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
2725884
4355715
6801771
Distinct Fragments
2395724
3981503
6503377
Positions with Two Read
236561
285135
245891
NRF = Distinct/Total
0.87888
0.914087
0.95613
PBC1 = OneRead/Distinct
0.885516
0.918837
0.95959
PBC2 = OneRead/TwoRead
8.96789
12.830252
25.379436
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
8628
1298
N1
9442
1427
N2
8211
1096
Np
9077
1614
N optimal
9077
1614
N conservative
8628
1298
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0520398701900788
1.2434514637904468
Self Consistency Ratio
1.1499208379003776
1.302007299270073
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
26824
21717
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
110.0
102.0
109.0
109.0
25 percentile
440.0
410.0
362.25
436.0
50 percentile (median)
440.0
410.0
436.0
436.0
75 percentile
440.0
410.0
436.0
436.0
Max size
680.0
467.0
665.0
665.0
Mean
437.509133611691
408.27522217617536
382.95105328376707
426.3960559656274
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2725884
4355715
Estimated Fragment Length
165
155
Cross-correlation at Estimated Fragment Length
0.496245370940796
0.608098205665454
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.4734886
0.6003694
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4438817
0.586846
NSC (Normalized Strand Cross-correlation coeff.)
1.117968
1.036214
RSC (Relative Strand Cross-correlation coeff.)
1.76863
1.571513
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
0.32838863670455637
0.3616421519131098
Synthetic AUC
0.4927857429260609
0.49439859689023874
X-intercept
0.04349639159522019
0.038222952926129955
Synthetic X-intercept
2.7645230970232827e-164
1.5592994606823837e-273
Elbow Point
0.5986380441787662
0.5471167678589599
Synthetic Elbow Point
0.5022466306386595
0.500801489669864
JS Distance
0.1419403869577
0.08062528448699101
Synthetic JS Distance
0.24012966354447682
0.19320263739513624
% Genome Enriched
29.00910032303054
30.968034142672156
Diff. Enrichment
17.133668529606723
11.525885692874438
CHANCE Divergence
0.14749721236431432
0.09911148451004408
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
0.2507676696776078
0.17606943319615143
0.27710946334890657
0.2161235618174483
0.2788053475110577
0.2216900903678684
0.19973478858794827
0.20598575444763753
0.2055308833147836
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
0.1056517035813687
0.13652157896439887
0.09143577494426464
0.11038008432442896
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
0.03945874393752312
0.06059591577329912
0.028698580562749456
0.04542920072866796
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