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
3001297
1808632
4896466
Distinct Fragments
2316727
1502804
4733886
Positions with Two Read
428064
218978
139414
NRF = Distinct/Total
0.771909
0.830906
0.966796
PBC1 = OneRead/Distinct
0.7675
0.828207
0.968548
PBC2 = OneRead/TwoRead
4.153788
5.683827
32.887615
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
15728
7041
N1
14338
5455
N2
11472
3705
Np
15577
7341
N optimal
15728
7341
N conservative
15728
7041
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0096937792899787
1.0426075841499787
Self Consistency Ratio
1.2498256624825663
1.4723346828609987
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
25471
26936
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
96.0
91.0
95.0
95.0
25 percentile
384.0
364.0
246.0
380.0
50 percentile (median)
384.0
364.0
380.0
380.0
75 percentile
384.0
364.0
380.0
380.0
Max size
726.0
617.0
856.0
856.0
Mean
374.18138274900866
358.9460573210573
321.7839531398992
352.5652975584944
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3001297
1808632
Estimated Fragment Length
165
155
Cross-correlation at Estimated Fragment Length
0.518156385530499
0.428619188309675
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4702691
0.3835077
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4056814
0.3246739
NSC (Normalized Strand Cross-correlation coeff.)
1.27725
1.320153
RSC (Relative Strand Cross-correlation coeff.)
1.741432
1.766761
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
0.23094599217832174
0.21680123528130732
Synthetic AUC
0.4926675749054212
0.4909049322495929
X-intercept
0.05184310424276034
0.0705025523587625
Synthetic X-intercept
5.400563405879063e-159
6.953691511380288e-103
Elbow Point
0.7744708269083844
0.7646064939028647
Synthetic Elbow Point
0.5067380669955441
0.49876553977307564
JS Distance
0.2884913187621895
0.30327347754796735
Synthetic JS Distance
0.3877349488889906
0.39900892645768754
% Genome Enriched
17.445407050853678
19.30995549579993
Diff. Enrichment
31.968265438287208
33.921753315170186
CHANCE Divergence
0.27997449856656337
0.29414360513526816
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
0.4023076381845733
0.42700078461494806
0.42332727550423277
0.40779625628714383
0.4208303516115027
0.4101117070698539
0.3977379590204617
0.41136459242766094
0.40991300640102335
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
0.3380475219960372
0.32557184705440206
0.31490709010797857
0.33640696770187983
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
0.23281077389183938
0.20146271689344913
0.17393837770136195
0.2388189465041504
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