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
7823774
6457473
6870330
Distinct Fragments
6444091
5350498
5871840
Positions with Two Read
1012711
814868
783517
NRF = Distinct/Total
0.823655
0.828575
0.854666
PBC1 = OneRead/Distinct
0.816365
0.822704
0.849304
PBC2 = OneRead/TwoRead
5.1947
5.40195
6.364863
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
9520
437
N1
15930
287
N2
22490
248
Np
7365
465
N optimal
9520
465
N conservative
9520
437
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2926001357773251
1.0640732265446224
Self Consistency Ratio
1.4118016321406153
1.157258064516129
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
23657
39791
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
65.0
59.0
65.0
65.0
25 percentile
260.0
236.0
260.0
260.0
50 percentile (median)
260.0
236.0
260.0
260.0
75 percentile
260.0
236.0
260.0
260.0
Max size
260.0
387.0
260.0
260.0
Mean
259.8718772456355
235.88135508029453
247.81505376344086
259.4778361344538
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7329533
5972596
Estimated Fragment Length
170
145
Cross-correlation at Estimated Fragment Length
0.671712966505753
0.626500054019563
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6719124
0.6260943
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6677792
0.6222753
NSC (Normalized Strand Cross-correlation coeff.)
1.005891
1.006789
RSC (Relative Strand Cross-correlation coeff.)
0.9517549
1.106236
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
0.41164288081095407
0.41039849644691123
Synthetic AUC
0.4982217999910886
0.4980344628558148
X-intercept
0.01929671189458263
0.019679931659141985
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5129775776519008
0.5099138154716997
Synthetic Elbow Point
0.5003964709651274
0.5001854763707289
JS Distance
0.027831125606459364
0.03092696007837283
Synthetic JS Distance
0.1341550119384542
0.13414541734643032
% Genome Enriched
42.23740464414452
42.69128055279451
Diff. Enrichment
7.602107759469284
7.943917081416874
CHANCE Divergence
0.06459786042443323
0.06751123211278585
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
0.12485124444908544
0.1862904626480662
0.32355212808486267
0.3596472939057358
0.3158767741764071
0.35944749616332294
0.568617864353223
0.13088514450916824
0.118555973452971
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
0.051804708014700884
0.08621534984277944
0.10976301030727477
0.04206062279109995
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
0.004763900690090663
0.0036624296307463974
0.003736059005513384
0.005123487353262344
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