Synthetic AUC
0.4965817042061432
0.4966725302711731
X-intercept
0.030062807977631018
0.03026238845945822
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6681635202803706
0.6976395616414297
Synthetic Elbow Point
0.49764824221489745
0.5051368717642613
JS Distance
0.14914672486056826
0.18155035434858907
Synthetic JS Distance
0.24749489014257112
0.2773658407363177
% Genome Enriched
23.706369211916552
23.441126751568202
Diff. Enrichment
16.115898627213742
20.00855592766633
CHANCE Divergence
0.1417486376515933
0.1749443165513566
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
0.32914276732268083
0.3794920034841375
0.2931877943493453
0.3804297192725987
0.2918951491413076
0.3828337525955235
0.3606801663582334
0.37700855622961565
0.3767582563270256
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
0.27306691404951394
0.1980839025615947
0.27940899522830503
0.29100166331953375
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
0.12080315421429262
0.08938173447024074
0.12115433473638211
0.1294419590973191
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