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
5207706
8721549
8322847
Distinct Fragments
2462060
4495541
7637433
Positions with Two Read
679969
1249915
592898
NRF = Distinct/Total
0.472772
0.515452
0.917647
PBC1 = OneRead/Distinct
0.424681
0.474944
0.916588
PBC2 = OneRead/TwoRead
1.537702
1.708219
11.807053
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
24752
5795
N1
20843
5876
N2
29107
4377
Np
28050
6905
N optimal
28050
6905
N conservative
24752
5795
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1332417582417582
1.1915444348576358
Self Consistency Ratio
1.3964880295542867
1.3424720127941512
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
36624
44899
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
119.0
106.0
111.0
111.0
25 percentile
476.0
424.0
276.0
444.0
50 percentile (median)
476.0
424.0
444.0
444.0
75 percentile
476.0
424.0
444.0
444.0
Max size
2265.0
2105.0
2209.0
2209.0
Mean
467.8236402359109
418.33726809060335
396.08269370021725
431.20288770053475
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5022727
8469430
Estimated Fragment Length
230
205
Cross-correlation at Estimated Fragment Length
0.564238026842004
0.638652716155753
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.4436954
0.6050273
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3720568
0.5812142
NSC (Normalized Strand Cross-correlation coeff.)
1.516538
1.098825
RSC (Relative Strand Cross-correlation coeff.)
2.682647
2.412059
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
0.25159094225296336
0.32023525270358416
Synthetic AUC
0.49709219074025934
0.4978525846975484
X-intercept
0.02100739699888626
0.01934876071327348
Synthetic X-intercept
0.0
0.0
Elbow Point
0.796899887029105
0.6893340305859716
Synthetic Elbow Point
0.5012552694129042
0.5030225185916034
JS Distance
0.3357601491879693
0.1961892460389527
Synthetic JS Distance
0.39672543325481135
0.2721969862349074
% Genome Enriched
17.746210684731366
28.126758932884112
Diff. Enrichment
32.46174014703647
21.265316474280866
CHANCE Divergence
0.2890627231939256
0.18335018956062457
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
0.4959929296289798
0.39917623234138044
0.5322072937282495
0.43221389255692827
0.5323224038622849
0.43206726406080753
0.4162533611975897
0.4322127624564227
0.43345428870301883
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
0.32548869949603537
0.4112617378573226
0.31864702765653036
0.3483873418302115
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
0.18112504801710844
0.2893782749802149
0.11017423917982966
0.19728918339382057
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