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
6028573
5943441
6416996
Distinct Fragments
4905504
4932142
5475618
Positions with Two Read
806632
754216
730501
NRF = Distinct/Total
0.813709
0.829846
0.853299
PBC1 = OneRead/Distinct
0.805737
0.822802
0.84842
PBC2 = OneRead/TwoRead
4.900063
5.380654
6.359507
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
57135
713
N1
34339
296
N2
32063
287
Np
76859
867
N optimal
76859
867
N conservative
57135
713
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.3452174674017678
1.2159887798036466
Self Consistency Ratio
1.0709852477934068
1.0313588850174216
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
138973
88815
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
52.0
60.0
60.0
60.0
25 percentile
210.0
230.0
240.0
240.0
50 percentile (median)
210.0
230.0
240.0
240.0
75 percentile
210.0
230.0
240.0
240.0
Max size
235.0
236.0
277.0
277.0
Mean
209.98991890511107
229.97476777571356
235.86851211072664
239.95414980678905
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5664433
5579472
Estimated Fragment Length
125
130
Cross-correlation at Estimated Fragment Length
0.610771657436212
0.61420863000586
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6109159
0.614393
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6066594
0.6102426
NSC (Normalized Strand Cross-correlation coeff.)
1.006779
1.006499
RSC (Relative Strand Cross-correlation coeff.)
0.9661209
0.9555717
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
0.40076702119206065
0.4011126123933545
Synthetic AUC
0.4979453822072131
0.49795812684262986
X-intercept
0.01974955291562879
0.019547965766111005
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5236515616018395
0.5262163089991697
Synthetic Elbow Point
0.49878256977956315
0.5018652154421872
JS Distance
0.04578728083429794
0.045432992037914864
Synthetic JS Distance
0.15277385834389906
0.15239301906295746
% Genome Enriched
43.65818803091269
42.82609216324966
Diff. Enrichment
10.448221537656256
10.408302184499963
CHANCE Divergence
0.08887211961224034
0.0884923243428227
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
0.5168682396868082
0.38348898558378036
0.40627046589058663
0.3946029702130704
0.4077343076646933
0.3982171728680404
0.5217697290153082
0.5170975965296933
0.5172837159883568
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
0.24800579096537653
0.15871505335482944
0.15767978879842331
0.31596503896617945
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
0.013720792999892983
0.010287217803161995
0.010036415312194688
0.015327597454748385
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